55
Orthogonal Array Lists Warren F. Kuhfeld - SAS This report provides a list of virtually all known strength-two orthogonal arrays up through 143 runs 1 (rows or factor combinations) and a list of additional orthogonal arrays up through 1,000 runs. At the end of these lists is a reference list of books and papers on orthogonal array construction. The reference list mostly covers newer and larger arrays. Many of the older arrays were created based on secondary sources such as Orthogonal Fractional Factorial Designs by Dey (1985); Orthogonal Arrays by Hedayat, Sloane, and Stufken (1999); and A Library of Orthogonal Arrays, by Sloane (2005). Their reference lists are not duplicated here. The work so far could not have happened without the work of many people over the span of over 110 years (the earliest reference in this list is an 1893 paper by the French mathematician Jacques Hadamard). This resource cannot continue to grow without your help. Thanks to Don Anderson, StatDesign; Warwick de Launey, Center for Communications Research; Nam-Ky Nguyen, Gendex; Shanqi Pang, Henan Normal University; Neil Sloane, AT&T Shannon Lab; Chung-yi Suen, Cleveland State University; Randy Tobias, SAS Institute Inc.; Ian Wakeling, Qi Statistics; J. C. Wang, Western Michigan University; and Yingshan Zhang, Henan Normal University, who have all kindly helped with some of the arrays in this catalog. While the orthogonal array lists are virtually complete for the smaller arrays, new arrays are being discovered all the time. The goal is to create the most complete strength-two orthogonal array source ever assembled and to provide computerized tools that completely automate their construction. The first listing presents strength-two orthogonal arrays up through 143 runs. The columns include the number or runs, the array, and the lineage or rules for making the array. The listing is sorted by the number of runs. Within runs, it is sorted by the number of two-level factors, then the number of three-level factors, and so on, all in descending order. Hence within runs, the arrays with the most two-level factors are listed first. The second column after the number of runs contains a running count of the number of arrays that can be made for this number of runs. The first array is 2 3 , which has 3 two-level factors in 4 runs. Further down the list you see 2 1 3 7 , which has 1 two-level factor and 7 three-level factors in 18 runs. The base is the number of levels and the exponent is the number of factors. Hence, 2 1 3 7 means a 2 3 3 3 3 3 3 3 design. All of these arrays are strength-two main-effects designs, which means that all level pairs occur equally often within every pair of columns. The lineage of an array shows how it can be made from other arrays. Some arrays have no lineage. These arrays are called parent arrays. They are constructed in many different wayssome with simple algebra, some with very complicated algebra, and others through computerized searches. The remaining arrays are constructed from the parents. For example, the array 2 7 has a lineage of 2 4 4 1 ; 4 1 ! 2 3 , which means it can be made from 2 4 4 1 by replacing 4 1 with copies of the array 2 3 in 4 runs. The first part of the lineage gives the parent array, which will always have the same number of runs as the array of interest. Subsequent parts of the lineage show how to replace one or more factors in the parent with copies of smaller arrays that appear before this array in the listing. The replacement array appears after the arrow (for example, the 2 3 in 4 1 ! 2 3 ). The factor that 1 There are a few missing designs in 108 runs. I would welcome help in making them.

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Page 1: OrthogonalArray Lists Warren F. Kuhfeld SAS

Orthogonal Array ListsWarren F. Kuhfeld - SAS

This report provides a list of virtually all known strength-two orthogonal arrays up through 143 runs1

(rows or factor combinations) and a list of additional orthogonal arrays up through 1,000 runs. At the end of these lists is a reference list of books and papers on orthogonal array construction. The reference list mostly covers newer and larger arrays. Many of the older arrays were created based on secondary sources such as Orthogonal Fractional Factorial Designs by Dey (1985); Orthogonal Arrays by Hedayat, Sloane, and Stufken (1999); and A Library of Orthogonal Arrays, by Sloane (2005). Their reference lists are not duplicated here. The work so far could not have happened without the work of many people over the span of over 110 years (the earliest reference in this list is an 1893 paper by the French mathematician Jacques Hadamard). This resource cannot continue to grow without your help. Thanks to Don Anderson, StatDesign; Warwick de Launey, Center for Communications Research; Nam-Ky Nguyen, Gendex; Shanqi Pang, Henan Normal University; Neil Sloane, AT&T Shannon Lab; Chung-yi Suen, Cleveland State University; Randy Tobias, SAS Institute Inc.; Ian Wakeling, Qi Statistics; J. C. Wang, Western Michigan University; and Yingshan Zhang, Henan Normal University, who have all kindly helped with some of the arrays in this catalog.

While the orthogonal array lists are virtually complete for the smaller arrays, new arrays are being discovered all the time. The goal is to create the most complete strength-two orthogonal array source ever assembled and to provide computerized tools that completely automate their construction.

The first listing presents strength-two orthogonal arrays up through 143 runs. The columns include the number or runs, the array, and the lineage or rules for making the array. The listing is sorted by the number of runs. Within runs, it is sorted by the number of two-level factors, then the number of three-level factors, and so on, all in descending order. Hence within runs, the arrays with the most two-level factors are listed first. The second column after the number of runs contains a running count of the number of arrays that can be made for this number of runs. The first array is 23, which has 3 two-level factors in 4 runs. Further down the list you see 2137, which has 1 two-level factor and 7 three-level factors in 18 runs. The base is the number of levels and the exponent is the number of factors. Hence, 2137 means a 2 � 3 � 3 � 3 � 3 � 3 � 3 � 3 design. All of these arrays are strength-two main-effects designs, which means that all level pairs occur equally often within every pair of columns.

The lineage of an array shows how it can be made from other arrays. Some arrays have no lineage. These arrays are called parent arrays. They are constructed in many different ways�some with simple algebra, some with very complicated algebra, and others through computerized searches. The remaining arrays are constructed from the parents. For example, the array 27 has a lineage of 2441; 41 ! 23, which means it can be made from 2441 by replacing 41 with copies of the array 23 in 4 runs. The first part of the lineage gives the parent array, which will always have the same number of runs as the array of interest. Subsequent parts of the lineage show how to replace one or more factors in the parent with copies of smaller arrays that appear before this array in the listing. The replacement array appears after the arrow (for example, the 23 in 41 ! 23). The factor that

1There are a few missing designs in 108 runs. I would welcome help in making them.

Page 2: OrthogonalArray Lists Warren F. Kuhfeld SAS

needs to be replaced appears before the arrow, and it also gives the number of runs in the replacementarray. The exponent on this factor will always be 1. Some replacements, particularly for four-levelfactors, might occur more than once. The lineage provides information on what to do. The numberof times it needs to happen is not explicitly stated in this listing, but it is obvious from the context.Consider, for example, the array 215 whose lineage consists of 45; 41 ! 23. 41 must be replaced by23 a total of 5 times. The lineage does not consist of something like 45; 45 ! 215 because thatwould hide the critical information that it is the array 23 that is needed to make the larger array. Thearray 45 becomes 2344 after the first replacement. This array has too many four-level factors andnot enough two-level factors, so 2344 becomes 2643, which becomes 2942, which becomes 21241,which finally, after the last replacement, becomes 215, the desired result.

Replacing a four-level factor by 3 two-level factors consists of replacing: a 0 in the four-level factorby the first row of the 23 array, a 1 in the four-level factor by the second row of 23, and so on. Moregenerally, to replace a p-level factor by an array in p runs, replace level i D 0; :::; p � 1 with rowi C 1 of the array in p runs. The following example illustrates:

2441; n D 8

0000 0

0011 2

0101 1

0110 3

1001 3

1010 1

1100 2

1111 0

and 23; n D 4

000

011

101

110

makes 27; n D 8

0000 000

0011 101

0101 011

0110 110

1001 110

1010 011

1100 101

1111 000

where 41 ! 23

0 ! 000

1 ! 011

2 ! 101

3 ! 110

In practice, you never have to actually do any of this because the SAS macro %MktEx does it all foryou. See the Web book Marketing Research Methods in SAS for more information on the %MktExmacro, which automates orthogonal array and nonorthogonal factorial design creation. In particular,see the chapters “Experimental Design and Choice Modeling Macros” and “Discrete Choice” fordocumentation and numerous examples of its use. The book and macros are free on the Web athttp://support.sas.com/techsup/tnote/tnote_stat.html#market.

The following examples show how easy it is to run %MktEx to get orthogonal arrays:

%mktex(2 ** 15, n=16)%mktex(2 3 ** 7, n=18)%mktex(2 ** 18 4 4 8, n=32)

However, %MktEx has many more options because it has many other capabilities, including facilitiesfor making highly restricted designs. While the examples in Marketing Research Methods in SAShave a marketing research orientation, researchers in many other areas use %MktEx to make designsfor a variety of purposes.

When orthogonal arrays are not available, the %MktEx macro automatically constructs a D-efficientnonorthogonal design. For 31525 in 36 runs, %MktEx usually makes a design that is mostlyorthogonal but with a few correlated factors. For 231 in 33 runs (which is an unusual request, sincethere is an orthogonal array in 32 runs), %MktEx makes a design that is nonorthogonal but with allfactors slightly and equally correlated.

Page 3: OrthogonalArray Lists Warren F. Kuhfeld SAS

%mktex(3 ** 15 2 ** 5, n=36)%mktex(2 ** 31, n=33)

%MktEx can also make designs with interactions and complicated restrictions.

While this listing shows virtually all known orthogonal arrays up to 143 runs, it does not contain allknown lineages for each orthogonal array, nor does it indicate that many orthogonal arrays, includingmany parent arrays, can be made in multiple ways. For example, the array 27 in 8 runs can alterna-tively be constructed as a Hadamard array based on the fact that 8�1 D 7 is prime or based on the factthat 8 D 23. The page http://support.sas.com/techsup/technote/ts723_Designs.txt

provides one orthogonal array for every parent in this listing (except for the full-factorial designs,which require no special expertise to generate). Also see Neil Sloane’s orthogonal array page,http://neilsloane.com/oadir/. Sloane’s page provides many strength two-orthogonalarrays including some arrays that are alternatives to the ones shown here. His page also containsarrays of strength greater than 2, assorted Hadamard matrices constructed in alternative ways, andmany other useful designs not covered here. There is also a link to the official Web page for the 1999book Orthogonal Arrays by Hedayat, Sloane, and Stufken.

