Vladimir Zyryanov, Rostov State Civil Engineering University,

PROBLEMS AND SOME RESULTS OF CREATION OF SUSTAINABLE CITY MOBILITY IN RUSSIA: CASE OF ROSTOV-ON-DON Vladimir Zyryanov,Rostov State Civil Engineering University, Head of Department Transportation and Traffic Management, Prof., Dr.

MAIN DIFFERENCES FOR IMPLEMENTATION SUSTAINABLE URBAN TRANSPORT SYSTEM IN RUSSIA AND EUROPEAN COUNTRIESInvestment would be concentrated on promoting and enhancing sustainable transport modes such as cycling, walking and public transport with no investment in new road construction.In Russia the basis of any plan of development of transport system of city is development of road network, construction and reconstruction of roads.Glasgows Local Transport Strategy Keeping Glasgow Moving Option 3 Public Transport / SustainableTransport based strategyOption 4 Public Transport / SustainableTransport with Targeted Road Investment there would be limited investment in roads infrastructure to tackle key congestion points in the network and to provide essential linkages to key developments and regeneration areas.

MAIN PARAMETERS OF TRANSPORT SYSTEM ROSTOV-ON-DON 69

ParametersValueLevel of motorization323 veh/1000 inhabitantsTotal traffic mileage in urban network per day8 745 thousand veh*kilometers per day Annual value transportation of passengers705 mil pass. (100%)Modal split:Individual vehicles240 mil pass. (32%)Public transport450 mil pass. (63.8%)Railway15 mil pass. (4.2 %)Length of urban network1165 km

SOME FEATURES TRANSPORT SYSTEM ROSTOV-ON-DON Contradiction between topologyof road network and locationof Central Business DistrictLack of rapid kinds of publictransport (metro, LRT, BRT).Therefore is very highloading for surface publictransport.It is necessary integrationof existing Traffic ManagementSystem and Managementof Public Transport Systemand development of ITS.

THE MAIN PRINCIPLES OF REFORMING OF PUBLIC TRANSPORT IN ROSTOV-ON-DONResearch of experience of development of urban public transport systems in the European countries;

Reforming of system of management by urban public transport in Rostov-on-Don using principles of a competition at entrance to the market of transportation and creating equal conditions for transport operators of all kinds of ownership;

Use of the program and target planning of development of transport system on the basis of traffic simulation, transport planning, optimization of a routes network of public transport;

Implementation of new technologies for management of public transport and urban traffic control system (ITS).

PUBLIC TRANSPORT SYSTEM ROSTOV-ON-DONManagement system Intermediate management system of public transport with market-oriented methods. Private operators has the essential share of transportation Regulation of entry on the market of transportationCompetition and competitive conditions of entry on the market to the operators of any form of ownership. Fare system All kinds of passengers with reduced-fare tickets have the equal right of travel by buses of any pattern of ownership (since 1998)Since 2000 in Rostov-on-Don functions the Public Transport Management System. The system regulates movement of 1490 vehicles. Control system

MASTER PLAN OF TRAFFIC MANAGEMENTIN ROSTOV-ON-DONTYPICAL PROJECTS of the TRAFFIC MANAGEMENT The project of development of trafficmanagement on intersections and on sitesof an urban networkThe project of a road safety in the "black spots"The project of routing navigationThe project of the trucks routes on theurban networkThe project of the traffic management on the narrow roads The project of the of the traffic managementof an one-way roadThe project of the development of parking lots

MASTER PLAN OF TRAFFIC MANAGEMENTIN ROSTOV-ON-DONThe project of bus lane priority The project of the traffic management on the streets with a tram serviceThe project of the pedestrians routesThe project of the cyclists routesThe project of the residential zones, traffic calming The project of a safety and mobility of vulnerable people

IMPROVING ACCESS FOR VULNERABLE PEOPLETo enable people with disabilities to access a transport service we must:Know about location (blue points) Be confident to use it Be able to get to it Be able to get on it (physical access, but also space)Be able to afford transport service LOCATION OF PLACES OF ATTRACTION OF VULNERABLE PEOPLE IN ROSTOV-ON-DONSpecialinfrastructure yesno

1

2971

2575

3367

892

892

2179

1

2

1

1 2 3

Signs29712

Marking25752

Traffic lights33673

Parking8925

Ramps892

Pavement2179

.

Road signsRoad markingTraffic lightsParkingRampsPavements

2925338821

717567929279

IMPROVING ACCESS FOR VULNERABLE PEOPLETransportation of people with Illness of locomotors systemTransportation of people with Illness of locomotors system is carry out according to order of Society of invalids to the dispatching center. The dispatching center transfer this application to service in transport agency which gives vehicles according to data, address and route. The dispatching center also does the control about quality of execution of the order.Annual volume of transportation is about 1200 passengers. Points of trip is Hospitals, Sport Centers, movie Theaters, Universities, recreational area.

TRAFFIC SIMULATION FOR URBAN TRANSPORT SYSTEM (AIMSUN, EMME,TRANSYT)

Household characteristics

Road network

The social and qualitative characteristicof transport system

INFORMATION FLOWS

Vehicleownership

Land use management.Road managementTransport system management Promotion of new modes of transport

SIMULATION OFTRANSPORTSYSTEM

TRANSPORT POLICY

Traffic flow models

ESTIMATION OF EFFICIENCY TRANSPORT PLANNING

Public transport models

DEVELOPMENT OF TRANSPORTSYSTEM

Choice of mode trip

Structureof trips

APPLICATION OF TRAFFIC SIMULATION

SYSTEM OF MODELS

APPLICABLE SCENARIOS

Employmentlocations

Residentallocations

TRIP DEMAND

TECHOLOGICAL PLATFORMData collection systemTraffic detectorsProbe cars(GLONASS/GPS, GPRS)Mobile devices(BLUTOOTH)v2I Technologies

(OUTLAYERS)Fusion(Heterogeneous)DATA INTEGRATION AND INFORMATION COMPLETIONDynamic mobility patterns estimation(OD matricesDynamic traffic flow modelATIS FUNCTIONSLevel ofServiceTravel time:Estimation and short-term predictionRoute provision(multimodality) ATMS FUNCTIONSInformation disseminationManagement supportARCHITECTURE ATIS AND ATMSDATA PROCRSSING FILTERINGMissing data modelInteractive user friendly software platform

A REAL TIME TRAFFIC DATA COLLECTION SUBSYSTEM

Parking informationPublic transport monitoring systemTraffic control systemFloating cardataData detection from mobiledevicesArrival timeto stopsPublic transporttravel timesVolumeOccupancySpeedRaw traffic data measurementsConsistency checkingIdentify faulty dataApply consistency checksIdentify outliersFiltering processRemoveInconsistent dataOutliersImpute missing datafrom special modelA real time traffic data collection subsystemData fusion proceduresComplete and consistentfiltered data setsReal time traffic databaseA traffic data filtering, fusion and completion subsystem

AIMS OF THE 2025 VISION OF TRANSPORT SYSTEM OF ROSTOV-ON-DON2025 Vision aims to develop a long term guidingframework for creating sustainable urban transportationsystemThis sets out the vision and policy of City Government withthe main objective Mobility for all - a better quality for lifeThe 2025 vision is to provide a sustainable transport strategyfor Rostov-on-Don, ensure high-class transportationservice which meets inhabitants expectations

OUR STEPS OF SUSTAINABLE DEVELOPMENT IN PRACTISE Development of the new multi-lane roads with dedicates lanes and more efficient use of the existing network, physical separation of the transportation modes, promotion public transport network, cycling, walkways, and improvement the pedestrian environmentStep 1: Integrated and sustainable transportation infrastructure that can satisfy all the user needs

OUR STEPS OF SUSTAINABLE DEVELOPMENT IN PRACTISE To implement well-designed public transport system that ensure inhabitants high accessibility to public transport with high route densities including metro, tram, trolleybus and bus.

Step 2: Attractive and effective urban public transport - a cornerstone of sustainable mobility

OUR STEPS OF SUSTAINABLE DEVELOPMENT IN PRACTISE Development of the Intelligent Transport System to deliver significant benefits for the operational efficiency and reliability of transport; improved management of the infrastructure; relevant and timely information for users; enhanced safety features and reduced environmental impact

Step 3: Innovative technologies to make urban transport system more robust and service-oriented for all user needs

MODAL SPLIT FOR URBAN PUBLIC TRANSPORT IN ROSTOV-ON-DON BusTram and trolleybusMinibusMetro201220162025

1

0.68

0.08

0.24

1

1

1

Buses68%

Trams and trolleybuses8%

Minibuses24%

. 41.2

.

1

0.68

0.22

0.1

1

Buses68%


Minibuses10%

. 41.2

.

1

0.54

0.28

0.18

1

Metro54%

Buses28%


. 41.2

.

THE FORECAST OF CHANGE OF THE STATE OF THE TRAFFIC FLOW AT DEVELOPMENT OF URBAN TRANSPORT SYSTEMLevel of service for existing conditionsPredicted level of serviceShare of sections of a road networkat the given LOSThe share of sections with heavy conditions (E, F) will decrease from 37 % up to 13 %