Page 4: OrthogonalArray Lists Warren F. Kuhfeld SAS

Runs Count Design Lineage

4 1 23

6 1 2131

8 1 27 2441; 41 ! 23

8 2 2441

9 1 34

10 1 2151

12 1 211

12 2 2431

12 3 2261

12 4 3141

14 1 2171

15 1 3151

16 1 215 45; 41 ! 23

16 2 21241 45; 41 ! 23

16 3 2942 45; 41 ! 23

16 4 2881

16 5 2643 45; 41 ! 23

16 6 2344 45; 41 ! 23

16 7 45

18 1 2137 3661; 61 ! 2131

18 2 2191

18 3 3661

20 1 219

20 2 2851

20 3 22101

20 4 4151

21 1 3171

22 1 21111

24 1 223 22041; 41 ! 23

24 2 22041

24 3 21631 2133141; 41 ! 23

24 4 21461 2114161; 41 ! 23

24 5 2133141

24 6 212121

24 7 2114161

Page 5: OrthogonalArray Lists Warren F. Kuhfeld SAS

Runs Count Design Lineage

24 8 3181

25 1 56

26 1 21131

27 1 313 3991; 91 ! 34

27 2 3991

28 1 227

28 2 21271

28 3 22141

28 4 4171

30 1 213151 21151; 151 ! 3151

30 2 21151

30 3 31101

30 4 5161

32 1 231 4881; 81 ! 2441; 41 ! 23

32 2 22841 4881; 81 ! 2441; 41 ! 23

32 3 22542 4881; 81 ! 2441; 41 ! 23

32 4 22481 4881; 41 ! 23

32 5 22243 4881; 81 ! 2441; 41 ! 23

32 6 2214181 4881; 41 ! 23

32 7 21944 4881; 81 ! 2441; 41 ! 23

32 8 2184281 4881; 41 ! 23

32 9 21645 4881; 81 ! 2441; 41 ! 23

32 10 216161

32 11 2154381 4881; 41 ! 23

32 12 21346 4881; 81 ! 2441; 41 ! 23

32 13 2124481 4881; 41 ! 23

32 14 21047 4881; 81 ! 2441; 41 ! 23

32 15 294581 4881; 41 ! 23

32 16 2748 4881; 81 ! 2441; 41 ! 23

32 17 264681 4881; 41 ! 23

32 18 2449 4881; 81 ! 2441

32 19 234781 4881; 41 ! 23

32 20 4881

33 1 31111

34 1 21171

35 1 5171

36 1 235

36 2 22731

Page 6: OrthogonalArray Lists Warren F. Kuhfeld SAS

Runs Count Design Lineage

36 3 22032

36 4 2183161

36 5 21634 21691; 91 ! 34

36 6 21691

36 7 2133261

36 8 21362

36 9 211312 312121; 121 ! 211

36 10 2103861

36 11 2103162

36 12 293462

36 13 2863

36 14 24313 312121; 121 ! 2431

36 15 243163

36 16 233961

36 17 233263

36 18 2231261 312121; 121 ! 2261

36 19 223562

36 20 22181

36 21 213862 3763; 61 ! 2131

36 22 213363

36 23 31341 312121; 121 ! 3141

36 24 312121

36 25 3763

36 26 4191

38 1 21191

39 1 31131

40 1 239 23641; 41 ! 23

40 2 23641

40 3 22851 2254151; 41 ! 23

40 4 2254151

40 5 222101 21941101; 41 ! 23

40 6 220201

40 7 21941101

40 8 5181

42 1 213171 6171; 61 ! 2131

42 2 21211

42 3 31141

42 4 6171

44 1 243

44 2 216111

44 3 22221

44 4 41111

Page 7: OrthogonalArray Lists Warren F. Kuhfeld SAS

Runs Count Design Lineage

45 1 31051 39151; 151 ! 3151

45 2 39151

45 3 5191

46 1 21231

48 1 247 412121; 121 ! 211; 41 ! 23

48 2 24441 412121; 121 ! 211; 41 ! 23

48 3 24142 412121; 121 ! 211; 41 ! 23

48 4 24031 412121; 121 ! 2431; 41 ! 23

48 5 24081

48 6 23843 412121; 121 ! 211; 41 ! 23

48 7 23861 412121; 121 ! 2261; 41 ! 23

48 8 2373141 412121; 121 ! 2431; 41 ! 23

48 9 236121 412121; 41 ! 23

48 10 23544 412121; 121 ! 211; 41 ! 23

48 11 2354161 412121; 121 ! 2261; 41 ! 23

48 12 2343142 412121; 121 ! 2431; 41 ! 23

48 13 2333181

48 14 23341121 412121; 41 ! 23

48 15 23245 412121; 121 ! 211; 41 ! 23

48 16 2324261 412121; 121 ! 2261; 41 ! 23

48 17 2313143 412121; 121 ! 2431; 41 ! 23

48 18 2316181

48 19 23042121 412121; 41 ! 23

48 20 22946 412121; 121 ! 211; 41 ! 23

48 21 2294361 412121; 121 ! 2261; 41 ! 23

48 22 2283144 412121; 121 ! 2431; 41 ! 23

48 23 22743121 412121; 41 ! 23

48 24 22647 412121; 121 ! 211; 41 ! 23

48 25 2264461 412121; 121 ! 2261; 41 ! 23

48 26 2253145 412121; 121 ! 2431; 41 ! 23

48 27 22444121 412121; 41 ! 23

48 28 224241

48 29 22348 412121; 121 ! 211; 41 ! 23

48 30 2234561 412121; 121 ! 2261; 41 ! 23

48 31 2223146 412121; 121 ! 2431; 41 ! 23

48 32 22145121 412121; 41 ! 23

48 33 22049 412121; 121 ! 211; 41 ! 23

48 34 2204661 412121; 121 ! 2261; 41 ! 23

48 35 2193147 412121; 121 ! 2431; 41 ! 23

48 36 21846121 412121; 41 ! 23

48 37 217410 412121; 121 ! 211; 41 ! 23

48 38 2174761 412121; 121 ! 2261; 41 ! 23

48 39 2163148 412121; 121 ! 2431; 41 ! 23

48 40 21547121 412121; 41 ! 23

48 41 214411 412121; 121 ! 211; 41 ! 23

48 42 2144861 412121; 121 ! 2261; 41 ! 23

Page 8: OrthogonalArray Lists Warren F. Kuhfeld SAS

Runs Count Design Lineage

48 43 2133149 412121; 121 ! 2431; 41 ! 23

48 44 21248121 412121; 41 ! 23

48 45 211412 412121; 121 ! 211

48 46 2114961 412121; 121 ! 2261; 41 ! 23

48 47 21031410 412121; 121 ! 2431; 41 ! 23

48 48 2949121 412121; 41 ! 23

48 49 2841061 412121; 121 ! 2261; 41 ! 23

48 50 2731411 412121; 121 ! 2431; 41 ! 23

48 51 26410121 412121; 41 ! 23

48 52 2541161 412121; 121 ! 2261; 41 ! 23

48 53 2431412 412121; 121 ! 2431

48 54 23411121 412121; 41 ! 23

48 55 2241261 412121; 121 ! 2261

48 56 31413 412121; 121 ! 3141

48 57 31161

48 58 412121

49 1 78

50 1 21511 510101; 101 ! 2151

50 2 21251

50 3 510101

51 1 31171

52 1 251

52 2 217131

52 3 22261

52 4 41131

54 1 21325 3206191; 91 ! 34; 61 ! 2131

54 2 2132191 3206191; 61 ! 2131

54 3 21271

54 4 32461 3206191; 91 ! 34

54 5 3206191

54 6 318181

55 1 51111

56 1 255 25241; 41 ! 23

56 2 25241

56 3 24071 2374171; 41 ! 23

56 4 2374171

56 5 230141 22741141; 41 ! 23

56 6 228281

56 7 22741141

56 8 7181

57 1 31191

Page 9: OrthogonalArray Lists Warren F. Kuhfeld SAS

Runs Count Design Lineage

58 1 21291

60 1 259

60 2 23031

60 3 22461

60 4 22351

60 5 221101

60 6 2183151 218151; 151 ! 3151

60 7 218151

60 8 21631101 21561101; 61 ! 2131

60 9 2165161 21561101; 101 ! 2151

60 10 21561101

60 11 22301

60 12 314151 41151; 151 ! 3151

60 13 31201

60 14 41151

60 15 51121

62 1 21311

63 1 31371 312211; 211 ! 3171

63 2 312211

63 3 7191

64 1 263 416161; 161 ! 45; 41 ! 23

64 2 26041 416161; 161 ! 45; 41 ! 23

64 3 25742 416161; 161 ! 45; 41 ! 23

64 4 25681 2541781; 41 ! 23

64 5 25443 416161; 161 ! 45; 41 ! 23

64 6 2534181 2541781; 41 ! 23

64 7 25144 416161; 161 ! 45; 41 ! 23

64 8 2504281 2541781; 41 ! 23

64 9 24982 41483; 81 ! 2441; 41 ! 23

64 10 24845 416161; 161 ! 45; 41 ! 23

64 11 248161 416161; 41 ! 23

64 12 2474381 2541781; 41 ! 23

64 13 2464182 41483; 81 ! 2441; 41 ! 23

64 14 24546 416161; 161 ! 45; 41 ! 23

64 15 24541161 416161; 41 ! 23

64 16 2444481 2541781; 41 ! 23

64 17 2434282 41483; 81 ! 2441; 41 ! 23

64 18 24247 416161; 161 ! 45; 41 ! 23

64 19 24242161 416161; 41 ! 23

64 20 24283 41483; 41 ! 23

64 21 2414581 2541781; 41 ! 23

64 22 2404382 41483; 81 ! 2441; 41 ! 23

64 23 23948 416161; 161 ! 45; 41 ! 23

64 24 23943161 416161; 41 ! 23

Page 10: OrthogonalArray Lists Warren F. Kuhfeld SAS

Runs Count Design Lineage

64 25 2394183 41483; 41 ! 23

64 26 2384681 2541781; 41 ! 23

64 27 2374482 41483; 81 ! 2441; 41 ! 23

64 28 23649 416161; 161 ! 45; 41 ! 23

64 29 23644161 416161; 41 ! 23

64 30 2364283 41483; 41 ! 23

64 31 2354781 2541781; 41 ! 23

64 32 23584 2541084; 41 ! 23

64 33 2344582 41483; 81 ! 2441; 41 ! 23

64 34 233410 416161; 161 ! 45; 41 ! 23

64 35 23345161 416161; 41 ! 23

64 36 2334383 41483; 41 ! 23

64 37 2324881 2541781; 41 ! 23

64 38 2324184 2541084; 41 ! 23

64 39 232321

64 40 2314682 41483; 81 ! 2441; 41 ! 23

64 41 230411 416161; 161 ! 45; 41 ! 23

64 42 23046161 416161; 41 ! 23

64 43 2304483 41483; 41 ! 23

64 44 2294981 2541781; 41 ! 23

64 45 2294284 2541084; 41 ! 23

64 46 2284782 41483; 81 ! 2441; 41 ! 23

64 47 22885 4786; 81 ! 2441; 41 ! 23

64 48 227412 416161; 161 ! 45; 41 ! 23

64 49 22747161 416161; 41 ! 23

64 50 2274583 41483; 41 ! 23

64 51 22641081 2541781; 41 ! 23

64 52 2264384 2541084; 41 ! 23

64 53 2254882 41483; 81 ! 2441; 41 ! 23

64 54 2254185 4786; 81 ! 2441; 41 ! 23

64 55 224413 416161; 161 ! 45; 41 ! 23

64 56 22448161 416161; 41 ! 23

64 57 2244683 41483; 41 ! 23

64 58 22341181 2541781; 41 ! 23

64 59 2234484 2541084; 41 ! 23

64 60 2224982 41483; 81 ! 2441; 41 ! 23

64 61 2224285 4786; 81 ! 2441; 41 ! 23

64 62 221414 416161; 161 ! 45; 41 ! 23

64 63 22149161 416161; 41 ! 23

64 64 2214783 41483; 41 ! 23

64 65 22186 4786; 41 ! 23

64 66 22041281 2541781; 41 ! 23

64 67 2204584 2541084; 41 ! 23

64 68 21941082 41483; 81 ! 2441; 41 ! 23

64 69 2194385 4786; 81 ! 2441; 41 ! 23

64 70 218415 416161; 161 ! 45; 41 ! 23

64 71 218410161 416161; 41 ! 23

64 72 2184883 41483; 41 ! 23

Page 11: OrthogonalArray Lists Warren F. Kuhfeld SAS

Runs Count Design Lineage

64 73 2184186 4786; 41 ! 23

64 74 21741381 2541781; 41 ! 23

64 75 2174684 2541084; 41 ! 23

64 76 21641182 41483; 81 ! 2441; 41 ! 23

64 77 2164485 4786; 81 ! 2441; 41 ! 23

64 78 215416 416161; 161 ! 45; 41 ! 23

64 79 215411161 416161; 41 ! 23

64 80 2154983 41483; 41 ! 23

64 81 2154286 4786; 41 ! 23

64 82 21441481 2541781; 41 ! 23

64 83 2144784 2541084; 41 ! 23

64 84 21487 89; 81 ! 2441; 41 ! 23

64 85 21341282 41483; 81 ! 2441; 41 ! 23

64 86 2134585 4786; 81 ! 2441; 41 ! 23

64 87 212417 416161; 161 ! 45; 41 ! 23

64 88 212412161 416161; 41 ! 23

64 89 21241083 41483; 41 ! 23

64 90 2124386 4786; 41 ! 23

64 91 21141581 2541781; 41 ! 23

64 92 2114884 2541084; 41 ! 23

64 93 2114187 89; 81 ! 2441; 41 ! 23

64 94 21041382 41483; 81 ! 2441; 41 ! 23

64 95 2104685 4786; 81 ! 2441; 41 ! 23

64 96 29418 416161; 161 ! 45; 41 ! 23

64 97 29413161 416161; 41 ! 23

64 98 2941183 41483; 41 ! 23

64 99 294486 4786; 41 ! 23

64 100 2841681 2541781; 41 ! 23

64 101 284984 2541084; 41 ! 23

64 102 284287 89; 81 ! 2441

64 103 2741482 41483; 81 ! 2441; 41 ! 23

64 104 274785 4786; 81 ! 2441; 41 ! 23

64 105 2788 89; 81 ! 2441; 41 ! 23

64 106 26419 416161; 161 ! 45; 41 ! 23

64 107 26414161 416161; 41 ! 23

64 108 2641283 41483; 41 ! 23

64 109 264586 4786; 41 ! 23

64 110 2541781

64 111 2541084

64 112 2441582 41483; 81 ! 2441

64 113 244885 4786; 81 ! 2441

64 114 244188 89; 81 ! 2441

64 115 23420 416161; 161 ! 45; 41 ! 23

64 116 23415161 416161; 41 ! 23

64 117 2341383 41483; 41 ! 23

64 118 234686 4786; 41 ! 23

64 119 421 416161; 161 ! 45

64 120 416161

Page 12: OrthogonalArray Lists Warren F. Kuhfeld SAS

Runs Count Design Lineage

64 121 41483

64 122 4786

64 123 89

65 1 51131

66 1 2131111 21331; 331 ! 31111

66 2 21331

66 3 31221

66 4 61111

68 1 267

68 2 219171

68 3 22341

68 4 41171

69 1 31231

70 1 215171 21351; 351 ! 5171

70 2 21351

70 3 51141

70 4 71101

72 1 271 26841; 41 ! 23

72 2 26841

72 3 26331 2603141; 41 ! 23

72 4 2603141

72 5 25632 2533241; 41 ! 23

72 6 2543161 251314161; 41 ! 23

72 7 2533241

72 8 25234 2494191; 91 ! 34; 41 ! 23

72 9 25291 2494191; 41 ! 23

72 10 251314161

72 11 2493441 2494191; 91 ! 34

72 12 2493261 246324161; 41 ! 23

72 13 2494191

72 14 24962 2464162; 41 ! 23

72 15 247312 24431241; 41 ! 23

72 16 2463861 243384161; 41 ! 23

72 17 246324161

72 18 2463162 243314162; 41 ! 23

72 19 2464162

72 20 2453462 242344162; 41 ! 23

72 21 24431241

72 22 24463 2414163; 41 ! 23

72 23 243384161

72 24 243314162

72 25 242344162

Page 13: OrthogonalArray Lists Warren F. Kuhfeld SAS

Runs Count Design Lineage

72 26 2414163

72 27 240313 23731341; 41 ! 23

72 28 2403163 237314163; 41 ! 23

72 29 2393961 236394161; 41 ! 23

72 30 2393263 236324163; 41 ! 23

72 31 23831261 2353124161; 41 ! 23

72 32 2383562 235354162; 41 ! 23

72 33 238181 23541181; 41 ! 23

72 34 23731341

72 35 2373862 234384162; 41 ! 23

72 36 2373363 234334163; 41 ! 23

72 37 237314163

72 38 236312121 236361; 361 ! 312121

72 39 236394161

72 40 2363763 236361; 361 ! 3763

72 41 236324163

72 42 236361

72 43 2353124161

72 44 235354162

72 45 23541181