1

125

36

46

99

179

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40026.743526.3044.146.846.8

40129.243615.9044.346.846.9

40422.143726.6044.346.946.9

4053.143838.4F45.246.947

40618.943923.7045.347.147.1

40720.144046.8045.547.147.1

4093744122.5045.547.147.1

41048.644242A45.547.147.1

41148.844321.2A45.747.147.1

41236.344434.5045.847.247.2

4141.844539F45.847.247.2

4159.444629.8F46.247.247.2

41632.644730.1046.347.247.2

41748.744835.5A46.447.247.3

41812.544922.7F46.547.347.3

41919.845039.5046.647.347.3

42017.445149.4046.647.447.3

4213.245249.8F46.647.447.3

4221.745334.3F46.747.447.4

4232.545436.3F46.747.447.4

42433.545530046.747.547.4

42549.445637.8A46.847.547.4

42636.545749.7046.847.547.5

4272345849.8046.947.547.6

42827.145950046.947.547.6

4292646049.704747.547.7

43029.94614.604747.647.7

43148.94626.8A47.147.647.7

4323.34635.4F47.247.647.7

4333.946426.2F47.247.747.7

43417.746524.9047.347.747.7

43523.946629.8047.347.747.7

43610.746747.2F47.347.847.7

43712.84687.3F47.447.847.8

43837.746934.7047.447.847.8

43920.947042.1047.547.847.8

44046.847149.9A47.647.847.8

44122.147249.9047.747.847.9

44241.747349.8A47.747.947.9

44319.54743.2047.747.947.9

44434.54753.2047.847.947.9

445404764.204847.947.9

446324774.4048.247.948

44730.347822.8048.247.948

44834.94790.1048.34848

449214805048.34848

45039.64811.9048.34848.1

45149.548239.5A48.34848.1

45249.848516.7A48.44848.2

45333.54866.5048.448.148.2

45433.548748.4048.448.148.2

4553048810.3048.548.148.2

45637.84894048.648.148.2

45749.749019.2A48.648.148.2

45849.849112.7A48.648.248.2

4595049236.5A48.648.248.3

46047.749324.3A48.748.248.3

4613.349438.4F48.748.348.3

4625.749534.4F48.748.348.3

4634.749633.8F48.748.348.3

4642649746.2048.848.448.3

46520.249848.8048.848.448.3

46620.949949.3048.848.448.4

46746.750049.5A48.848.448.4

4684.250149.4F48.848.448.5

4704.750249.3F48.848.448.5

47149.950349.4A48.948.548.5

47249.950449.4A48.948.548.5

47349.850547.4A48.948.548.5

4742.150649.9F4948.548.5

4752.150749.8F4948.648.5

476350849.8F49.148.648.5

477350948.9F49.148.648.5

47823.451049.9049.148.648.6

4790.151149.9F49.248.648.6

480551249.7F49.248.648.6

4811.951348.7F49.248.648.6

48239.751449.2049.248.648.6

48516.751548.6049.348.748.6

4866.651647.4F49.348.748.6

48748.651747.8A49.348.748.7

4889.651847.8F49.348.748.7

4894.151949.7F49.348.748.7

49018.552049049.448.748.7

49111.252147.7F49.448.848.7

49237.352248049.448.848.7

4935.252348.8F49.448.848.7

50134.252446049.448.848.7

50348.952548.6A49.448.848.8

5085.752648.6F49.448.848.8

51149.952747.1A49.548.848.8

51645.852849.3A49.548.848.9

51746.552918.9A49.548.948.9

51846.853013.7A49.548.948.9

51948.853146.6A49.548.948.9

52048.353247.1A49.548.948.9

52147.353341.4A49.648.948.9

52247.353449.6A49.648.948.9

52348.553546.4A49.648.949

52445.253649.3A49.748.949

52548.253748.9A49.74949

53748.853848.9A49.74949

53848.653948.8A49.74949

53948.854049.8A49.74949

54049.454149A49.74949

5419.954244.3F49.84949

54249.854349.2A49.84949

54349.254448.8A49.84949

54448.854549.1A49.84949

54549.254649.2A49.84949

54649.154749.4A49.84949

54749.454849.3A49.84949

54849.354949.4A49.84949

54949.555049.3A49.849.149

5504955348A49.849.149

5579.955449F49.849.149.1

56949.955547.3A49.849.149.1

57148.455635.1A49.849.149.1

57248.755748.4A49.949.149.1

57549.756949.9A49.949.149.1

57645.557148.4A49.949.149.1

58030.157248.7049.949.149.1

58143.357549.7A49.949.149.1

58345.557642.4A49.949.249.1

59348.357846.9A49.949.249.1

59439.757935.3049.949.249.2

59547.358030A49.949.249.2

59648.858139.9A49.949.249.2

59749.658249.3A5049.249.2

59849.858332.8A5049.249.2

59949.558448.1A5049.349.2

60049.558545.5A5049.349.2

69317.858639.605049.349.2

6948.458727.3F5049.349.2

58824.849.349.3

58931.849.349.3

59037.149.349.3

59143.149.349.3

59223.249.349.3

59346.349.349.3

59437.349.349.3

59546.749.349.3

59648.249.349.3

59749.549.349.3

59849.449.349.3

59929.749.349.3

60038.749.349.3

60122.149.449.3

60849.849.449.3

60949.749.449.3

61049.949.449.3

61149.149.449.3

61249.749.449.3

61349.349.449.4

61448.849.449.4

61547.549.449.4

61649.949.449.4

61748.449.449.4

61848.149.449.4

61947.749.449.4

6204949.449.4

62148.149.549.4

62249.549.549.4

62348.649.549.4

62448.749.549.4

62549.349.549.4

62648.649.549.5

62748.549.549.5

62847.849.549.5

62948.149.549.5

63047.549.549.5

63149.349.549.5

6324949.549.5

63349.949.549.5

63449.949.649.5

63549.649.649.5

63747.849.649.5

63847.249.649.5

63947.649.649.6

64047.349.649.6

64147.249.649.6

64248.749.649.6

64349.749.649.6

64449.849.649.6

64549.749.749.6

64649.949.749.6

64748.949.749.6

64849.749.749.6

6494949.749.7

65049.549.749.7

65149.649.749.7

65249.749.749.7

65347.849.749.7

65447.749.749.7

65547.649.749.7

65647.449.749.7

65749.149.749.7

65848.349.749.7

65948.549.749.7

66048.549.749.7

6614949.749.7

66249.149.749.7

66349.549.749.7

66449.549.849.7

66549.349.849.7

6664949.849.7

66749.149.849.8

66849.449.849.8

66949.549.849.8

67049.949.849.8

67149.749.849.8

6725049.849.8

67344.949.849.8

67441.649.849.8

67544.749.849.8

67646.349.849.8

67747.649.849.8

67849.249.849.8

6795049.849.8

68049.949.849.8

68149.849.849.8

68249.949.849.8

68348.649.849.8

68445.449.849.8

68533.649.949.8

68649.349.949.9

68849.449.949.9

68949.949.949.9

69049.749.949.9

69149.849.949.9

69249.649.949.9

69345.949.949.9

6944549.949.9

6973749.949.9

69840.449.949.9

6992.849.949.9

70049.749.949.9

7011.549.949.9

70249.149.949.9

7038.349.949.9

7046.349.949.9

7055.849.949.9

71834.849.949.9

71948.749.949.9

7207.249.949.9

72549.449.949.9

72649.349.949.9

72748.949.949.9

72849.149.949.9

72949.449.949.9

73347.15049.9

73449.95049.9

73549.65049.9

73641.25050

73747.95050

73846.45050

73944.15050

74044.45050

74149.65050

50

1

269

74

97

2019

3760

11

Level of Service

before

after

Fraction on network at the given LOS

2

F125

E36

D46

C99

B179

A6

F57

E25

D42

C115

B368

A9

F45

E34

D41

C117

B373

A7

F2697

E746

D977

C201919

B376060

A111

2

0

0

0

0

0

0

3

0

0

0

0

0

0

0

0

0

0

0

0

00

00

00

00

00

00

-

, %

" "

2.788

2.21

, /

10059.447.7

10054.442.7

10060.848.4

CH

, %

19.9

27.8

27.9

, /

. -

1589.213:34:161666.783:16:15

589.213:34:16666.783:16:15310861.8219:49:3839708.6919:19:54

10861.8219:49:389708.6919:19:5448054.2165:00:1147159681:15:48

8054.2165:00:117159681:15:4859771.7195:40:38514546.31453:00:00 - 23.427.227.30.3490.10.1

9771.7195:40:3814546.31453:00:00610501.7210:46:56615449.71624:00:00 - 30.632.7330.1780.090.088

10501.7210:46:5615449.71624:00:0078934.1179:09:01716858.1339:16:15

8934.1179:09:0116858.1339:16:1587.20:10:42

3611.272:18:266809.5136:22:5190.80:02:07

227545:51:334291.587:24:40103.20:16:43

2376.948:09:264482.592:05:161122.50:29:32

6766.5137:59:316503.4130:10:37125.10:06:30

9189183:54:088822.5176:33:191330:03:43

1095.925:45:01211465:23:171430:03:46

20.60:25:2790.76:51:46152.80:03:27

7.71:31:53163.40:04:10

725.657:05:211145.9256:24:00174.70:05:40

1328.529:15:352509.361:58:39182.40:03:11

559.512:15:381056.929:52:49191.60:02:02

919.923:51:541337.8122:32:24201.40:01:44

1737.882:16:102086.9339:10:37211.80:02:08

1204.426:24:462274.552:25:122241.61:08:02

36.62:45:3315.11:08:382345.61:51:35

4659:47:01590.657:45:30241.70:06:20

684.460:02:381416.5126:58:30251.40:05:17

5.70:08:345.70:08:34261.30:05:23

2.90:04:232.90:04:24271.40:05:08

27.123:25:0727.129:05:15283.20:12:17

14.82:59:2914.82:59:30296.80:25:32

17.53:32:4717.53:32:46301.90:07:44

28.423:11:5928.441:43:55313.40:13:58

15.53:07:5515.53:07:55323.10:13:03

2822:47:342849:21:18333.20:13:44

26.317:35:1926.330:50:203427.21:46:55

16.73:25:0216.73:25:00364.40:14:51

3974135:11:4638.61:23:27412.50:10:29

1119.727:38:584491.1879:30:14423.30:04:40

990.620:21:284141.5105:37:204460.91:51:30

53431:49:171253225:05:394540.71:46:30

477.611:02:191102.9188:20:45463611.272:18:26466809.5136:22:51

315.46:40:35988.3169:25:5847227545:51:33474291.587:24:40

795.816:53:00758.487:18:22482376.948:09:26484482.592:05:16

1287.757:55:391790.4140:38:41496766.5137:59:31496503.4130:10:37

388.410:48:501009.952:02:09509189183:54:08508822.5176:33:19

279.37:57:35435.313:04:36511095.925:45:0151211465:23:17

732.315:36:211408.574:36:075220.60:25:275290.76:51:46

108.62:24:42671.314:21:48537.71:31:53

54.21:05:43102.42:52:2154725.657:05:21541145.9256:24:00

179.27:51:3246.70:58:24551328.529:15:35552509.361:58:39

181.368:47:3156559.512:15:38561056.929:52:49

5.60:08:295.60:08:2857919.923:51:54571337.8122:32:24

4.10:06:094.10:06:09581737.882:16:10582086.9339:10:37

317.36:51:591648.952:32:03591204.426:24:46592274.552:25:12

82721:12:301267.7232:38:426136.62:45:336115.11:08:38

868.117:54:32872.448:33:18624659:47:0162590.657:45:30

109.52:15:55339.367:55:1063684.460:02:38631416.5126:58:30

445.323:34:07115487:52:53645.70:08:34645.70:08:34

1486.631:58:051647.235:21:50652.90:04:23652.90:04:24

412.79:44:17666.615:34:146627.123:25:076627.129:05:15

286.46:03:46358.37:33:056714.82:59:296714.82:59:30

2.30:15:096817.53:32:476817.53:32:46

110:17:5096.62:30:446928.423:11:596928.441:43:55

8.20:54:3923.34:17:527015.53:07:557015.53:07:55

9.50:15:0483.32:12:17712822:47:34712849:21:18

113.64:32:261015.140:27:237226.317:35:197226.330:50:20

791:36:3495.72:02:517316.73:25:027316.73:25:00

683:23:51195.110:41:27763974135:11:467538.61:23:27

383.48:37:31485.511:23:47771119.727:38:58764491.1879:30:14

791:36:47110.92:21:5378990.620:21:28774141.5105:37:20

20:03:0120:03:017953431:49:17781253225:05:39

1.10:01:411.10:01:4180477.611:02:19791102.9188:20:45

319.76:38:14404.58:32:1581315.46:40:3580988.3169:25:58

1503:37:29188.44:29:1882795.816:53:0081758.487:18:22

565.318:06:25564.118:02:51831287.757:55:39821790.4140:38:41

573.514:43:26573.114:42:3784388.410:48:50831009.952:02:09

338.86:53:23428.99:27:5985279.37:57:3584435.313:04:36

83.31:43:16119.72:28:2786732.315:36:21851408.574:36:07

78.81:41:35113.42:24:3487108.62:24:4286671.314:21:48

326.18:29:03420.313:53:218854.21:05:4387102.42:52:21

65.91:46:56127.25:24:1489179.27:51:328846.70:58:24

413.532:12:31642.547:55:0089181.368:47:31

3636121:49:345412.1206:18:16905.60:08:29905.60:08:28

3170.775:21:495231.3134:46:45914.10:06:09914.10:06:09

655.523:06:331078.546:34:0692317.36:51:59921648.952:32:03

272.283:32:36271.883:29:559382721:12:30931267.7232:38:42

2776:57:01276.86:56:5094868.117:54:3294872.448:33:18

75.13:00:2475.12:59:1795109.52:15:5595339.367:55:10

394.618:33:29691.634:15:3396445.323:34:0796115487:52:53

668.126:10:421436.259:59:36971486.631:58:05971647.235:21:50

1.80:02:481.80:02:4898412.79:44:1798666.615:34:14

3.70:08:023.70:09:1899286.46:03:4699358.37:33:05

841.917:20:18841.317:18:551012.30:15:09

454.49:14:22454.19:14:04102110:17:5010296.62:30:44

578.111:37:16577.811:36:501038.20:54:3910323.34:17:52

463.89:19:06463.69:18:471049.50:15:0410483.32:12:17

550.211:02:0455011:01:55105113.64:32:261051015.140:27:23

541.810:52:47541.410:52:08106791:36:3410695.72:02:51

546.910:57:52546.610:57:28107683:23:51107195.110:41:27

740.714:50:35740.114:49:52108383.48:37:31108485.511:23:47

871.117:26:01870.517:25:18109791:36:47109110.92:21:53

1779.243:43:381791.850:21:2811020:03:0111020:03:01

635.613:22:51640.913:39:471111.10:01:411111.10:01:41

527.110:35:30531.710:40:42112319.76:38:14112404.58:32:15

3837:40:54386.37:44:441131503:37:29113188.44:29:18

238.64:47:36240.84:50:17114565.318:06:25114564.118:02:51

230.64:40:27232.94:43:10115573.514:43:26115573.114:42:37

436.68:45:594418:51:22116338.86:53:23116428.99:27:59

524.610:30:27529.710:36:2211783.31:43:16117119.72:28:27

541.610:52:061080.221:42:3511878.81:41:35118113.42:24:34

499.19:59:03996.819:56:30119326.18:29:03119420.313:53:21

572.411:31:11950.332:57:3412065.91:46:56120127.25:24:14

70823:39:401165.7198:02:41121413.532:12:31121642.547:55:00

153.86:54:53153.86:55:011223636121:49:341225412.1206:18:16

48125:55:11481.626:03:471233170.775:21:491235231.3134:46:45

4141.892:16:345126118:26:49124655.523:06:331241078.546:34:06

7594.5164:58:546576.1142:25:56125272.283:32:36125271.883:29:55

50.21:56:0658.42:12:431262776:57:01126276.86:56:50

48.41:39:2556.21:56:4012775.13:00:2412775.12:59:17

52.41:48:3860.92:07:10128394.618:33:29128691.634:15:33

47.51:37:3155.21:54:23129668.126:10:421291436.259:59:36

73.62:33:5685.52:59:171311.80:02:481311.80:02:48

71.72:36:0183.33:03:201323.70:08:021323.70:09:18

682:29:52792:50:52133841.917:20:18133841.317:18:55

62.72:28:2972.12:32:20134454.49:14:22134454.19:14:04

1278.842:15:58560.418:26:04135578.111:37:16135577.811:36:50

501:00:3099.82:00:56136463.89:19:06136463.69:18:47

210:26:5341.90:53:28137550.211:02:0413755011:01:55

35.40:46:3670.81:25:38138541.810:52:47138541.410:52:08

282.85:42:53565.111:20:43139546.910:57:52139546.610:57:28

177.425:12:55358.618:13:33140740.714:50:35140740.114:49:52

718.914:52:421199.224:16:45141871.117:26:01141870.517:25:18

34.50:42:5557.51:11:301421779.243:43:381421791.850:21:28

130:17:3721.70:29:36143635.613:22:51143640.913:39:47

89.71:54:08149.73:13:45144527.110:35:30144531.710:40:42

10:01:3310:01:331453837:40:54145386.37:44:44

1.80:02:471.80:02:47146238.64:47:36146240.84:50:17

209.85:16:07316.59:12:51147230.64:40:27147232.94:43:10

92.82:11:09140.14:17:10148436.68:45:591484418:51:22

115.72:43:17174.65:27:22149524.610:30:27149529.710:36:22

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357.210:09:33539.120:23:46151499.19:59:03151996.819:56:30