72 46 234384162

72 47 234334163

72 48 23164

72 49 2303164

72 50 22931162 22731161121; 121 ! 2261

72 51 2283264

72 52 22731161121

72 53 2273664

72 54 223324 324241; 241 ! 22041; 41 ! 23

72 55 22232061 2193204161; 41 ! 23

72 56 22131662 2183164162; 41 ! 23

72 57 22032441 324241; 241 ! 22041

72 58 22031263 2173124163; 41 ! 23

72 59 2193204161

72 60 2193864 215374165; 61 ! 2131; 41 ! 23

72 61 2183164162

72 62 2183765 215374165; 41 ! 23

72 63 2173124163

72 64 2173366 214334166; 41 ! 23

72 65 216325 324241; 241 ! 2133141; 41 ! 23

72 66 216384164 215374165; 61 ! 2131

72 67 21532161 2123214161; 41 ! 23

72 68 215374165

72 69 21432461 324241; 241 ! 2114161; 41 ! 23

72 70 21431762 2113174162; 41 ! 23

72 71 214334166

72 72 21332541 324241; 241 ! 2133141

72 73 21332062 2103204162; 41 ! 23

Page 14: OrthogonalArray Lists Warren F. Kuhfeld SAS

Runs Count Design Lineage

72 74 21331363 2103134163; 41 ! 23

72 75 212324121 324241; 241 ! 212121

72 76 2123214161

72 77 21231663 293164163; 41 ! 23

72 78 2123964 28384165; 61 ! 2131; 41 ! 23

72 79 2113244161 324241; 241 ! 2114161

72 80 21132061121

72 81 2113174162

72 82 21131264 283124164; 41 ! 23

72 83 2113865 28384165; 41 ! 23

72 84 2103204162

72 85 21031662121

72 86 2103134163

72 87 2103466 27344166; 41 ! 23

72 88 293164163

72 89 2931263121

72 90 29394164 28384165; 61 ! 2131

72 91 293766 26374166; 41 ! 23

72 92 283124164

72 93 28384165

72 94 283864121 273765121; 61 ! 2131

72 95 283367 25334167; 41 ! 23

72 96 273765121

72 97 27344166

72 98 26374166

72 99 263366121

72 100 25334167

72 101 32581 324241; 241 ! 3181

72 102 324241

72 103 8191

74 1 21371

75 1 3159 58151; 151 ! 3151

75 2 31251

75 3 58151

76 1 275

76 2 220191

76 3 22381

76 4 41191

77 1 71111

78 1 2131131 21391; 391 ! 31131

78 2 21391

78 3 31261

78 4 61131

Page 15: OrthogonalArray Lists Warren F. Kuhfeld SAS

Runs Count Design Lineage

80 1 279 25143201; 201 ! 219; 41 ! 23

80 2 27641 25143201; 201 ! 219; 41 ! 23

80 3 27342 25143201; 201 ! 219; 41 ! 23

80 4 27281

80 5 27043 25143201; 201 ! 219

80 6 26851 25143201; 201 ! 2851; 41 ! 23

80 7 2654151 25143201; 201 ! 2851; 41 ! 23

80 8 2624251 25143201; 201 ! 2851; 41 ! 23

80 9 262101 25143201; 201 ! 22101; 41 ! 23

80 10 2615181

80 11 260201 25143201; 41 ! 23

80 12 2594351 25143201; 201 ! 2851

80 13 25941101 25143201; 201 ! 22101; 41 ! 23

80 14 25741201 25143201; 41 ! 23

80 15 25642101 25143201; 201 ! 22101; 41 ! 23

80 16 25581101

80 17 25442201 25143201; 41 ! 23

80 18 25343101 25143201; 201 ! 22101

80 19 2514451 25143201; 201 ! 4151

80 20 25143201

80 21 240401

80 22 23445 410201; 201 ! 219; 41 ! 23

80 23 23146 410201; 201 ! 219; 41 ! 23

80 24 22847 410201; 201 ! 219; 41 ! 23

80 25 22548 410201; 201 ! 219; 41 ! 23

80 26 2234551 410201; 201 ! 2851; 41 ! 23

80 27 22249 410201; 201 ! 219; 41 ! 23

80 28 2204651 410201; 201 ! 2851; 41 ! 23

80 29 22044101 410201; 201 ! 22101; 41 ! 23

80 30 219410 410201; 201 ! 219

80 31 21844201 410201; 41 ! 23

80 32 2174751 410201; 201 ! 2851; 41 ! 23

80 33 21745101 410201; 201 ! 22101; 41 ! 23

80 34 21545201 410201; 41 ! 23

80 35 2144851 410201; 201 ! 2851; 41 ! 23

80 36 21446101 410201; 201 ! 22101; 41 ! 23

80 37 21246201 410201; 41 ! 23

80 38 2114951 410201; 201 ! 2851; 41 ! 23

80 39 21147101 410201; 201 ! 22101; 41 ! 23

80 40 2947201 410201; 41 ! 23

80 41 2841051 410201; 201 ! 2851

80 42 2848101 410201; 201 ! 22101; 41 ! 23

80 43 2648201 410201; 41 ! 23

80 44 2549101 410201; 201 ! 22101; 41 ! 23

80 45 2349201 410201; 41 ! 23

80 46 22410101 410201; 201 ! 22101

80 47 41151 410201; 201 ! 4151

80 48 410201

Page 16: OrthogonalArray Lists Warren F. Kuhfeld SAS

Runs Count Design Lineage

80 49 51161

81 1 340 327271; 271 ! 3991; 91 ! 34

81 2 33691 327271; 271 ! 3991

81 3 33292 910; 91 ! 34

81 4 32893 910; 91 ! 34

81 5 327271

81 6 32494 910; 91 ! 34

81 7 32095 910; 91 ! 34

81 8 31696 910; 91 ! 34

81 9 31297 910; 91 ! 34

81 10 3898 910; 91 ! 34

81 11 3499 910; 91 ! 34

81 12 910

82 1 21411

84 1 283

84 2 23331

84 3 22871

84 4 22761

84 5 2233171 2226171; 61 ! 2131

84 6 2226171

84 7 221211

84 8 22031141

84 9 21461141

84 10 22421

84 11 314171 31281; 281 ! 4171

84 12 31281

84 13 41211

84 14 71121

85 1 51171

86 1 21431

87 1 31291

88 1 287 28441; 41 ! 23

88 2 28441

88 3 260111 25741111; 41 ! 23

88 4 25741111

88 5 246221 24341221; 41 ! 23

88 6 244441

88 7 24341221

88 8 81111

Page 17: OrthogonalArray Lists Warren F. Kuhfeld SAS

Runs Count Design Lineage

90 1 2133151 330301; 301 ! 21151; 151 ! 3151

90 2 21330151 330301; 301 ! 21151

90 3 215191 21451; 451 ! 5191

90 4 21451

90 5 331101 330301; 301 ! 31101

90 6 3305161 330301; 301 ! 5161

90 7 330301

90 8 32661151

90 9 51181

90 10 91101

91 1 71131

92 1 291

92 2 222231

92 3 22461

92 4 41231

93 1 31311

94 1 21471

95 1 51191

96 1 295 226423; 41 ! 23

96 2 29241 226423; 41 ! 23

96 3 28942 226423; 41 ! 23

96 4 28831 21931423; 41 ! 23

96 5 28881 24341581; 41 ! 23

96 6 28643 226423; 41 ! 23

96 7 28661 21742361; 41 ! 23

96 8 2853141 21931423; 41 ! 23

96 9 2854181 24341581; 41 ! 23

96 10 284121 218422121; 41 ! 23

96 11 28344 226423; 41 ! 23

96 12 2834161 21742361; 41 ! 23

96 13 2823142 21931423; 41 ! 23

96 14 2824281 24341581; 41 ! 23

96 15 2813181 2393141481; 41 ! 23

96 16 28141121 218422121; 41 ! 23

96 17 28045 226423; 41 ! 23

96 18 2804261 21742361; 41 ! 23

96 19 280161

96 20 2793143 21931423; 41 ! 23

96 21 2794381 24341581; 41 ! 23

96 22 2796181 2434126181; 41 ! 23

96 23 278314181 2393141481; 41 ! 23

96 24 27842121 218422121; 41 ! 23

Page 18: OrthogonalArray Lists Warren F. Kuhfeld SAS

Runs Count Design Lineage

96 25 27746 226423; 41 ! 23

96 26 2774361 21742361; 41 ! 23

96 27 27781121 24441181121; 41 ! 23

96 28 2763144 21931423; 41 ! 23

96 29 2764481 24341581; 41 ! 23

96 30 276416181 2434126181; 41 ! 23

96 31 275314281 2393141481; 41 ! 23

96 32 27543121 218422121; 41 ! 23

96 33 27447 226423; 41 ! 23

96 34 2744461 21742361; 41 ! 23

96 35 2744181121 24441181121; 41 ! 23

96 36 2733145 21931423; 41 ! 23

96 37 27331161

96 38 2734581 24341581; 41 ! 23

96 39 273426181 2434126181; 41 ! 23

96 40 272314381 2393141481; 41 ! 23

96 41 27244121 218422121; 41 ! 23

96 42 272241 212420241; 41 ! 23

96 43 27148 226423; 41 ! 23

96 44 2714561 21742361; 41 ! 23

96 45 2714281121 24441181121; 41 ! 23

96 46 27161161

96 47 2703146 21931423; 41 ! 23

96 48 2704681 24341581; 41 ! 23

96 49 270436181 2434126181; 41 ! 23

96 50 269314481 2393141481; 41 ! 23

96 51 26945121 218422121; 41 ! 23

96 52 26941241 212420241; 41 ! 23

96 53 26849 226423; 41 ! 23

96 54 2684661 21742361; 41 ! 23

96 55 2684381121 24441181121; 41 ! 23

96 56 2673147 21931423; 41 ! 23

96 57 2674781 24341581; 41 ! 23

96 58 267446181 2434126181; 41 ! 23

96 59 266314581 2393141481; 41 ! 23

96 60 26646121 218422121; 41 ! 23

96 61 26642241 212420241; 41 ! 23

96 62 265410 226423; 41 ! 23

96 63 2654761 21742361; 41 ! 23

96 64 2654481121 24441181121; 41 ! 23

96 65 2643148 21931423; 41 ! 23

96 66 2644881 24341581; 41 ! 23

96 67 264456181 2434126181; 41 ! 23

96 68 263314681 2393141481; 41 ! 23

96 69 26347121 218422121; 41 ! 23

96 70 26343241 212420241; 41 ! 23

96 71 262411 226423; 41 ! 23

96 72 2624861 21742361; 41 ! 23

Page 19: OrthogonalArray Lists Warren F. Kuhfeld SAS

Runs Count Design Lineage

96 73 2624581121 24441181121; 41 ! 23

96 74 2613149 21931423; 41 ! 23

96 75 2614981 24341581; 41 ! 23

96 76 261466181 2434126181; 41 ! 23

96 77 260314781 2393141481; 41 ! 23

96 78 26048121 218422121; 41 ! 23

96 79 26044241 212420241; 41 ! 23

96 80 259412 226423; 41 ! 23

96 81 2594961 21742361; 41 ! 23

96 82 2594681121 24441181121; 41 ! 23

96 83 25831410 21931423; 41 ! 23

96 84 25841081 24341581; 41 ! 23

96 85 258476181 2434126181; 41 ! 23

96 86 257314881 2393141481; 41 ! 23

96 87 25749121 218422121; 41 ! 23

96 88 25745241 212420241; 41 ! 23

96 89 256413 226423; 41 ! 23

96 90 25641061 21742361; 41 ! 23

96 91 2564781121 24441181121; 41 ! 23

96 92 25531411 21931423; 41 ! 23

96 93 25541181 24341581; 41 ! 23

96 94 255486181 2434126181; 41 ! 23

96 95 254314981 2393141481; 41 ! 23

96 96 254410121 218422121; 41 ! 23

96 97 25446241 212420241; 41 ! 23

96 98 253414 226423; 41 ! 23

96 99 25341161 21742361; 41 ! 23

96 100 2534881121 24441181121; 41 ! 23

96 101 25231412 21931423; 41 ! 23

96 102 25241281 24341581; 41 ! 23

96 103 252496181 2434126181; 41 ! 23

96 104 2513141081 2393141481; 41 ! 23

96 105 251411121 218422121; 41 ! 23

96 106 25147241 212420241; 41 ! 23

96 107 250415 226423; 41 ! 23

96 108 25041261 21742361; 41 ! 23

96 109 2504981121 24441181121; 41 ! 23

96 110 24931413 21931423; 41 ! 23

96 111 24941381 24341581; 41 ! 23

96 112 2494106181 2434126181; 41 ! 23

96 113 2483141181 2393141481; 41 ! 23

96 114 248412121 218422121; 41 ! 23

96 115 24848241 212420241; 41 ! 23

96 116 248481

96 117 247416 226423; 41 ! 23

96 118 24741361 21742361; 41 ! 23

96 119 24741081121 24441181121; 41 ! 23

96 120 24631414 21931423; 41 ! 23

Page 20: OrthogonalArray Lists Warren F. Kuhfeld SAS

Runs Count Design Lineage

96 121 24641481 24341581; 41 ! 23

96 122 2464116181 2434126181; 41 ! 23

96 123 2453141281 2393141481; 41 ! 23

96 124 245413121 218422121; 41 ! 23

96 125 24549241 212420241; 41 ! 23

96 126 244417 226423; 41 ! 23

96 127 24441461 21742361; 41 ! 23

96 128 24441181121

96 129 24331415 21931423; 41 ! 23

96 130 24341581

96 131 2434126181

96 132 2423141381 2393141481; 41 ! 23

96 133 242414121 218422121; 41 ! 23

96 134 242410241 212420241; 41 ! 23

96 135 241418 226423; 41 ! 23

96 136 24141561 21742361; 41 ! 23

96 137 24031416 21931423; 41 ! 23

96 138 2393141481

96 139 239415121 218422121; 41 ! 23

96 140 239411241 212420241; 41 ! 23

96 141 238419 226423; 41 ! 23

96 142 23841661 21742361; 41 ! 23

96 143 23731417 21931423; 41 ! 23

96 144 236416121 218422121; 41 ! 23

96 145 236412241 212420241; 41 ! 23

96 146 235420 226423; 41 ! 23

96 147 23541761 21742361; 41 ! 23

96 148 23431418 21931423; 41 ! 23

96 149 233417121 218422121; 41 ! 23

96 150 233413241 212420241; 41 ! 23

96 151 232421 226423; 41 ! 23

96 152 23241861 21742361; 41 ! 23

96 153 23131419 21931423; 41 ! 23

96 154 230418121 218422121; 41 ! 23

96 155 230414241 212420241; 41 ! 23

96 156 229422 226423; 41 ! 23

96 157 22941961 21742361; 41 ! 23

96 158 22831420 21931423; 41 ! 23

96 159 2273141581 212420241; 241 ! 3181; 41 ! 23

96 160 227419121 218422121; 41 ! 23

96 161 227415241 212420241; 41 ! 23

96 162 226423

96 163 22642061 21742361; 41 ! 23

96 164 22531421 21931423; 41 ! 23

96 165 2243141681 212420241; 241 ! 3181; 41 ! 23

96 166 224420121 218422121; 41 ! 23

96 167 224416241 212420241; 41 ! 23

96 168 22342161 21742361; 41 ! 23

Page 21: OrthogonalArray Lists Warren F. Kuhfeld SAS

Runs Count Design Lineage

96 169 22231422 21931423; 41 ! 23

96 170 2213141781 212420241; 241 ! 3181; 41 ! 23

96 171 221421121 218422121; 41 ! 23

96 172 221417241 212420241; 41 ! 23

96 173 22042261 21742361; 41 ! 23

96 174 21931423

96 175 2183141881 212420241; 241 ! 3181; 41 ! 23

96 176 218422121

96 177 218418241 212420241; 41 ! 23

96 178 21742361

96 179 2153141981 212420241; 241 ! 3181; 41 ! 23

96 180 215419241 212420241; 41 ! 23

96 181 2123142081 212420241; 241 ! 3181

96 182 212420241

96 183 31321

98 1 21715 714141; 141 ! 2171

98 2 21491

98 3 714141

99 1 314111 313331; 331 ! 31111

99 2 313331

99 3 91111

100 1 299

100 2 25153

100 3 24054

100 4 23453101

100 5 22955

100 6 22356 223251; 251 ! 56

100 7 223251

100 8 219520 520201; 201 ! 219

100 9 21859101

100 10 21754102 21653103; 101 ! 2151

100 11 21653103

100 12 28521 520201; 201 ! 2851

100 13 27510101

100 14 2655102 2554103; 101 ! 2151

100 15 2554103

100 16 24104

100 17 22520101 520201; 201 ! 22101

100 18 22501

100 19 2159102 58103; 101 ! 2151

100 20 41521 520201; 201 ! 4151

100 21 41251

100 22 520201

100 23 58103

Page 22: OrthogonalArray Lists Warren F. Kuhfeld SAS

Runs Count Design Lineage

102 1 2131171 21511; 511 ! 31171

102 2 21511

102 3 31341

102 4 61171

104 1 2103 210041; 41 ! 23

104 2 210041

104 3 269131 26641131; 41 ! 23

104 4 26641131

104 5 254261 25141261; 41 ! 23

104 6 252521

104 7 25141261

104 8 81131

105 1 315171 31351; 351 ! 5171

105 2 31351

105 3 51211

105 4 71151

106 1 21531

108 1 2107

108 2 24131 24061; 61 ! 2131

108 3 24061

108 4 235336 336361; 361 ! 235

108 5 23432961

108 6 227337 336361; 361 ! 22731

108 7 22733391

108 8 224271

108 9 2213162

108 10 221181

108 11 220338 336361; 361 ! 22032

108 12 22033491

108 13 21833761 336361; 361 ! 2183161

108 14 2183336191

108 15 218331181

108 16 21732962

108 17 216340 336361; 361 ! 21691; 91 ! 34

108 18 21633691 336361; 361 ! 21691

108 19 21561181

108 20 21333861 336361; 361 ! 2133261

108 21 21333662 336361; 361 ! 21362

108 22 21333061181

108 23 21363

108 24 21232963

108 25 211348 34491121; 121 ! 211; 91 ! 34

108 26 21134491 34491121; 121 ! 211

108 27 2113346191 2103336291; 61 ! 2131

Page 23: OrthogonalArray Lists Warren F. Kuhfeld SAS

Runs Count Design Lineage

108 28 211332181 21033161181; 61 ! 2131

108 29 21034461 336361; 361 ! 2103861

108 30 2103406191

108 31 21033762 336361; 361 ! 2103162

108 32 210335181 2933461181; 61 ! 2131

108 33 2103336291

108 34 21033161181

108 35 2934062 336361; 361 ! 293462

108 36 293366291

108 37 2933461181

108 38 2833663 336361; 361 ! 2863

108 39 2833062181

108 40 2732064 2331668; 61 ! 2131

108 41 2631965 2331668; 61 ! 2131

108 42 2531866 2331668; 61 ! 2131

108 43 24349 34491121; 121 ! 2431; 91 ! 34

108 44 2434591 34491121; 121 ! 2431

108 45 2433763 336361; 361 ! 243163

108 46 243336391

108 47 2433162181

108 48 2431767 2331668; 61 ! 2131

108 49 2334561 336361; 361 ! 233961

108 50 233416191

108 51 23339181

108 52 2333863 336361; 361 ! 233263

108 53 233346391

108 54 2333262181

108 55 2331668

108 56 2234861 34491121; 121 ! 2261; 91 ! 34

108 57 223446191 34491121; 121 ! 2261

108 58 22342181

108 59 2234162 336361; 361 ! 223562

108 60 223376291

108 61 2233561181

108 62 223669 34611; 61 ! 2131

108 63 22541

108 64 2134462 336361; 361 ! 3763; 61 ! 2131

108 65 213406291 3396391; 61 ! 2131

108 66 2133963 336361; 361 ! 213363

108 67 2133861181 33762181; 61 ! 2131

108 68 213356391

108 69 2133362181

108 70 2135610 34611; 61 ! 2131

108 71 34941 34491121; 121 ! 3141; 91 ! 34

108 72 348121 34491121; 91 ! 34

108 73 3454191 34491121; 121 ! 3141

108 74 34491121

108 75 34363 336361; 361 ! 3763

Page 24: OrthogonalArray Lists Warren F. Kuhfeld SAS

Runs Count Design Lineage

108 76 3396391

108 77 33762181

108 78 336361

108 79 34611

108 80 41271

110 1 2151111 21551; 551 ! 51111

110 2 21551

110 3 51221

110 4 101111

111 1 31371

112 1 2111 27543281; 281 ! 227; 41 ! 23

112 2 210841 27543281; 281 ! 227; 41 ! 23

112 3 210542 27543281; 281 ! 227; 41 ! 23

112 4 210481

112 5 210243 27543281; 281 ! 227

112 6 29671 27543281; 281 ! 21271; 41 ! 23

112 7 2934171 27543281; 281 ! 21271; 41 ! 23

112 8 2904271 27543281; 281 ! 21271; 41 ! 23

112 9 2897181

112 10 2874371 27543281; 281 ! 21271

112 11 286141 27543281; 281 ! 22141; 41 ! 23

112 12 284281 27543281; 41 ! 23

112 13 28341141 27543281; 281 ! 22141; 41 ! 23

112 14 28141281 27543281; 41 ! 23

112 15 28042141 27543281; 281 ! 22141; 41 ! 23

112 16 27981141

112 17 27842281 27543281; 41 ! 23

112 18 27743141 27543281; 281 ! 22141

112 19 2754471 27543281; 281 ! 4171

112 20 27543281

112 21 256561

112 22 24845 412281; 281 ! 227; 41 ! 23

112 23 24546 412281; 281 ! 227; 41 ! 23

112 24 24247 412281; 281 ! 227; 41 ! 23

112 25 23948 412281; 281 ! 227; 41 ! 23

112 26 23649 412281; 281 ! 227; 41 ! 23

112 27 233410 412281; 281 ! 227; 41 ! 23

112 28 2334571 412281; 281 ! 21271; 41 ! 23

112 29 230411 412281; 281 ! 227; 41 ! 23

112 30 2304671 412281; 281 ! 21271; 41 ! 23

112 31 227412 412281; 281 ! 227

112 32 2274771 412281; 281 ! 21271; 41 ! 23

112 33 22644141 412281; 281 ! 22141; 41 ! 23

112 34 2244871 412281; 281 ! 21271; 41 ! 23

112 35 22444281 412281; 41 ! 23

Page 25: OrthogonalArray Lists Warren F. Kuhfeld SAS

Runs Count Design Lineage

112 36 22345141 412281; 281 ! 22141; 41 ! 23

112 37 2214971 412281; 281 ! 21271; 41 ! 23

112 38 22145281 412281; 41 ! 23

112 39 22046141 412281; 281 ! 22141; 41 ! 23

112 40 21841071 412281; 281 ! 21271; 41 ! 23

112 41 21846281 412281; 41 ! 23

112 42 21747141 412281; 281 ! 22141; 41 ! 23

112 43 21541171 412281; 281 ! 21271; 41 ! 23

112 44 21547281 412281; 41 ! 23

112 45 21448141 412281; 281 ! 22141; 41 ! 23

112 46 21241271 412281; 281 ! 21271

112 47 21248281 412281; 41 ! 23

112 48 21149141 412281; 281 ! 22141; 41 ! 23

112 49 2949281 412281; 41 ! 23

112 50 28410141 412281; 281 ! 22141; 41 ! 23

112 51 26410281 412281; 41 ! 23

112 52 25411141 412281; 281 ! 22141; 41 ! 23

112 53 23411281 412281; 41 ! 23

112 54 22412141 412281; 281 ! 22141

112 55 41371 412281; 281 ! 4171

112 56 412281

112 57 71161

114 1 2131191 21571; 571 ! 31191

114 2 21571

114 3 31381

114 4 61191

115 1 51231

116 1 2115

116 2 224291

116 3 22581

116 4 41291

117 1 314131 313391; 391 ! 31131

117 2 313391

117 3 91131

118 1 21591

119 1 71171

120 1 2119 211641; 41 ! 23

120 2 211641

120 3 29031 2873141; 41 ! 23

120 4 2873141

120 5 28461 260601; 601 ! 22461

Page 26: OrthogonalArray Lists Warren F. Kuhfeld SAS

Runs Count Design Lineage

120 6 28351 260601; 601 ! 22351

120 7 281101 260601; 601 ! 221101

120 8 2794151

120 9 2783151 27541151; 151 ! 3151; 41 ! 23

120 10 278151 27541151; 41 ! 23

120 11 27631101 260601; 601 ! 21561101; 61 ! 2131

120 12 2765161 260601; 601 ! 21561101; 101 ! 2151

120 13 275314151 27541151; 151 ! 3151

120 14 2754161

120 15 27541101

120 16 27541151

120 17 27561101 260601; 601 ! 21561101

120 18 2703141101

120 19 270415161

120 20 2684161101

120 21 262301 25941301; 41 ! 23

120 22 26031201 260601; 601 ! 31201

120 23 26051121 260601; 601 ! 51121

120 24 260601

120 25 25941301

120 26 23061201

120 27 228101121

120 28 315181 31401; 401 ! 5181

120 29 31401

120 30 51241

120 31 81151

121 1 1112

122 1 21611

123 1 31411

124 1 2123

124 2 224311

124 3 22621

124 4 41311

125 1 531 525251; 251 ! 56

125 2 525251

126 1 2132471 324141; 141 ! 2171

126 2 21321211 32061211; 61 ! 2131

126 3 217191 21631; 631 ! 7191

126 4 21631

126 5 324141

126 6 3236171

126 7 321421

Page 27: OrthogonalArray Lists Warren F. Kuhfeld SAS

Runs Count Design Lineage

126 8 32061211

126 9 71181

126 10 91141

128 1 2127 24436161; 161 ! 45; 41 ! 23

128 2 212441 24436161; 161 ! 45; 41 ! 23

128 3 212142 24436161; 161 ! 45; 41 ! 23

128 4 212081 432321; 321 ! 4881; 41 ! 23

128 5 211843 24436161; 161 ! 45; 41 ! 23

128 6 21174181 432321; 321 ! 4881; 41 ! 23

128 7 211544 24436161; 161 ! 45; 41 ! 23

128 8 21144281 432321; 321 ! 4881; 41 ! 23

128 9 211382 2543182161; 161 ! 45; 41 ! 23

128 10 211245 24436161; 161 ! 45; 41 ! 23

128 11 2112161 24436161; 41 ! 23

128 12 21114381 432321; 321 ! 4881; 41 ! 23

128 13 21104182 2543182161; 161 ! 45; 41 ! 23

128 14 210946 24436161; 161 ! 45; 41 ! 23

128 15 210941161 24436161; 41 ! 23

128 16 21084481 432321; 321 ! 4881; 41 ! 23

128 17 21074282 2543182161; 161 ! 45; 41 ! 23

128 18 210647 24436161; 161 ! 45; 41 ! 23

128 19 210642161 24436161; 41 ! 23

128 20 210683 2442983161; 161 ! 45; 41 ! 23

128 21 21054581 432321; 321 ! 4881; 41 ! 23

128 22 210581161 2643381161; 41 ! 23

128 23 21044382 2543182161; 161 ! 45; 41 ! 23

128 24 210348 24436161; 161 ! 45; 41 ! 23

128 25 210343161 24436161; 41 ! 23

128 26 21034183 2442983161; 161 ! 45; 41 ! 23

128 27 21024681 432321; 321 ! 4881; 41 ! 23

128 28 21024181161 2643381161; 41 ! 23

128 29 21014482 2543182161; 161 ! 45; 41 ! 23

128 30 210049 24436161; 161 ! 45; 41 ! 23

128 31 210044161 24436161; 41 ! 23

128 32 21004283 2442983161; 161 ! 45; 41 ! 23

128 33 2994781 432321; 321 ! 4881; 41 ! 23

128 34 2994281161 2643381161; 41 ! 23

128 35 29984 2642684161; 161 ! 45; 41 ! 23

128 36 2984582 2543182161; 161 ! 45; 41 ! 23

128 37 29882161 2543182161; 41 ! 23

128 38 297410 24436161; 161 ! 45; 41 ! 23

128 39 29745161 24436161; 41 ! 23

128 40 2974383 2442983161; 161 ! 45; 41 ! 23

128 41 2964881 432321; 321 ! 4881; 41 ! 23

128 42 2964381161 2643381161; 41 ! 23

128 43 2964184 2642684161; 161 ! 45; 41 ! 23

128 44 296321 432321; 41 ! 23

Page 28: OrthogonalArray Lists Warren F. Kuhfeld SAS

Runs Count Design Lineage

128 45 2954682 2543182161; 161 ! 45; 41 ! 23

128 46 2954182161 2543182161; 41 ! 23

128 47 294411 24436161; 161 ! 45; 41 ! 23

128 48 29446161 24436161; 41 ! 23

128 49 2944483 2442983161; 161 ! 45; 41 ! 23

128 50 2934981 432321; 321 ! 4881; 41 ! 23

128 51 2934481161 2643381161; 41 ! 23

128 52 2934284 2642684161; 161 ! 45; 41 ! 23

128 53 29341321 432321; 41 ! 23

128 54 2924782 2543182161; 161 ! 45; 41 ! 23

128 55 2924282161 2543182161; 41 ! 23

128 56 29285 2542485161; 161 ! 45; 41 ! 23

128 57 291412 24436161; 161 ! 45; 41 ! 23

128 58 29147161 24436161; 41 ! 23

128 59 2914583 2442983161; 161 ! 45; 41 ! 23

128 60 29183161 2442983161; 41 ! 23

128 61 29041081 432321; 321 ! 4881; 41 ! 23

128 62 2904581161 2643381161; 41 ! 23

128 63 2904384 2642684161; 161 ! 45; 41 ! 23

128 64 29042321 432321; 41 ! 23

128 65 2894882 2543182161; 161 ! 45; 41 ! 23

128 66 2894382161 2543182161; 41 ! 23

128 67 2894185 2542485161; 161 ! 45; 41 ! 23

128 68 288413 24436161; 161 ! 45; 41 ! 23

128 69 28848161 24436161; 41 ! 23

128 70 2884683 2442983161; 161 ! 45; 41 ! 23

128 71 2884183161 2442983161; 41 ! 23

128 72 28741181 432321; 321 ! 4881; 41 ! 23

128 73 2874681161 2643381161; 41 ! 23

128 74 2874484 2642684161; 161 ! 45; 41 ! 23

128 75 28743321 432321; 41 ! 23

128 76 2864982 2543182161; 161 ! 45; 41 ! 23

128 77 2864482161 2543182161; 41 ! 23

128 78 2864285 2542485161; 161 ! 45; 41 ! 23

128 79 285414 24436161; 161 ! 45; 41 ! 23

128 80 28549161 24436161; 41 ! 23

128 81 2854783 2442983161; 161 ! 45; 41 ! 23

128 82 2854283161 2442983161; 41 ! 23

128 83 28586 2442286161; 161 ! 45; 41 ! 23

128 84 28441281 432321; 321 ! 4881; 41 ! 23

128 85 2844781161 2643381161; 41 ! 23

128 86 2844584 2642684161; 161 ! 45; 41 ! 23

128 87 28444321 432321; 41 ! 23

128 88 28484161 2642684161; 41 ! 23

128 89 28341082 2543182161; 161 ! 45; 41 ! 23

128 90 2834582161 2543182161; 41 ! 23

128 91 2834385 2542485161; 161 ! 45; 41 ! 23

128 92 282415 24436161; 161 ! 45; 41 ! 23

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128 93 282410161 24436161; 41 ! 23