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21738.225248.4027.83737.4

21837.625342.5027.93737.5

2193825436.7027.93737.6

22037.825545028.137.137.7

22139.925649028.237.137.8

22239.525749.2028.437.137.8

22338.825849028.437.337.9

22426.725948.9028.437.437.9

22537.326048.8028.637.537.9

22638.626140.2028.637.537.9

22739.826222.8028.637.638

22839.726342.3028.737.738

22937.626448.9028.837.838

23037.926532.8028.93838

23137.926647.9028.93838

23225.626749.70293838.2

2333726849.7029.138.138.2

23438.526949.8029.238.138.3

23538.527049.5029.338.138.3

23646.927135.7A29.938.238.4

23749.227215.6A3038.238.4

23842.927336.4A3038.338.4

23935.527437.1030.138.438.4

2403027538.4030.138.438.4

24134.727623.6030.238.438.4

24230.227735.1030.338.438.6

24327.427839.7030.438.438.6

24423.727939.9030.938.438.6

24519.628040031.338.438.6

24616.128139.5031.338.538.6

24711.328214.8F31.438.538.8

248628323.4F31.438.538.8

24934.528428.1031.738.638.9

2508.628531.4F3238.738.9

25113.928638.4F3238.839

25247.828718A32.438.939

25338.528825.5032.63939

25437.328914.8032.63939.1

25546.329024.5A32.73939.1

25649.329139.4A32.83939.1

25749.429240A32.939.139.1

2584729339.3A33.239.239.1

25939.229428.6033.239.239.2

26032.629531033.339.239.2

26130.929632.1033.539.339.3

26216.229735.8033.539.339.3

26342.829835.9A33.539.339.3

2644929944.6A3439.439.4

26532.930039.2034.139.439.4

26647.730150A34.239.439.4

26749.630247.9A34.439.439.4

26849.730348A34.539.539.4

26949.830444.6A34.539.539.4

27049.330512.4A34.639.539.5

27133.230620.2034.739.639.6

27213.230745.5F34.939.739.7

27336.530843.9035.439.739.7

27437.230942.1035.539.839.7

27539.231034.1035.639.839.7

27623.431149.5035.839.839.7

2773431249.1035.839.839.8

27839.431345.1036.339.839.8

27939.931447.5036.539.839.8

2804031546.8036.539.939.8

28139.831646.2036.539.939.9

28213.231748.1F36.739.939.9

28323.231815.303739.939.9

28428.231916.503739.939.9

28531.432032037.139.940

28638.132534.8037.239.940

28717.932647.5037.24040

2882432746.5037.34040

28912.332838.4F37.34040.1

29024.532935.1037.340.240.2

29139.133018.9037.540.340.3

2924033117.3037.640.440.3

2933833245.4037.640.540.7

29420.333347.9037.740.540.7

29521.633448037.840.540.7

29631.333536037.840.641.3

29734.633646.5037.840.741.5

29834.133747.9037.941.242

29935.833847.8037.941.442.1

30227.933930.103841.442.1

30326.134028.703841.642.1

30425.43412703841.842.2

30523.7342500384242.3

30620.734346.1038.142.142.4

30714.734449.8038.142.142.4

3086.534549.9F38.142.142.5

30947.734648.8A38.242.342.6

31049.734739.3A38.442.442.6

31149.534839.8A38.442.442.7

31248.434938.6A38.542.442.7

31343.535032.4A38.542.542.7

31441.335119.1A38.542.542.8

31539.635219.7038.642.642.8

31638.935321.1038.842.842.8

31737.535929.1038.842.942.9

31815.536036.7038.84343

31916.43709.9038.94343

32028.137130.8038.943.143.1

32538.13767.503943.343.4

32648.337745.2A39.143.543.5

32747.638032.7A39.143.943.6

32838.938135.7039.244.143.7

32937.138432.1039.244.144

33019.338539039.244.144

3316.238623.4F39.244.344

3327.138710.3F39.344.344.1

3338.138825.8F39.344.444.3

33442.438944.3A39.444.444.4

33525.239038.3039.444.444.5

33643.739146.4A39.544.644.5

33744.139247.2A39.644.644.7

33827.23938.3039.644.744.9

33913.939448.9F39.744.945

34014.239541.8039.744.945.2

34126.739620.6039.74545.2

3425039745.4A39.74545.3

3437.539840.5F39.84545.3

3449.539930.6F39.845.145.3

3452.640032.5F39.845.245.5

3466.940141.4F39.845.445.5

34738.840422.1039.845.445.6

34839.84053.3039.845.445.7

3493840619.5039.945.445.7

35031.740720.3039.945.545.7

35115.740849.9039.945.545.7

35219.640946.1039.945.645.8

35320.141050039.945.645.8

3595.641147.9F4045.645.9

36018.241237.104045.945.9

3709.641349F404646

37129.341449.10404646.1

3767.441519.7F40.44646.1

37715.141631.4040.546.146.1

3807.141748F40.546.146.2

38118.241838.4040.746.246.2

3842.841920.8F41.246.246.2

38524.442019.9041.346.246.3

38612.742138.9F41.746.346.3

3879.942240.5F42.446.346.3

38826.342343042.646.446.4

38936.542434042.746.446.5

39016.542549.4042.846.446.5

39123.142636.3042.946.446.5

39246.642728.1A42.946.546.6

3938.142827.2F43.346.546.6

39448.742929.2A43.346.546.6

39520.443030.5043.446.546.6

3965.543139.9F43.546.646.6

3971243229.1F43.546.746.7

39810.443316.5F43.746.846.7

39913.243418.9F44.146.846.8

40026.743526.3044.146.846.8

40129.243615.9044.346.846.9

40422.143726.6044.346.946.9

4053.143838.4F45.246.947

40618.943923.7045.347.147.1

40720.144046.8045.547.147.1

4093744122.5045.547.147.1

41048.644242A45.547.147.1

41148.844321.2A45.747.147.1

41236.344434.5045.847.247.2

4141.844539F45.847.247.2

4159.444629.8F46.247.247.2

41632.644730.1046.347.247.2

41748.744835.5A46.447.247.3

41812.544922.7F46.547.347.3

41919.845039.5046.647.347.3

42017.445149.4046.647.447.3

4213.245249.8F46.647.447.3

4221.745334.3F46.747.447.4

4232.545436.3F46.747.447.4

42433.545530046.747.547.4

42549.445637.8A46.847.547.4

42636.545749.7046.847.547.5

4272345849.8046.947.547.6

42827.145950046.947.547.6

4292646049.704747.547.7

43029.94614.604747.647.7

43148.94626.8A47.147.647.7

4323.34635.4F47.247.647.7

4333.946426.2F47.247.747.7

43417.746524.9047.347.747.7

43523.946629.8047.347.747.7

43610.746747.2F47.347.847.7

43712.84687.3F47.447.847.8

43837.746934.7047.447.847.8

43920.947042.1047.547.847.8

44046.847149.9A47.647.847.8

44122.147249.9047.747.847.9

44241.747349.8A47.747.947.9