128 94 2824883 2442983161; 161 ! 45; 41 ! 23

128 95 2824383161 2442983161; 41 ! 23

128 96 2824186 2442286161; 161 ! 45; 41 ! 23

128 97 28141381 432321; 321 ! 4881; 41 ! 23

128 98 2814881161 2643381161; 41 ! 23

128 99 2814684 2642684161; 161 ! 45; 41 ! 23

128 100 28145321 432321; 41 ! 23

128 101 2814184161 2642684161; 41 ! 23

128 102 28041182 2543182161; 161 ! 45; 41 ! 23

128 103 2804682161 2543182161; 41 ! 23

128 104 2804485 2542485161; 161 ! 45; 41 ! 23

128 105 279416 24436161; 161 ! 45; 41 ! 23

128 106 279411161 24436161; 41 ! 23

128 107 2794983 2442983161; 161 ! 45; 41 ! 23

128 108 2794483161 2442983161; 41 ! 23

128 109 2794286 2442286161; 161 ! 45; 41 ! 23

128 110 27841481 432321; 321 ! 4881; 41 ! 23

128 111 2784981161 2643381161; 41 ! 23

128 112 2784784 2642684161; 161 ! 45; 41 ! 23

128 113 27846321 432321; 41 ! 23

128 114 2784284161 2642684161; 41 ! 23

128 115 27887 2342587; 41 ! 23

128 116 27741282 2543182161; 161 ! 45; 41 ! 23

128 117 2774782161 2543182161; 41 ! 23

128 118 2774585 2542485161; 161 ! 45; 41 ! 23

128 119 27785161 2542485161; 41 ! 23

128 120 276417 24436161; 161 ! 45; 41 ! 23

128 121 276412161 24436161; 41 ! 23

128 122 27641083 2442983161; 161 ! 45; 41 ! 23

128 123 2764583161 2442983161; 41 ! 23

128 124 2764386 2442286161; 161 ! 45; 41 ! 23

128 125 27541581 432321; 321 ! 4881; 41 ! 23

128 126 27541081161 2643381161; 41 ! 23

128 127 2754884 2642684161; 161 ! 45; 41 ! 23

128 128 27547321 432321; 41 ! 23

128 129 2754384161 2642684161; 41 ! 23

128 130 2754187 2342587; 41 ! 23

128 131 27441382 2543182161; 161 ! 45; 41 ! 23

128 132 2744882161 2543182161; 41 ! 23

128 133 2744685 2542485161; 161 ! 45; 41 ! 23

128 134 2744185161 2542485161; 41 ! 23

128 135 273418 24436161; 161 ! 45; 41 ! 23

128 136 273413161 24436161; 41 ! 23

128 137 27341183 2442983161; 161 ! 45; 41 ! 23

128 138 2734683161 2442983161; 41 ! 23

128 139 2734486 2442286161; 161 ! 45; 41 ! 23

128 140 27241681 432321; 321 ! 4881; 41 ! 23

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128 141 27241181161 2643381161; 41 ! 23

128 142 2724984 2642684161; 161 ! 45; 41 ! 23

128 143 27248321 432321; 41 ! 23

128 144 2724484161 2642684161; 41 ! 23

128 145 2724287 2342587; 41 ! 23

128 146 27141482 2543182161; 161 ! 45; 41 ! 23

128 147 2714982161 2543182161; 41 ! 23

128 148 2714785 2542485161; 161 ! 45; 41 ! 23

128 149 2714285161 2542485161; 41 ! 23

128 150 27188 2541788161; 161 ! 45; 41 ! 23

128 151 270419 24436161; 161 ! 45; 41 ! 23

128 152 270414161 24436161; 41 ! 23

128 153 27041283 2442983161; 161 ! 45; 41 ! 23

128 154 2704783161 2442983161; 41 ! 23

128 155 2704586 2442286161; 161 ! 45; 41 ! 23

128 156 27086161 2442286161; 41 ! 23

128 157 26941781 432321; 321 ! 4881; 41 ! 23

128 158 26941281161 2643381161; 41 ! 23

128 159 26941084 2642684161; 161 ! 45; 41 ! 23

128 160 26949321 432321; 41 ! 23

128 161 2694584161 2642684161; 41 ! 23

128 162 2694387 2342587; 41 ! 23

128 163 26841582 2543182161; 161 ! 45; 41 ! 23

128 164 26841082161 2543182161; 41 ! 23

128 165 2684885 2542485161; 161 ! 45; 41 ! 23

128 166 2684385161 2542485161; 41 ! 23

128 167 2684188 2541788161; 161 ! 45; 41 ! 23

128 168 267420 24436161; 161 ! 45; 41 ! 23

128 169 267415161 24436161; 41 ! 23

128 170 26741383 2442983161; 161 ! 45; 41 ! 23

128 171 2674883161 2442983161; 41 ! 23

128 172 2674686 2442286161; 161 ! 45; 41 ! 23

128 173 2674186161 2442286161; 41 ! 23

128 174 26641881 432321; 321 ! 4881; 41 ! 23

128 175 26641381161 2643381161; 41 ! 23

128 176 26641184 2642684161; 161 ! 45; 41 ! 23

128 177 266410321 432321; 41 ! 23

128 178 2664684161 2642684161; 41 ! 23

128 179 2664487 2342587; 41 ! 23

128 180 26541682 2543182161; 161 ! 45; 41 ! 23

128 181 26541182161 2543182161; 41 ! 23

128 182 2654985 2542485161; 161 ! 45; 41 ! 23

128 183 2654485161 2542485161; 41 ! 23

128 184 2654288 2541788161; 161 ! 45; 41 ! 23

128 185 264421 24436161; 161 ! 45; 41 ! 23

128 186 264416161 24436161; 41 ! 23

128 187 26441483 2442983161; 161 ! 45; 41 ! 23

128 188 2644983161 2442983161; 41 ! 23

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128 189 2644786 2442286161; 161 ! 45; 41 ! 23

128 190 2644286161 2442286161; 41 ! 23

128 191 26489 2441589161; 161 ! 45; 41 ! 23

128 192 264641

128 193 26341981 432321; 321 ! 4881; 41 ! 23

128 194 26341481161 2643381161; 41 ! 23

128 195 26341284 2642684161; 161 ! 45; 41 ! 23

128 196 263411321 432321; 41 ! 23

128 197 2634784161 2642684161; 41 ! 23

128 198 2634587 2342587; 41 ! 23

128 199 26387161 2641987161; 41 ! 23

128 200 26241782 2543182161; 161 ! 45; 41 ! 23

128 201 26241282161 2543182161; 41 ! 23

128 202 26241085 2542485161; 161 ! 45; 41 ! 23

128 203 2624585161 2542485161; 41 ! 23

128 204 2624388 2541788161; 161 ! 45; 41 ! 23

128 205 261422 24436161; 161 ! 45; 41 ! 23

128 206 261417161 24436161; 41 ! 23

128 207 26141583 2442983161; 161 ! 45; 41 ! 23

128 208 26141083161 2442983161; 41 ! 23

128 209 2614886 2442286161; 161 ! 45; 41 ! 23

128 210 2614386161 2442286161; 41 ! 23

128 211 2614189 2441589161; 161 ! 45; 41 ! 23

128 212 26042081 432321; 321 ! 4881; 41 ! 23

128 213 26041581161 2643381161; 41 ! 23

128 214 26041384 2642684161; 161 ! 45; 41 ! 23

128 215 260412321 432321; 41 ! 23

128 216 2604884161 2642684161; 41 ! 23

128 217 2604687 2342587; 41 ! 23

128 218 2604187161 2641987161; 41 ! 23

128 219 25941882 2543182161; 161 ! 45; 41 ! 23

128 220 25941382161 2543182161; 41 ! 23

128 221 25941185 2542485161; 161 ! 45; 41 ! 23

128 222 2594685161 2542485161; 41 ! 23

128 223 2594488 2541788161; 161 ! 45; 41 ! 23

128 224 258423 24436161; 161 ! 45; 41 ! 23

128 225 258418161 24436161; 41 ! 23

128 226 25841683 2442983161; 161 ! 45; 41 ! 23

128 227 25841183161 2442983161; 41 ! 23

128 228 2584986 2442286161; 161 ! 45; 41 ! 23

128 229 2584486161 2442286161; 41 ! 23

128 230 2584289 2441589161; 161 ! 45; 41 ! 23

128 231 25742181 432321; 321 ! 4881; 41 ! 23

128 232 25741681161 2643381161; 41 ! 23

128 233 25741484 2642684161; 161 ! 45; 41 ! 23

128 234 257413321 432321; 41 ! 23

128 235 2574984161 2642684161; 41 ! 23

128 236 2574787 2342587; 41 ! 23

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128 237 2574287161 2641987161; 41 ! 23

128 238 257810 23418810; 41 ! 23

128 239 25641982 2543182161; 161 ! 45; 41 ! 23

128 240 25641482161 2543182161; 41 ! 23

128 241 25641285 2542485161; 161 ! 45; 41 ! 23

128 242 2564785161 2542485161; 41 ! 23

128 243 2564588 2541788161; 161 ! 45; 41 ! 23

128 244 25688161 2541788161; 41 ! 23

128 245 255424 24436161; 161 ! 45; 41 ! 23

128 246 255419161 24436161; 41 ! 23

128 247 25541783 2442983161; 161 ! 45; 41 ! 23

128 248 25541283161 2442983161; 41 ! 23

128 249 25541086 2442286161; 161 ! 45; 41 ! 23

128 250 2554586161 2442286161; 41 ! 23

128 251 2554389 2441589161; 161 ! 45; 41 ! 23

128 252 25442281 432321; 321 ! 4881; 41 ! 23

128 253 25441781161 2643381161; 41 ! 23

128 254 25441584 2642684161; 161 ! 45; 41 ! 23

128 255 254414321 432321; 41 ! 23

128 256 25441084161 2642684161; 41 ! 23

128 257 2544887 2342587; 41 ! 23

128 258 2544387161 2641987161; 41 ! 23

128 259 25441810 23418810; 41 ! 23

128 260 25342082 2543182161; 161 ! 45; 41 ! 23

128 261 25341582161 2543182161; 41 ! 23

128 262 25341385 2542485161; 161 ! 45; 41 ! 23

128 263 2534885161 2542485161; 41 ! 23

128 264 2534688 2541788161; 161 ! 45; 41 ! 23

128 265 2534188161 2541788161; 41 ! 23

128 266 252425 24436161; 161 ! 45; 41 ! 23

128 267 252420161 24436161; 41 ! 23

128 268 25241883 2442983161; 161 ! 45; 41 ! 23

128 269 25241383161 2442983161; 41 ! 23

128 270 25241186 2442286161; 161 ! 45; 41 ! 23

128 271 2524686161 2442286161; 41 ! 23

128 272 2524489 2441589161; 161 ! 45; 41 ! 23

128 273 25142381 432321; 321 ! 4881; 41 ! 23

128 274 25141881161 2643381161; 41 ! 23

128 275 25141684 2642684161; 161 ! 45; 41 ! 23

128 276 251415321 432321; 41 ! 23

128 277 25141184161 2642684161; 41 ! 23

128 278 2514987 2342587; 41 ! 23

128 279 2514487161 2641987161; 41 ! 23

128 280 25142810 23418810; 41 ! 23

128 281 25042182 2543182161; 161 ! 45; 41 ! 23

128 282 25041682161 2543182161; 41 ! 23

128 283 25041485 2542485161; 161 ! 45; 41 ! 23

128 284 2504985161 2542485161; 41 ! 23

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128 285 2504788 2541788161; 161 ! 45; 41 ! 23

128 286 2504288161 2541788161; 41 ! 23

128 287 250811 25410811161; 161 ! 45; 41 ! 23

128 288 249426 24436161; 161 ! 45; 41 ! 23

128 289 249421161 24436161; 41 ! 23

128 290 24941983 2442983161; 161 ! 45; 41 ! 23

128 291 24941483161 2442983161; 41 ! 23

128 292 24941286 2442286161; 161 ! 45; 41 ! 23

128 293 2494786161 2442286161; 41 ! 23

128 294 2494589 2441589161; 161 ! 45; 41 ! 23

128 295 24989161 2441589161; 41 ! 23

128 296 24842481 432321; 321 ! 4881; 41 ! 23

128 297 24841981161 2643381161; 41 ! 23

128 298 24841784 2642684161; 161 ! 45; 41 ! 23

128 299 248416321 432321; 41 ! 23

128 300 24841284161 2642684161; 41 ! 23

128 301 24841087 2342587; 41 ! 23

128 302 2484587161 2641987161; 41 ! 23

128 303 24843810 23418810; 41 ! 23

128 304 24742282 2543182161; 161 ! 45; 41 ! 23

128 305 24741782161 2543182161; 41 ! 23

128 306 24741585 2542485161; 161 ! 45; 41 ! 23

128 307 24741085161 2542485161; 41 ! 23

128 308 2474888 2541788161; 161 ! 45; 41 ! 23

128 309 2474388161 2541788161; 41 ! 23

128 310 24741811 25410811161; 161 ! 45; 41 ! 23

128 311 246427 24436161; 161 ! 45; 41 ! 23

128 312 246422161 24436161; 41 ! 23

128 313 24642083 2442983161; 161 ! 45; 41 ! 23

128 314 24641583161 2442983161; 41 ! 23

128 315 24641386 2442286161; 161 ! 45; 41 ! 23

128 316 2464886161 2442286161; 41 ! 23

128 317 2464689 2441589161; 161 ! 45; 41 ! 23

128 318 2464189161 2441589161; 41 ! 23

128 319 24542581 432321; 321 ! 4881; 41 ! 23

128 320 24542081161 2643381161; 41 ! 23

128 321 24541884 2642684161; 161 ! 45; 41 ! 23

128 322 245417321 432321; 41 ! 23

128 323 24541384161 2642684161; 41 ! 23

128 324 24541187 2342587; 41 ! 23

128 325 2454687161 2641987161; 41 ! 23

128 326 24544810 23418810; 41 ! 23

128 327 24442382 2543182161; 161 ! 45; 41 ! 23

128 328 24441882161 2543182161; 41 ! 23

128 329 24441685 2542485161; 161 ! 45; 41 ! 23

128 330 24441185161 2542485161; 41 ! 23

128 331 2444988 2541788161; 161 ! 45; 41 ! 23

128 332 2444488161 2541788161; 41 ! 23

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128 333 24442811 25410811161; 161 ! 45; 41 ! 23