44319.54743.2047.747.947.9

44434.54753.2047.847.947.9

445404764.204847.947.9

446324774.4048.247.948

44730.347822.8048.247.948

44834.94790.1048.34848

449214805048.34848

45039.64811.9048.34848.1

45149.548239.5A48.34848.1

45249.848516.7A48.44848.2

45333.54866.5048.448.148.2

45433.548748.4048.448.148.2

4553048810.3048.548.148.2

45637.84894048.648.148.2

45749.749019.2A48.648.148.2

45849.849112.7A48.648.248.2

4595049236.5A48.648.248.3

46047.749324.3A48.748.248.3

4613.349438.4F48.748.348.3

4625.749534.4F48.748.348.3

4634.749633.8F48.748.348.3

4642649746.2048.848.448.3

46520.249848.8048.848.448.3

46620.949949.3048.848.448.4

46746.750049.5A48.848.448.4

4684.250149.4F48.848.448.5

4704.750249.3F48.848.448.5

47149.950349.4A48.948.548.5

47249.950449.4A48.948.548.5

47349.850547.4A48.948.548.5

4742.150649.9F4948.548.5

4752.150749.8F4948.648.5

476350849.8F49.148.648.5

477350948.9F49.148.648.5

47823.451049.9049.148.648.6

4790.151149.9F49.248.648.6

480551249.7F49.248.648.6

4811.951348.7F49.248.648.6

48239.751449.2049.248.648.6

48516.751548.6049.348.748.6

4866.651647.4F49.348.748.6

48748.651747.8A49.348.748.7

4889.651847.8F49.348.748.7

4894.151949.7F49.348.748.7

49018.552049049.448.748.7

49111.252147.7F49.448.848.7

49237.352248049.448.848.7

4935.252348.8F49.448.848.7

50134.252446049.448.848.7

50348.952548.6A49.448.848.8

5085.752648.6F49.448.848.8

51149.952747.1A49.548.848.8

51645.852849.3A49.548.848.9

51746.552918.9A49.548.948.9

51846.853013.7A49.548.948.9

51948.853146.6A49.548.948.9

52048.353247.1A49.548.948.9

52147.353341.4A49.648.948.9

52247.353449.6A49.648.948.9

52348.553546.4A49.648.949

52445.253649.3A49.748.949

52548.253748.9A49.74949

53748.853848.9A49.74949

53848.653948.8A49.74949

53948.854049.8A49.74949

54049.454149A49.74949

5419.954244.3F49.84949

54249.854349.2A49.84949

54349.254448.8A49.84949

54448.854549.1A49.84949

54549.254649.2A49.84949

54649.154749.4A49.84949

54749.454849.3A49.84949

54849.354949.4A49.84949

54949.555049.3A49.849.149

5504955348A49.849.149

5579.955449F49.849.149.1

56949.955547.3A49.849.149.1

57148.455635.1A49.849.149.1

57248.755748.4A49.949.149.1

57549.756949.9A49.949.149.1

57645.557148.4A49.949.149.1

58030.157248.7049.949.149.1

58143.357549.7A49.949.149.1

58345.557642.4A49.949.249.1

59348.357846.9A49.949.249.1

59439.757935.3049.949.249.2

59547.358030A49.949.249.2

59648.858139.9A49.949.249.2

59749.658249.3A5049.249.2

59849.858332.8A5049.249.2

59949.558448.1A5049.349.2

60049.558545.5A5049.349.2

69317.858639.605049.349.2

6948.458727.3F5049.349.2

58824.849.349.3

58931.849.349.3

59037.149.349.3

59143.149.349.3

59223.249.349.3

59346.349.349.3

59437.349.349.3

59546.749.349.3

59648.249.349.3

59749.549.349.3

59849.449.349.3

59929.749.349.3

60038.749.349.3

60122.149.449.3

60849.849.449.3

60949.749.449.3

61049.949.449.3

61149.149.449.3

61249.749.449.3

61349.349.449.4

61448.849.449.4

61547.549.449.4

61649.949.449.4

61748.449.449.4

61848.149.449.4

61947.749.449.4

6204949.449.4

62148.149.549.4

62249.549.549.4

62348.649.549.4

62448.749.549.4

62549.349.549.4

62648.649.549.5

62748.549.549.5

62847.849.549.5

62948.149.549.5

63047.549.549.5

63149.349.549.5

6324949.549.5

63349.949.549.5

63449.949.649.5

63549.649.649.5

63747.849.649.5

63847.249.649.5

63947.649.649.6

64047.349.649.6

64147.249.649.6

64248.749.649.6

64349.749.649.6

64449.849.649.6

64549.749.749.6

64649.949.749.6

64748.949.749.6

64849.749.749.6

6494949.749.7

65049.549.749.7

65149.649.749.7

65249.749.749.7

65347.849.749.7

65447.749.749.7

65547.649.749.7

65647.449.749.7

65749.149.749.7

65848.349.749.7

65948.549.749.7

66048.549.749.7

6614949.749.7

66249.149.749.7

66349.549.749.7

66449.549.849.7

66549.349.849.7

6664949.849.7

66749.149.849.8

66849.449.849.8

66949.549.849.8

67049.949.849.8

67149.749.849.8

6725049.849.8

67344.949.849.8

67441.649.849.8

67544.749.849.8

67646.349.849.8

67747.649.849.8

67849.249.849.8

6795049.849.8

68049.949.849.8

68149.849.849.8

68249.949.849.8

68348.649.849.8

68445.449.849.8

68533.649.949.8

68649.349.949.9

68849.449.949.9

68949.949.949.9

69049.749.949.9

69149.849.949.9

69249.649.949.9

69345.949.949.9

6944549.949.9

6973749.949.9

69840.449.949.9

6992.849.949.9

70049.749.949.9

7011.549.949.9

70249.149.949.9

7038.349.949.9

7046.349.949.9

7055.849.949.9

71834.849.949.9

71948.749.949.9

7207.249.949.9

72549.449.949.9

72649.349.949.9

72748.949.949.9

72849.149.949.9

72949.449.949.9

73347.15049.9

73449.95049.9

73549.65049.9

73641.25050

73747.95050

73846.45050

73944.15050

74044.45050

74149.65050

50

1

269

74

97

2019

3760

11

Level of Service

before

after

Fraction on network at the given LOS

2

F125

E36

D46

C99

B179

A6

F57

E25

D42

C115

B368

A9

F45

E34

D41

C117

B373

A7

F2697

E746

D977

C201919

B376060

A111

2

0

0

0

0

0

0

3

0

0

0

0

0

0

0

0

0

0

0

0

00

00

00

00

00

00

-

, %

" "

2.788

2.21

, /

10059.447.7

10054.442.7

10060.848.4

CH

, %

19.9

27.8

27.9

, /

. -

1589.213:34:161666.783:16:15

589.213:34:16666.783:16:15310861.8219:49:3839708.6919:19:54

10861.8219:49:389708.6919:19:5448054.2165:00:1147159681:15:48

8054.2165:00:117159681:15:4859771.7195:40:38514546.31453:00:00 - 23.427.227.30.3490.10.1

9771.7195:40:3814546.31453:00:00610501.7210:46:56615449.71624:00:00 - 30.632.7330.1780.090.088