128 334 243428 24436161; 161 ! 45; 41 ! 23

128 335 243423161 24436161; 41 ! 23

128 336 24342183 2442983161; 161 ! 45; 41 ! 23

128 337 24341683161 2442983161; 41 ! 23

128 338 24341486 2442286161; 161 ! 45; 41 ! 23

128 339 2434986161 2442286161; 41 ! 23

128 340 2434789 2441589161; 161 ! 45; 41 ! 23

128 341 2434289161 2441589161; 41 ! 23

128 342 243812 2448812161; 161 ! 45; 41 ! 23

128 343 24242681 432321; 321 ! 4881; 41 ! 23

128 344 24242181161 2643381161; 41 ! 23

128 345 24241984 2642684161; 161 ! 45; 41 ! 23

128 346 242418321 432321; 41 ! 23

128 347 24241484161 2642684161; 41 ! 23

128 348 24241287 2342587; 41 ! 23

128 349 2424787161 2641987161; 41 ! 23

128 350 24245810 23418810; 41 ! 23

128 351 242810161 26412810161; 41 ! 23

128 352 24142482 2543182161; 161 ! 45; 41 ! 23

128 353 24141982161 2543182161; 41 ! 23

128 354 24141785 2542485161; 161 ! 45; 41 ! 23

128 355 24141285161 2542485161; 41 ! 23

128 356 24141088 2541788161; 161 ! 45; 41 ! 23

128 357 2414588161 2541788161; 41 ! 23

128 358 24143811 25410811161; 161 ! 45; 41 ! 23

128 359 240429 24436161; 161 ! 45; 41 ! 23

128 360 240424161 24436161; 41 ! 23

128 361 24042283 2442983161; 161 ! 45; 41 ! 23

128 362 24041783161 2442983161; 41 ! 23

128 363 24041586 2442286161; 161 ! 45; 41 ! 23

128 364 24041086161 2442286161; 41 ! 23

128 365 2404889 2441589161; 161 ! 45; 41 ! 23

128 366 2404389161 2441589161; 41 ! 23

128 367 24041812 2448812161; 161 ! 45; 41 ! 23

128 368 23942781 432321; 321 ! 4881; 41 ! 23

128 369 23942281161 2643381161; 41 ! 23

128 370 23942084 2642684161; 161 ! 45; 41 ! 23

128 371 239419321 432321; 41 ! 23

128 372 23941584161 2642684161; 41 ! 23

128 373 23941387 2342587; 41 ! 23

128 374 2394887161 2641987161; 41 ! 23

128 375 23946810 23418810; 41 ! 23

128 376 23941810161 26412810161; 41 ! 23

128 377 23842582 2543182161; 161 ! 45; 41 ! 23

128 378 23842082161 2543182161; 41 ! 23

128 379 23841885 2542485161; 161 ! 45; 41 ! 23

128 380 23841385161 2542485161; 41 ! 23

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128 381 23841188 2541788161; 161 ! 45; 41 ! 23

128 382 2384688161 2541788161; 41 ! 23

128 383 23844811 25410811161; 161 ! 45; 41 ! 23

128 384 237430 24436161; 161 ! 45; 41 ! 23

128 385 237425161 24436161; 41 ! 23

128 386 23742383 2442983161; 161 ! 45; 41 ! 23

128 387 23741883161 2442983161; 41 ! 23

128 388 23741686 2442286161; 161 ! 45; 41 ! 23

128 389 23741186161 2442286161; 41 ! 23

128 390 2374989 2441589161; 161 ! 45; 41 ! 23

128 391 2374489161 2441589161; 41 ! 23

128 392 23742812 2448812161; 161 ! 45; 41 ! 23

128 393 23642881 432321; 321 ! 4881; 41 ! 23

128 394 23642381161 2643381161; 41 ! 23

128 395 23642184 2642684161; 161 ! 45; 41 ! 23

128 396 236420321 432321; 41 ! 23

128 397 23641684161 2642684161; 41 ! 23

128 398 23641487 2342587; 41 ! 23

128 399 2364987161 2641987161; 41 ! 23

128 400 23647810 23418810; 41 ! 23

128 401 23642810161 26412810161; 41 ! 23

128 402 236813 23411813; 41 ! 23

128 403 23542682 2543182161; 161 ! 45; 41 ! 23

128 404 23542182161 2543182161; 41 ! 23

128 405 23541985 2542485161; 161 ! 45; 41 ! 23

128 406 23541485161 2542485161; 41 ! 23

128 407 23541288 2541788161; 161 ! 45; 41 ! 23

128 408 2354788161 2541788161; 41 ! 23

128 409 23545811 25410811161; 161 ! 45; 41 ! 23

128 410 235811161 25410811161; 41 ! 23

128 411 234431 24436161; 161 ! 45; 41 ! 23

128 412 234426161 24436161; 41 ! 23

128 413 23442483 2442983161; 161 ! 45; 41 ! 23

128 414 23441983161 2442983161; 41 ! 23

128 415 23441786 2442286161; 161 ! 45; 41 ! 23

128 416 23441286161 2442286161; 41 ! 23

128 417 23441089 2441589161; 161 ! 45; 41 ! 23

128 418 2344589161 2441589161; 41 ! 23

128 419 23443812 2448812161; 161 ! 45; 41 ! 23

128 420 23342981 432321; 321 ! 4881; 41 ! 23

128 421 23342481161 2643381161; 41 ! 23

128 422 23342284 2642684161; 161 ! 45; 41 ! 23

128 423 233421321 432321; 41 ! 23

128 424 23341784161 2642684161; 41 ! 23

128 425 23341587 2342587; 41 ! 23

128 426 23341087161 2641987161; 41 ! 23

128 427 23348810 23418810; 41 ! 23

128 428 23343810161 26412810161; 41 ! 23

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128 429 23341813 23411813; 41 ! 23

128 430 23242782 2543182161; 161 ! 45; 41 ! 23

128 431 23242282161 2543182161; 41 ! 23

128 432 23242085 2542485161; 161 ! 45; 41 ! 23

128 433 23241585161 2542485161; 41 ! 23

128 434 23241388 2541788161; 161 ! 45; 41 ! 23

128 435 2324888161 2541788161; 41 ! 23

128 436 23246811 25410811161; 161 ! 45; 41 ! 23

128 437 23241811161 25410811161; 41 ! 23

128 438 231432 24436161; 161 ! 45; 41 ! 23

128 439 231427161 24436161; 41 ! 23

128 440 23142583 2442983161; 161 ! 45; 41 ! 23

128 441 23142083161 2442983161; 41 ! 23

128 442 23141886 2442286161; 161 ! 45; 41 ! 23

128 443 23141386161 2442286161; 41 ! 23

128 444 23141189 2441589161; 161 ! 45; 41 ! 23

128 445 2314689161 2441589161; 41 ! 23

128 446 23144812 2448812161; 161 ! 45; 41 ! 23

128 447 23043081 432321; 321 ! 4881; 41 ! 23

128 448 23042581161 2643381161; 41 ! 23

128 449 23042384 2642684161; 161 ! 45; 41 ! 23

128 450 230422321 432321; 41 ! 23

128 451 23041884161 2642684161; 41 ! 23

128 452 23041687 2342587; 41 ! 23

128 453 23041187161 2641987161; 41 ! 23

128 454 23049810 23418810; 41 ! 23

128 455 23044810161 26412810161; 41 ! 23

128 456 23042813 23411813; 41 ! 23

128 457 22942882 2543182161; 161 ! 45; 41 ! 23

128 458 22942382161 2543182161; 41 ! 23

128 459 22942185 2542485161; 161 ! 45; 41 ! 23

128 460 22941685161 2542485161; 41 ! 23

128 461 22941488 2541788161; 161 ! 45; 41 ! 23

128 462 2294988161 2541788161; 41 ! 23

128 463 22947811 25410811161; 161 ! 45; 41 ! 23

128 464 22942811161 25410811161; 41 ! 23

128 465 229814 2548814; 41 ! 23

128 466 228433 24436161; 161 ! 45; 41 ! 23

128 467 228428161 24436161; 41 ! 23

128 468 22842683 2442983161; 161 ! 45; 41 ! 23

128 469 22842183161 2442983161; 41 ! 23

128 470 22841986 2442286161; 161 ! 45; 41 ! 23

128 471 22841486161 2442286161; 41 ! 23

128 472 22841289 2441589161; 161 ! 45; 41 ! 23

128 473 2284789161 2441589161; 41 ! 23

128 474 22845812 2448812161; 161 ! 45; 41 ! 23

128 475 228812161 2448812161; 41 ! 23

128 476 22743181 432321; 321 ! 4881; 41 ! 23

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128 477 22742681161 2643381161; 41 ! 23

128 478 22742484 2642684161; 161 ! 45; 41 ! 23

128 479 227423321 432321; 41 ! 23

128 480 22741984161 2642684161; 41 ! 23

128 481 22741787 2342587; 41 ! 23

128 482 22741287161 2641987161; 41 ! 23

128 483 227410810 23418810; 41 ! 23

128 484 22745810161 26412810161; 41 ! 23

128 485 22743813 23411813; 41 ! 23

128 486 22642982 2543182161; 161 ! 45; 41 ! 23

128 487 22642482161 2543182161; 41 ! 23

128 488 22642285 2542485161; 161 ! 45; 41 ! 23

128 489 22641785161 2542485161; 41 ! 23

128 490 22641588 2541788161; 161 ! 45; 41 ! 23

128 491 22641088161 2541788161; 41 ! 23

128 492 22648811 25410811161; 161 ! 45; 41 ! 23

128 493 22643811161 25410811161; 41 ! 23

128 494 22641814 2548814; 41 ! 23

128 495 225434 24436161; 161 ! 45; 41 ! 23

128 496 225429161 24436161; 41 ! 23

128 497 22542783 2442983161; 161 ! 45; 41 ! 23

128 498 22542283161 2442983161; 41 ! 23

128 499 22542086 2442286161; 161 ! 45; 41 ! 23

128 500 22541586161 2442286161; 41 ! 23

128 501 22541389 2441589161; 161 ! 45; 41 ! 23

128 502 2254889161 2441589161; 41 ! 23

128 503 22546812 2448812161; 161 ! 45; 41 ! 23

128 504 22541812161 2448812161; 41 ! 23

128 505 22443281 432321; 321 ! 4881; 41 ! 23

128 506 22442781161 2643381161; 41 ! 23

128 507 22442584 2642684161; 161 ! 45; 41 ! 23

128 508 224424321 432321; 41 ! 23

128 509 22442084161 2642684161; 41 ! 23

128 510 22441887 2342587; 41 ! 23

128 511 22441387161 2641987161; 41 ! 23

128 512 224411810 23418810; 41 ! 23

128 513 22446810161 26412810161; 41 ! 23

128 514 22444813 23411813; 41 ! 23

128 515 22343082 2543182161; 161 ! 45; 41 ! 23

128 516 22342582161 2543182161; 41 ! 23

128 517 22342385 2542485161; 161 ! 45; 41 ! 23

128 518 22341885161 2542485161; 41 ! 23

128 519 22341688 2541788161; 161 ! 45; 41 ! 23

128 520 22341188161 2541788161; 41 ! 23

128 521 22349811 25410811161; 161 ! 45; 41 ! 23

128 522 22344811161 25410811161; 41 ! 23

128 523 22342814 2548814; 41 ! 23

128 524 222435 24436161; 161 ! 45; 41 ! 23

Page 38: OrthogonalArray Lists Warren F. Kuhfeld SAS

Runs Count Design Lineage

128 525 222430161 24436161; 41 ! 23

128 526 22242883 2442983161; 161 ! 45; 41 ! 23

128 527 22242383161 2442983161; 41 ! 23

128 528 22242186 2442286161; 161 ! 45; 41 ! 23

128 529 22241686161 2442286161; 41 ! 23

128 530 22241489 2441589161; 161 ! 45; 41 ! 23

128 531 2224989161 2441589161; 41 ! 23

128 532 22247812 2448812161; 161 ! 45; 41 ! 23

128 533 22242812161 2448812161; 41 ! 23

128 534 222815 816161; 161 ! 45; 81 ! 2441; 41 ! 23

128 535 22143381 432321; 321 ! 4881; 41 ! 23

128 536 22142881161 2643381161; 41 ! 23

128 537 22142684 2642684161; 161 ! 45; 41 ! 23

128 538 221425321 432321; 41 ! 23

128 539 22142184161 2642684161; 41 ! 23

128 540 22141987 2342587; 41 ! 23

128 541 22141487161 2641987161; 41 ! 23

128 542 221412810 23418810; 41 ! 23

128 543 22147810161 26412810161; 41 ! 23

128 544 22145813 23411813; 41 ! 23

128 545 221813161 2645813161; 41 ! 23

128 546 22043182 2543182161; 161 ! 45; 41 ! 23

128 547 22042682161 2543182161; 41 ! 23

128 548 22042485 2542485161; 161 ! 45; 41 ! 23

128 549 22041985161 2542485161; 41 ! 23

128 550 22041788 2541788161; 161 ! 45; 41 ! 23

128 551 22041288161 2541788161; 41 ! 23

128 552 220410811 25410811161; 161 ! 45; 41 ! 23

128 553 22045811161 25410811161; 41 ! 23

128 554 22043814 2548814; 41 ! 23

128 555 219436 24436161; 161 ! 45; 41 ! 23

128 556 219431161 24436161; 41 ! 23

128 557 21942983 2442983161; 161 ! 45; 41 ! 23

128 558 21942483161 2442983161; 41 ! 23

128 559 21942286 2442286161; 161 ! 45; 41 ! 23

128 560 21941786161 2442286161; 41 ! 23

128 561 21941589 2441589161; 161 ! 45; 41 ! 23

128 562 21941089161 2441589161; 41 ! 23

128 563 21948812 2448812161; 161 ! 45; 41 ! 23

128 564 21943812161 2448812161; 41 ! 23

128 565 21941815 816161; 161 ! 45; 81 ! 2441; 41 ! 23

128 566 21843481 432321; 321 ! 4881; 41 ! 23

128 567 21842981161 2643381161; 41 ! 23

128 568 21842784 2642684161; 161 ! 45; 41 ! 23

128 569 218426321 432321; 41 ! 23

128 570 21842284161 2642684161; 41 ! 23

128 571 21842087 2342587; 41 ! 23

128 572 21841587161 2641987161; 41 ! 23

Page 39: OrthogonalArray Lists Warren F. Kuhfeld SAS

Runs Count Design Lineage

128 573 218413810 23418810; 41 ! 23

128 574 21848810161 26412810161; 41 ! 23

128 575 21846813 23411813; 41 ! 23

128 576 21841813161 2645813161; 41 ! 23

128 577 21743282 2543182161; 161 ! 45; 41 ! 23

128 578 21742782161 2543182161; 41 ! 23

128 579 21742585 2542485161; 161 ! 45; 41 ! 23

128 580 21742085161 2542485161; 41 ! 23

128 581 21741888 2541788161; 161 ! 45; 41 ! 23

128 582 21741388161 2541788161; 41 ! 23

128 583 217411811 25410811161; 161 ! 45; 41 ! 23

128 584 21746811161 25410811161; 41 ! 23

128 585 21744814 2548814; 41 ! 23

128 586 216437 24436161; 161 ! 45; 41 ! 23

128 587 216432161 24436161; 41 ! 23

128 588 21643083 2442983161; 161 ! 45; 41 ! 23

128 589 21642583161 2442983161; 41 ! 23

128 590 21642386 2442286161; 161 ! 45; 41 ! 23

128 591 21641886161 2442286161; 41 ! 23

128 592 21641689 2441589161; 161 ! 45; 41 ! 23

128 593 21641189161 2441589161; 41 ! 23

128 594 21649812 2448812161; 161 ! 45; 41 ! 23

128 595 21644812161 2448812161; 41 ! 23

128 596 21642815 816161; 161 ! 45; 81 ! 2441; 41 ! 23

128 597 21543581 432321; 321 ! 4881; 41 ! 23

128 598 21543081161 2643381161; 41 ! 23

128 599 21542884 2642684161; 161 ! 45; 41 ! 23

128 600 215427321 432321; 41 ! 23

128 601 21542384161 2642684161; 41 ! 23

128 602 21542187 2342587; 41 ! 23

128 603 21541687161 2641987161; 41 ! 23

128 604 215414810 23418810; 41 ! 23

128 605 21549810161 26412810161; 41 ! 23

128 606 21547813 23411813; 41 ! 23

128 607 21542813161 2645813161; 41 ! 23

128 608 215816 816161; 161 ! 45; 41 ! 23

128 609 21443382 2543182161; 161 ! 45; 41 ! 23

128 610 21442882161 2543182161; 41 ! 23

128 611 21442685 2542485161; 161 ! 45; 41 ! 23

128 612 21442185161 2542485161; 41 ! 23

128 613 21441988 2541788161; 161 ! 45; 41 ! 23

128 614 21441488161 2541788161; 41 ! 23

128 615 214412811 25410811161; 161 ! 45; 41 ! 23

128 616 21447811161 25410811161; 41 ! 23

128 617 21445814 2548814; 41 ! 23

128 618 214814161 816161; 81 ! 2441; 41 ! 23

128 619 213438 24436161; 161 ! 45; 41 ! 23

128 620 213433161 24436161; 41 ! 23

Page 40: OrthogonalArray Lists Warren F. Kuhfeld SAS

Runs Count Design Lineage

128 621 21343183 2442983161; 161 ! 45; 41 ! 23

128 622 21342683161 2442983161; 41 ! 23

128 623 21342486 2442286161; 161 ! 45; 41 ! 23

128 624 21341986161 2442286161; 41 ! 23

128 625 21341789 2441589161; 161 ! 45; 41 ! 23

128 626 21341289161 2441589161; 41 ! 23

128 627 213410812 2448812161; 161 ! 45; 41 ! 23

128 628 21345812161 2448812161; 41 ! 23

128 629 21343815 816161; 161 ! 45; 81 ! 2441; 41 ! 23

128 630 21243681 432321; 321 ! 4881; 41 ! 23

128 631 21243181161 2643381161; 41 ! 23

128 632 21242984 2642684161; 161 ! 45; 41 ! 23

128 633 212428321 432321; 41 ! 23

128 634 21242484161 2642684161; 41 ! 23

128 635 21242287 2342587; 41 ! 23

128 636 21241787161 2641987161; 41 ! 23

128 637 212415810 23418810; 41 ! 23

128 638 212410810161 26412810161; 41 ! 23

128 639 21248813 23411813; 41 ! 23

128 640 21243813161 2645813161; 41 ! 23

128 641 21241816 816161; 161 ! 45; 41 ! 23

128 642 21143482 2543182161; 161 ! 45; 41 ! 23

128 643 21142982161 2543182161; 41 ! 23

128 644 21142785 2542485161; 161 ! 45; 41 ! 23

128 645 21142285161 2542485161; 41 ! 23

128 646 21142088 2541788161; 161 ! 45; 41 ! 23

128 647 21141588161 2541788161; 41 ! 23

128 648 211413811 25410811161; 161 ! 45; 41 ! 23

128 649 21148811161 25410811161; 41 ! 23

128 650 21146814 2548814; 41 ! 23

128 651 21141814161 816161; 81 ! 2441; 41 ! 23

128 652 210439 24436161; 161 ! 45; 41 ! 23

128 653 210434161 24436161; 41 ! 23

128 654 21043283 2442983161; 161 ! 45; 41 ! 23

128 655 21042783161 2442983161; 41 ! 23

128 656 21042586 2442286161; 161 ! 45; 41 ! 23

128 657 21042086161 2442286161; 41 ! 23

128 658 21041889 2441589161; 161 ! 45; 41 ! 23

128 659 21041389161 2441589161; 41 ! 23

128 660 210411812 2448812161; 161 ! 45; 41 ! 23

128 661 21046812161 2448812161; 41 ! 23

128 662 21044815 816161; 161 ! 45; 81 ! 2441; 41 ! 23

128 663 2943781 432321; 321 ! 4881; 41 ! 23

128 664 2943281161 2643381161; 41 ! 23

128 665 2943084 2642684161; 161 ! 45; 41 ! 23

128 666 29429321 432321; 41 ! 23

128 667 2942584161 2642684161; 41 ! 23

128 668 2942387 2342587; 41 ! 23

Page 41: OrthogonalArray Lists Warren F. Kuhfeld SAS

Runs Count Design Lineage

128 669 2941887161 2641987161; 41 ! 23

128 670 29416810 23418810; 41 ! 23

128 671 29411810161 26412810161; 41 ! 23

128 672 2949813 23411813; 41 ! 23

128 673 2944813161 2645813161; 41 ! 23

128 674 2942816 816161; 161 ! 45; 41 ! 23

128 675 2843582 2543182161; 161 ! 45; 41 ! 23

128 676 2843082161 2543182161; 41 ! 23

128 677 2842885 2542485161; 161 ! 45; 41 ! 23

128 678 2842385161 2542485161; 41 ! 23

128 679 2842188 2541788161; 161 ! 45; 41 ! 23

128 680 2841688161 2541788161; 41 ! 23

128 681 28414811 25410811161; 161 ! 45; 41 ! 23

128 682 2849811161 25410811161; 41 ! 23

128 683 2847814 2548814; 41 ! 23

128 684 2842814161 816161; 81 ! 2441

128 685 28817 816161; 161 ! 2881

128 686 27440 24436161; 161 ! 45; 41 ! 23

128 687 27435161 24436161; 41 ! 23

128 688 2743383 2442983161; 161 ! 45; 41 ! 23

128 689 2742883161 2442983161; 41 ! 23

128 690 2742686 2442286161; 161 ! 45; 41 ! 23

128 691 2742186161 2442286161; 41 ! 23

128 692 2741989 2441589161; 161 ! 45; 41 ! 23

128 693 2741489161 2441589161; 41 ! 23

128 694 27412812 2448812161; 161 ! 45; 41 ! 23

128 695 2747812161 2448812161; 41 ! 23

128 696 2745815 816161; 161 ! 45; 81 ! 2441; 41 ! 23

128 697 27815161 816161; 81 ! 2441; 41 ! 23

128 698 2643881 432321; 321 ! 4881; 41 ! 23

128 699 2643381161

128 700 2643184 2642684161; 161 ! 45

128 701 26430321 432321; 41 ! 23

128 702 2642684161

128 703 2642487 2342587; 41 ! 23

128 704 2641987161

128 705 26417810 23418810; 41 ! 23

128 706 26412810161

128 707 26410813 23411813; 41 ! 23

128 708 2645813161

128 709 2643816 816161; 161 ! 45; 41 ! 23

128 710 2543682 2543182161; 161 ! 45

128 711 2543182161

128 712 2542985 2542485161; 161 ! 45

128 713 2542485161

128 714 2542288 2541788161; 161 ! 45

128 715 2541788161

128 716 25415811 25410811161; 161 ! 45

Page 42: OrthogonalArray Lists Warren F. Kuhfeld SAS

Runs Count Design Lineage

128 717 25410811161

128 718 2548814

128 719 24441 24436161; 161 ! 45

128 720 24436161

128 721 2443483 2442983161; 161 ! 45

128 722 2442983161

128 723 2442786 2442286161; 161 ! 45

128 724 2442286161

128 725 2442089 2441589161; 161 ! 45

128 726 2441589161

128 727 24413812 2448812161; 161 ! 45

128 728 2448812161

128 729 2446815 816161; 161 ! 45; 81 ! 2441

128 730 2441815161 816161; 81 ! 2441

128 731 2343981 432321; 321 ! 4881; 41 ! 23

128 732 23431321 432321; 41 ! 23

128 733 2342587

128 734 23418810

128 735 23411813

128 736 2344816 816161; 161 ! 45; 41 ! 23

128 737 44081 432321; 321 ! 4881

128 738 432321

128 739 45816 816161; 161 ! 45

128 740 816161

129 1 31431

130 1 2151131 21651; 651 ! 51131

130 2 21651

130 3 51261

130 4 101131

132 1 2131

132 2 24331 24261; 61 ! 2131

132 3 24261

132 4 228111

132 5 22431111 224331; 331 ! 31111

132 6 224331

132 7 22261111

132 8 221221

132 9 22031221

132 10 21561221

132 11 22661

132 12 3141111 31441; 441 ! 41111

132 13 31441

132 14 41331

132 15 111121

133 1 71191

Page 43: OrthogonalArray Lists Warren F. Kuhfeld SAS

Runs Count Design Lineage

134 1 21671

135 1 33751 33291151; 151 ! 3151; 91 ! 34

135 2 336151 33291151; 91 ! 34

135 3 3335191 33291151; 151 ! 3151

135 4 33291151

135 5 327451

135 6 51271

136 1 2135 213241; 41 ! 23

136 2 213241

136 3 287171 28441171; 41 ! 23

136 4 28441171

136 5 270341 26741341; 41 ! 23

136 6 268681

136 7 26741341

136 8 81171

138 1 2131231 21691; 691 ! 31231

138 2 21691

138 3 31461

138 4 61231

140 1 2139

140 2 23871

140 3 23751 236101; 101 ! 2151

140 4 236101

140 5 234141

140 6 2275171

140 7 22551141

140 8 224351

140 9 22271101

140 10 217101141

140 11 22701

140 12 415171 41351; 351 ! 5171

140 13 41351

140 14 51281

140 15 71201

141 1 31471

142 1 21711

143 1 111131

Page 44: OrthogonalArray Lists Warren F. Kuhfeld SAS

Orthogonal Array ParentsThis next listing shows virtually all known parent orthogonal arrays up through 143 runs, areasonably comprehensive set of parent orthogonal arrays for 144 through 513 runs, and someadditional parent orthogonal arrays up through 1,000 runs. While this listing is virtually completefor the smaller arrays, new arrays are being discovered all the time. If you know of any arrays thatare not in this catalog, please email [email protected].

The number of parents up through 143 runs is fairly reasonable; currently there are 874. Beyond that,the number of parents grows at a very rapid rate. At some point, it becomes impossible to make thecatalog complete. 143 runs was chosen as the stopping point for completeness and 144 runs as thestopping point for defining child arrays. This means that this catalog has at most 144-level factors.Arrays, for example, in 288 and 432 runs are made by replacing the 144-level factor in 21441441

and 31441441 with all of the arrays in 144 runs, and replacing (72, 36, 48, 24, 18, 12, 9, 8, 6, and4)-level factors by arrays in that many runs, providing a rich mix of levels. Hence, many large andvaried arrays can be made from this catalog even if it is not complete beyond 143 runs. Beyond288 runs, 145-level and larger factors are not available, so in their place, arrays are listed that aremanufactured from the most important arrays in n > 144 runs. Such arrays are not true parents�theyjust provide a convenient mechanism to get a large catalog of arrays up through 513 runs without thecomputational burden of enabling (145 through 256)-level factors. These designs are usually of theform 23n=4.n=4/1 in n runs where the real parent would be 2n=2.n=2/1. Examples include: 2264881

in 352 runs (the real parent is 21761761) and 23001001 in 400 runs (the real parent is 22002001).Note that most arrays in this listing, even those with more than 288 runs, are true parents. Just a feware not.