10501.7210:46:5615449.71624:00:0078934.1179:09:01716858.1339:16:15

8934.1179:09:0116858.1339:16:1587.20:10:42

3611.272:18:266809.5136:22:5190.80:02:07

227545:51:334291.587:24:40103.20:16:43

2376.948:09:264482.592:05:161122.50:29:32

6766.5137:59:316503.4130:10:37125.10:06:30

9189183:54:088822.5176:33:191330:03:43

1095.925:45:01211465:23:171430:03:46

20.60:25:2790.76:51:46152.80:03:27

7.71:31:53163.40:04:10

725.657:05:211145.9256:24:00174.70:05:40

1328.529:15:352509.361:58:39182.40:03:11

559.512:15:381056.929:52:49191.60:02:02

919.923:51:541337.8122:32:24201.40:01:44

1737.882:16:102086.9339:10:37211.80:02:08

1204.426:24:462274.552:25:122241.61:08:02

36.62:45:3315.11:08:382345.61:51:35

4659:47:01590.657:45:30241.70:06:20

684.460:02:381416.5126:58:30251.40:05:17

5.70:08:345.70:08:34261.30:05:23

2.90:04:232.90:04:24271.40:05:08

27.123:25:0727.129:05:15283.20:12:17

14.82:59:2914.82:59:30296.80:25:32

17.53:32:4717.53:32:46301.90:07:44

28.423:11:5928.441:43:55313.40:13:58

15.53:07:5515.53:07:55323.10:13:03

2822:47:342849:21:18333.20:13:44

26.317:35:1926.330:50:203427.21:46:55

16.73:25:0216.73:25:00364.40:14:51

3974135:11:4638.61:23:27412.50:10:29

1119.727:38:584491.1879:30:14423.30:04:40

990.620:21:284141.5105:37:204460.91:51:30

53431:49:171253225:05:394540.71:46:30

477.611:02:191102.9188:20:45463611.272:18:26466809.5136:22:51

315.46:40:35988.3169:25:5847227545:51:33474291.587:24:40

795.816:53:00758.487:18:22482376.948:09:26484482.592:05:16

1287.757:55:391790.4140:38:41496766.5137:59:31496503.4130:10:37

388.410:48:501009.952:02:09509189183:54:08508822.5176:33:19

279.37:57:35435.313:04:36511095.925:45:0151211465:23:17

732.315:36:211408.574:36:075220.60:25:275290.76:51:46

108.62:24:42671.314:21:48537.71:31:53

54.21:05:43102.42:52:2154725.657:05:21541145.9256:24:00

179.27:51:3246.70:58:24551328.529:15:35552509.361:58:39

181.368:47:3156559.512:15:38561056.929:52:49

5.60:08:295.60:08:2857919.923:51:54571337.8122:32:24

4.10:06:094.10:06:09581737.882:16:10582086.9339:10:37

317.36:51:591648.952:32:03591204.426:24:46592274.552:25:12

82721:12:301267.7232:38:426136.62:45:336115.11:08:38

868.117:54:32872.448:33:18624659:47:0162590.657:45:30

109.52:15:55339.367:55:1063684.460:02:38631416.5126:58:30

445.323:34:07115487:52:53645.70:08:34645.70:08:34

1486.631:58:051647.235:21:50652.90:04:23652.90:04:24

412.79:44:17666.615:34:146627.123:25:076627.129:05:15

286.46:03:46358.37:33:056714.82:59:296714.82:59:30

2.30:15:096817.53:32:476817.53:32:46

110:17:5096.62:30:446928.423:11:596928.441:43:55

8.20:54:3923.34:17:527015.53:07:557015.53:07:55

9.50:15:0483.32:12:17712822:47:34712849:21:18

113.64:32:261015.140:27:237226.317:35:197226.330:50:20

791:36:3495.72:02:517316.73:25:027316.73:25:00

683:23:51195.110:41:27763974135:11:467538.61:23:27

383.48:37:31485.511:23:47771119.727:38:58764491.1879:30:14

791:36:47110.92:21:5378990.620:21:28774141.5105:37:20

20:03:0120:03:017953431:49:17781253225:05:39

1.10:01:411.10:01:4180477.611:02:19791102.9188:20:45

319.76:38:14404.58:32:1581315.46:40:3580988.3169:25:58

1503:37:29188.44:29:1882795.816:53:0081758.487:18:22

565.318:06:25564.118:02:51831287.757:55:39821790.4140:38:41

573.514:43:26573.114:42:3784388.410:48:50831009.952:02:09

338.86:53:23428.99:27:5985279.37:57:3584435.313:04:36

83.31:43:16119.72:28:2786732.315:36:21851408.574:36:07

78.81:41:35113.42:24:3487108.62:24:4286671.314:21:48

326.18:29:03420.313:53:218854.21:05:4387102.42:52:21

65.91:46:56127.25:24:1489179.27:51:328846.70:58:24

413.532:12:31642.547:55:0089181.368:47:31

3636121:49:345412.1206:18:16905.60:08:29905.60:08:28

3170.775:21:495231.3134:46:45914.10:06:09914.10:06:09

655.523:06:331078.546:34:0692317.36:51:59921648.952:32:03