This listing shows the number of parents, the total number of arrays in n runs, and a list of theparents. The 874 parents in this catalog can generate a total of 130,147 orthogonal arrays.2 All ofthe arrays in this catalog can be generated with the SAS %MktEx macro. The %MktOrth macromaintains this catalog and can be used to list and process it. For example, all of the tables in thisreport were automatically generated using the %MktOrth macro and a SAS program to write aLATEX file complete with the tabular markups. When the catalog grows, it only takes a few minutesto regenerate this entire report. The %MktRuns macro enables you to specify a design and seeall of the orthogonal arrays that fit your specification along with suggestions for sizes for smallernonorthogonal designs. See the Web book Marketing Research Methods in SAS for more information.In particular, see the chapters “Experimental Design and Choice Modeling Macros” and “DiscreteChoice” for documentation and numerous examples of their uses. The book and macros are on theWeb at http://support.sas.com/techsup/tnote/tnote_stat.html#market.

The page http://support.sas.com/techsup/technote/ts723_Designs.txt provides oneorthogonal array for every parent in this listing up through 143 runs (except for the full-factorialdesigns, which require no special expertise to generate).

2The %MktEx macro can additionally generate a number of orthogonal designs that are not explicitly in the %MktOrthcatalog, including full-factorial designs with more than 143 runs, large fractional factorial designs where the number ofruns is the power of a prime number, and larger designs with two-level factors based on large Hadamard matrices.

Page 45: OrthogonalArray Lists Warren F. Kuhfeld SAS

Parents Designs Runs

1 1 4 23

1 1 6 2131

1 2 8 2441

1 1 9 34

1 1 10 2151

4 4 12 211

2431

2261

3141

1 1 14 2171

1 1 15 3151

2 7 16 2881

45

2 3 18 2191

3661

4 4 20 219

2851

22101

4151

1 1 21 3171

1 1 22 21111

5 8 24 22041

2133141

212121

2114161

3181

1 1 25 56

1 1 26 21131

1 2 27 3991

4 4 28 227

21271

22141

4171

3 4 30 21151

31101

5161

2 20 32 216161

4881

1 1 33 31111

1 1 34 21171

1 1 35 5171

Parents Designs Runs

20 26 36 235

22731

22032

2183161

21691

2133261

21362

2103861

2103162

293462

2863

243163

233961

233263

223562

22181

213363

312121

3763

4191

1 1 38 21191

1 1 39 31131

5 8 40 23641

2254151

220201

21941101

5181

3 4 42 21211

31141

6171

4 4 44 243

216111

22221

41111

2 3 45 39151

5191

1 1 46 21231

6 58 48 24081

2333181

2316181

224241

31161

412121

1 1 49 78

2 3 50 21251

510101

1 1 51 31171

Parents Designs Runs

4 4 52 251

217131

22261

41131

3 6 54 21271

3206191

318181

1 1 55 51111

5 8 56 25241

2374171

228281

22741141

7181

1 1 57 31191

1 1 58 21291

11 15 60 259

23031

22461

22351

221101

218151

21561101

22301

31201

41151

51121

1 1 62 21311

2 3 63 312211

7191

7 123 64 232321

2541781

2541084

416161

41483

4786

89

1 1 65 51131

3 4 66 21331

31221

61111

4 4 68 267

219171

22341

41171

1 1 69 31231

3 4 70 21351

51141

71101

Page 46: OrthogonalArray Lists Warren F. Kuhfeld SAS

Parents Designs Runs

49 103 72 26841

2603141

2533241

251314161

2494191

246324161

2464162

24431241

243384161

243314162

242344162

2414163

23731341

237314163

236394161

236324163

236361

2353124161

235354162

23541181

234384162

234334163

23164

2303164

2283264

22731161121

2273664

2193204161

2183164162

2173124163

215374165

214334166

2123214161

21132061121

2113174162

2103204162

21031662121

2103134163

293164163

2931263121

283124164

28384165

273765121

27344166

26374166

263366121

25334167

324241

8191

Parents Designs Runs

1 1 74 21371

2 3 75 31251

58151

4 4 76 275

220191

22381

41191

1 1 77 71111

3 4 78 21391

31261

61131

7 49 80 27281

2615181

25581101

25143201

240401

410201

51161

2 12 81 327271

910

1 1 82 21411

12 14 84 283

23331

22871

22761

2226171

221211

22031141

21461141

22421

31281

41211

71121

1 1 85 51171

1 1 86 21431

1 1 87 31291

5 8 88 28441

25741111

244441

24341221

81111

5 10 90 21451

330301

32661151

51181

91101

1 1 91 71131

Parents Designs Runs

4 4 92 291

222231

22461

41231

1 1 93 31311

1 1 94 21471

1 1 95 51191

14 183 96 280161

27331161

27161161

248481

24441181121

24341581

2434126181

2393141481

226423

21931423

218422121

21742361

212420241

31321

2 3 98 21491

714141

2 3 99 313331

91111

15 23 100 299

25153

24054

23453101

22955

223251

21859101

21653103

27510101

2554103

24104

22501

41251

520201

58103

3 4 102 21511

31341

61171

5 8 104 210041

26641131

252521

25141261

81131

Page 47: OrthogonalArray Lists Warren F. Kuhfeld SAS

Parents Designs Runs

3 4 105 31351

51211

71151

1 1 106 21531

40 80 108 2107

24061

23432961

22733391

224271

2213162

221181

22033491

2183336191

218331181

21732962

21561181

21333061181

21363

21232963

2103406191

2103336291

21033161181

293366291

2933461181

2833062181

243336391

2433162181

233416191

23339181

233346391

2333262181

2331668

22342181

223376291

2233561181

22541

213356391

2133362181

34491121

3396391

33762181

336361

34611

41271

3 4 110 21551

51221

101111

1 1 111 31371

Parents Designs Runs

7 57 112 210481

2897181

27981141

27543281

256561

412281

71161

3 4 114 21571

31381

61191

1 1 115 51231

4 4 116 2115

224291

22581

41291

2 3 117 313391

91131

1 1 118 21591

1 1 119 71171

16 31 120 211641

2873141

2794151

2754161

27541101

27541151

2703141101

270415161

2684161101

260601

25941301

23061201

228101121

31401

51241

81151

1 1 121 1112

1 1 122 21611

1 1 123 31411

4 4 124 2123

224311

22621

41311

1 2 125 525251

7 10 126 21631

324141

3236171

321421

32061211

71181

91141

Parents Designs Runs

21 740 128 264641

2643381161

2642684161

2641987161

26412810161

2645813161

2543182161

2542485161

2541788161

25410811161

2548814

24436161

2442983161

2442286161

2441589161

2448812161

2342587

23418810

23411813

432321

816161

1 1 129 31431

3 4 130 21651

51261

101131

12 15 132 2131

24261

228111

224331

22261111

221221

22031221

21561221

22661

31441

41331

111121

1 1 133 71191

1 1 134 21671

3 6 135 33291151

327451

51271

5 8 136 213241

28441171

268681

26741341

81171

3 4 138 21691

31461

61231

Page 48: OrthogonalArray Lists Warren F. Kuhfeld SAS

Parents Designs Runs

13 15 140 2139

23871

236101

234141

2275171

22551141

224351

22271101

217101141

22701

41351

51281

71201

1 1 141 31471

1 1 142 21711

1 1 143 111131

17 1,248 144 213681

21178191

211331241

211161241

210381181

2763126481

276374165121

275334166121

274346681

272721

244311122

22334161241

2163366241

348481

436361

411122

127

1 2 147 79211

1 1 148 2147

1 5 150 511301

2 6 152 214841

276761

1 1 153 325171

1 1 156 2155

6 110 160 2144161

213847

213351161

2127101161

280801

416401

3 61 162 36561271

354541

918181

Parents Designs Runs

1 1 164 2163

2 16 168 216441

284841

1 1 169 1314

1 1 171 328191

1 1 172 2171

1 2 175 510351

4 56 176 216881

216643

288881

412441

3 24 180 2179

330601

62301

2 6 184 218041

292921

1 1 188 2187

1 4 189 336631

4 726 192 2160321

296961

448481

88241

3 12 196 2195

728281

146

1 5 198 330661

4 42 200 219641

21001001

520401

105201

1 1 204 2203

1 1 207 325231

4 72 208 220081

219843

21041041

416521

1 1 212 2211

6 259 216 221241

21081081

211377121181

372721

36665121181

67361

1 1 220 2219

5 351 224 2208161

219371161

2183141161

21121121

456561

Parents Designs Runs

3 13 225 327751

520451

156

1 1 228 2227

2 6 232 222841

21161161

1 5 234 330781

1 1 236 2235

6 302 240 223281

223043

220551241

2199101241

21201201

420601

1 2 242 1122221

2 58 243 381811

927271

1 1 244 2243

1 2 245 710351

2 6 248 224441

21241241

1 4 250 550501

3 23 252 2251

342841

62421

2 6,101 256 832321

1617

1 1 260 2259

1 2 261 327871

2 17 264 226041

21321321

1 1 268 2267

1 11 270 390901

4 136 272 226481

226243

21361361

432681

1 2 275 511551

1 1 276 2275

1 2 279 330931

2 17 280 227641

21401401

1 1 284 2283

Page 49: OrthogonalArray Lists Warren F. Kuhfeld SAS

Parents Designs Runs

8 3,207 288 2272161

225391161

2239161181

21441441

396961

436721

610481

126241

1 1 289 1718

1 1 292 2291

1 5 294 718421

1 2 296 229241

1 4 297 339991

3 24 300 2299

520601

102301

4 70 304 229681

229443

2228761

416761

1 5 306 3481021

1 1 308 2307

1 2 312 230841

1 5 315 3291051

1 1 316 2315

5 725 320 2288321

2274415

2240801

440801

810401

6 1,004 324 2323

3143121271

31081081

62541

936361

185

1 2 325 520651

1 2 328 232441

1 1 332 2331

1 2 333 3361111

6 487 336 232881

232643

229771241

2287141241

2252841

436841

1 2 338 1326261

1 1 340 2339

Parents Designs Runs

1 5 342 3301141

1 2 343 749491

1 2 344 234041

1 1 348 2347

1 5 350 520701

1 4 351 3391171

4 203 352 2336161

233047

2264881

432881

1 1 356 2355

3 133 360 235641

3481201

68601

1 1 361 1920

1 2 363 1111331

1 1 364 2363

4 150 368 236081

235843

2276921

436921

1 2 369 3301231

1 1 372 2371

1 4 375 540751

1 2 376 237241

1 11 378 3721261

1 1 380 2379

3 3,252 384 2320641

496961

816481

1 2 387 3481291

1 1 388 2387

4 28 392 238841

2196728281

728561

145281

3 24 396 2395

31321321

62661

7 996 400 239281

239043

23001001

4361001

580801

106401

206

1 1 404 2403

2 60 405 3811351

918451

Parents Designs Runs

1 2 408 240441

1 1 412 2411

1 5 414 3481381

4 299 416 2400161

239447

23121041

4481041

1 1 420 2419

1 2 423 3301411

1 2 424 242041

1 2 425 520851

1 1 428 2427

7 10,953 432 242481

238991241

2375181241

31441441

41081081

612721

126361

1 1 436 2435

1 2 440 243641

3 12 441 34277211

714631

217

1 1 444 2443

4 8,598 448 2416321

23361121

4561121

856561

3 35 450 3150511301

590901

155301

1 2 456 245241

1 2 459 37291171

1 1 460 2459

4 150 464 245681

245443

23481161

4361161

3 17 468 2467

349521

62781

1 2 472 246841

1 2 475 520951

1 1 477 337531

4 1,210 480 2464161

245847

23601201

4561201

Page 50: OrthogonalArray Lists Warren F. Kuhfeld SAS

Parents Designs Runs

3 11 484 2483

1144441

225

1 277 486 954541

1 2 488 248441

1 5 490 718701

1 1 492 2491

1 2 495 34251331

4 78 496 248881

248643

23721241

4181241

3 29 500 2499

51001001

102501

3 111 504 250041

284384841

68841

2 73,992 512 864641

1632321

1 2 513 38191191

1 1 516 2515

1 2 520 251641

1 1 524 2523

2 5 528 252081

251843

1 1 529 2324

1 2 536 253241

1 1 540 2539

2 10 544 2528161

252247

1 1 548 2547

1 2 552 254841

1 1 556 2555

2 5 560 255281

255043

1 1 564 2563

1 2 568 256441

1 1 572 2571

3 11,028 576 2544321

2530415

249

1 1 580 2579

1 2 584 258041

1 1 588 2587

2 5 592 258481

258243

1 1 596 2595

Parents Designs Runs

1 2 600 259641

1 1 604 2603

2 10 608 2592161

258647

1 1 612 2611

1 2 616 261241

1 1 620 2619

2 5 624 261681

261443

1 27 625 2526

1 1 628 2627

1 2 632 262841

1 1 636 2635

1 124 640 2576641

1 1 644 2643

1 2 648 264441

2 5 656 264881

264643

1 1 660 2659

1 2 664 266041

2 10 672 2656161

265047

2 8 676 2675

266

1 2 680 267641

1 1 684 2683

2 5 688 268081

267843

1 1 692 2691

1 2 696 269241

1 1 700 2699

2 27 704 2672321

2658415

1 1 708 2707

1 2 712 270841

2 5 720 271281

271043

1 1 724 2723

1 2 728 272441

1 435 729 2728

1 1 732 2731

2 10 736 2720161

271447

1 1 740 2739

1 2 744 274041

1 1 748 2747

2 5 752 274481

274243

Parents Designs Runs

1 1 756 2755

1 2 760 275641

1 125 768 26401281

1 2 776 277241

1 1 780 2779

3 130 784 277681

277443

285

1 1 788 2787

1 2 792 278841

1 1 796 2795

2 10 800 2784161

277847

1 1 804 2803

1 2 808 280441

1 1 812 2811

2 5 816 280881

280643

1 1 820 2819

1 2 824 282041

1 1 828 2827

2 27 832 2800321

2786415

1 2 840 283641

1 1 841 2930

1 1 844 2843

2 5 848 284081

283843

1 2 856 285241

1 1 860 2859

2 10 864 2848161

284247

1 1 868 2867

1 2 872 286841

2 5 880 287281

287043

1 1 884 2883

1 2 888 288441

1 124 896 2832641

1 1 900 2899

1 1 908 2907

2 5 912 290481

290243

1 1 916 2915

1 2 920 291641

1 1 924 2923

2 10 928 2912161

290647

Page 51: OrthogonalArray Lists Warren F. Kuhfeld SAS

Parents Designs Runs

1 2 936 293241

2 5 944 293681

293443

1 1 948 2947

2 27 960 2928321

2914415

1 1 961 3132

1 2 968 296441

1 1 972 2971

2 5 976 296881

296643

1 2 984 298041

2 10 992 2976161

297047

1 2 1000 299641

874 130,147

Page 52: OrthogonalArray Lists Warren F. Kuhfeld SAS

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