272.283:32:36271.883:29:559382721:12:30931267.7232:38:42

2776:57:01276.86:56:5094868.117:54:3294872.448:33:18

75.13:00:2475.12:59:1795109.52:15:5595339.367:55:10

394.618:33:29691.634:15:3396445.323:34:0796115487:52:53

668.126:10:421436.259:59:36971486.631:58:05971647.235:21:50

1.80:02:481.80:02:4898412.79:44:1798666.615:34:14

3.70:08:023.70:09:1899286.46:03:4699358.37:33:05

841.917:20:18841.317:18:551012.30:15:09

454.49:14:22454.19:14:04102110:17:5010296.62:30:44

578.111:37:16577.811:36:501038.20:54:3910323.34:17:52

463.89:19:06463.69:18:471049.50:15:0410483.32:12:17

550.211:02:0455011:01:55105113.64:32:261051015.140:27:23

541.810:52:47541.410:52:08106791:36:3410695.72:02:51

546.910:57:52546.610:57:28107683:23:51107195.110:41:27

740.714:50:35740.114:49:52108383.48:37:31108485.511:23:47

871.117:26:01870.517:25:18109791:36:47109110.92:21:53

1779.243:43:381791.850:21:2811020:03:0111020:03:01

635.613:22:51640.913:39:471111.10:01:411111.10:01:41

527.110:35:30531.710:40:42112319.76:38:14112404.58:32:15

3837:40:54386.37:44:441131503:37:29113188.44:29:18

238.64:47:36240.84:50:17114565.318:06:25114564.118:02:51

230.64:40:27232.94:43:10115573.514:43:26115573.114:42:37

436.68:45:594418:51:22116338.86:53:23116428.99:27:59

524.610:30:27529.710:36:2211783.31:43:16117119.72:28:27

541.610:52:061080.221:42:3511878.81:41:35118113.42:24:34

499.19:59:03996.819:56:30119326.18:29:03119420.313:53:21

572.411:31:11950.332:57:3412065.91:46:56120127.25:24:14

70823:39:401165.7198:02:41121413.532:12:31121642.547:55:00

153.86:54:53153.86:55:011223636121:49:341225412.1206:18:16

48125:55:11481.626:03:471233170.775:21:491235231.3134:46:45

4141.892:16:345126118:26:49124655.523:06:331241078.546:34:06

7594.5164:58:546576.1142:25:56125272.283:32:36125271.883:29:55

50.21:56:0658.42:12:431262776:57:01126276.86:56:50

48.41:39:2556.21:56:4012775.13:00:2412775.12:59:17

52.41:48:3860.92:07:10128394.618:33:29128691.634:15:33

47.51:37:3155.21:54:23129668.126:10:421291436.259:59:36

73.62:33:5685.52:59:171311.80:02:481311.80:02:48

71.72:36:0183.33:03:201323.70:08:021323.70:09:18

682:29:52792:50:52133841.917:20:18133841.317:18:55

62.72:28:2972.12:32:20134454.49:14:22134454.19:14:04

1278.842:15:58560.418:26:04135578.111:37:16135577.811:36:50

501:00:3099.82:00:56136463.89:19:06136463.69:18:47

210:26:5341.90:53:28137550.211:02:0413755011:01:55

35.40:46:3670.81:25:38138541.810:52:47138541.410:52:08

282.85:42:53565.111:20:43139546.910:57:52139546.610:57:28

177.425:12:55358.618:13:33140740.714:50:35140740.114:49:52

718.914:52:421199.224:16:45141871.117:26:01141870.517:25:18

34.50:42:5557.51:11:301421779.243:43:381421791.850:21:28

130:17:3721.70:29:36143635.613:22:51143640.913:39:47

89.71:54:08149.73:13:45144527.110:35:30144531.710:40:42

10:01:3310:01:331453837:40:54145386.37:44:44

1.80:02:471.80:02:47146238.64:47:36146240.84:50:17

209.85:16:07316.59:12:51147230.64:40:27147232.94:43:10

92.82:11:09140.14:17:10148436.68:45:591484418:51:22

115.72:43:17174.65:27:22149524.610:30:27149529.710:36:22

149.63:51:03225.88:05:49150541.610:52:061501080.221:42:35

357.210:09:33539.120:23:46151499.19:59:03151996.819:56:30

285.112:30:22411.319:17:59152572.411:31:11152950.332:57:34

394.616:18:44541.523:27:1715370823:39:401531165.7198:02:41

66415:25:45989.824:19:51154153.86:54:53154153.86:55:01

331.512:14:47344.312:40:2515548125:55:11155481.626:03:47

298.910:37:13493.123:31:041564141.892:16:341565126118:26:49

164.84:27:59271.812:55:021577594.5164:58:541576576.1142:25:56

132.94:35:03219.315:33:2015850.21:56:0615858.42:12:43

75.14:00:17123.913:10:3115948.41:39:2515956.21:56:40

Documents

Vladimir Zyryanov, Rostov State Civil Engineering University,