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ECEN 667 Power System Stability
Lecture 21: Modal Analysis
Prof. Tom Overbye
Dept. of Electrical and Computer Engineering
Texas A&M University
Special Guest Lecture by TA Hanyue Li
1
Announcements
• Read Chapter 8
• Homework 5 is due on Tuesday Nov 12
2
Quickly Determining the b Vectors
• A key insight is from an approach known as the
variable projection method (from Borden, 2013) that
for any signal k
A. Borden, B.C. Lesieutre, J. Gronquist, "Power System Modal Analysis Tool Developed for Industry Use," Proc. 2013
North American Power Symposium, Manhattan, KS, Sept. 2013
i
1
ˆ ( ) ( )
And then the residual is minimized by selecting ( )
where ( ) is the m by n matrix with values
( ) if corresponds to a real eigenvalue,
and ( ) cos( ) and
i j
i j
k k
k k
t
ji
t
ji i j
e
e t
y α Φ α b
b Φ α y
Φ α
α
α
1 1 ( ) sin( )
for a complex eigenvalue; 1
Finally, ( ) is the pseudoinverse of ( )
i jt
ji i j
j
e t
t j T
α
Φ α Φ α
Where m is the number of measurements
and n is the number of modes
3
Aside: Pseudoinverse of a Matrix
• The pseudoinverse of a matrix generalizes concept of a
matrix inverse to an m by n matrix, in which m >= n
– Specifically this is a Moore-Penrose Matrix Inverse
• Notation for the pseudoinverse of A is A+
• Satisfies AA+A = A
• If A is a square matrix, then A+ = A-1
• Quite useful for solving the least squares problem since
the least squares solution of Ax = b is x = A+ b
• Can be calculated using an SVD T
T
A UΣV
A VΣ U
4
Least Squares Matrix Pseudoinverse Example
• Assume we wish to fix a line (mx + b = y) to three
data points: (1,1), (2,4), (6,4)
• Two unknowns, m and b; hence x = [m b]T
• Setup in form of Ax = b
1 1 1 1 1
2 1 4 so = 2 1
6 1 4 6 1
m
b
A
5
Least Squares Matrix Pseudoinverse Example, cont.
• Doing an economy SVD
• Computing the pseudoinverse
0.182 0.7656.559 0 0.976 0.219
0.331 0.5430 0.988 0.219 0.976
0.926 0.345
T
A UΣV
0.976 0.219 0.152 0 0.182 0.331 0.926
0.219 0.976 0 1.012 0.765 0.543 0.345
0.143 0.071 0.214
0.762 0.548 0.310
T
T
A VΣ U
A VΣ U
In an economy SVD the S matrix has dimensions of
m by m if m < n or n by n if n < m
6
Least Squares Matrix Pseudoinverse Example, cont.
• Computing x = [m b]T gives
• With the pseudoinverse approach we immediately see
the sensitivity of the elements of x to the elements of b
– New values of m and b can be readily calculated if y changes
• Computationally the SVD is order m2n+n3 (with n < m)
10.143 0.071 0.214 0.429
40.762 0.548 0.310 1.71
4
A b
7
2000 Bus System Example
• In PowerWorld open the case
ECEN460_TSGC_GenDrop
– This is a 2000 bus synthetic electric grid on the ERCOT
footprint that we use in our undergraduate and graduate classes
to study larger power systems
• Run the predefined transient stability contingency
– Response following the loss of two generators This is a synthetic power system model that does NOT represent the actual grid. It was developed as part of the US ARPA-E Grid Data research project and contains no CEII. To reference the model development approach, use:
For more information, contact [email protected].
A.B. Birchfield, T. Xu, K.M. Gegner, K.S. Shetye, and T.J. Overbye, "Grid Structural Characteristics as Validation Criteria for Synthetic Networks," IEEE Transactions on Power Systems, vol. 32, no. 4, pp. 3258-3265, July 2017.
Potential Coal Plant RetirementsStatusMax MWBus Number
Note: this grid is fictitious and doesn't
represent the real Texas grid
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WACO 1
AUSTIN 2
PASADENA 3
ARLINGTON 1
M CKINNEY 3
JACKSONVILLE 1
KYLE
M ANSFIELD
GREENVILLE 1
HOUSTON 4
CYPRESS 1
HOUSTON 90
POINT COM FORT 2
LAKE JACKSON
SILVER
ROSCOE 2
TRINIDAD 1
AUSTIN 3
EL CAM PO
LEAGUE CITY
COPPERAS COVE
CEDAR CREEK 1
COLLEGE STATION 2
PFLUGERVILLE
CEDAR PARK
ANGLETON
SHERM AN 1
WINCHESTER
LEANDER 1
ABILENE 2
KENEDY
GRAND PRAIRIE 3
SAN ANTONIO 2
M IDLOTHIAN 1
BAY CITY
CUERO 2
FAIRFIELD 1
TEXAS CITY 1
SAN ANTONIO 37
TAFT 1
SPRING 2
POOLVILLEALLEN 1
VICTORIA 1
SNYDER 2
SEGUIN 1SUGAR LAND 2
ALVIN
M AGNOLIA 1
BRYSON 1
KILLEEN 4
COLUM BUS
CALDWELL
LAREDO 4
CONROE 5
LAPORTE
FANNIN
TYLER 4
PARIS 2
CORPUS CHRISTI 1
SAN JUAN
M ISSION 4
DENTON 1
M ERKEL 1
WACO 2
LAREDO 1
BREM OND
DAYTON
FLUVANNA 2
BRYAN 1
KILLEEN 3
STEPHENVILLE
WINGATE
FREEPORT 1
M ISSOURI CITY 2
NEWGULF
GRANBURY 2
BURNET
GRANBURY 1
SUGAR LAND 3
WILLIS 1
SAN ANTONIO 50
KATY 2
NURSERY
NEW BRAUNFELS 1
KELLER 2
CHANNELVIEW 1
ALEDO 1
SAN ANTONIO 22
GARLAND 1
JACKSBORO 1
PANHANDLE 2
ROCKDALE 1
SAN MARCOSHOUSTON 5
BAYTOWN 1
ODESSA 1
SAN ANTONIO 1
ELMENDORF
WILLIS 2
SAVOY
PANHANDLE 4
WICHITA FALLS 1
WADSWORTH
MARBLE FALLS 2
O DONNELL 1
MCCAMEY 1
PEARSALL
CORPUS CHRISTI 3
SHIRO
PORT LAVACA
FAIRFIELD 2
SARITA 1
ARMSTRONG 1
FLORESVILLE
VICTORIA 2
GEORGETOWN 3
GLEN ROSE 1
OLNEY 1
MISSION 1
GREGORY
GOLDTHWAITE 1
CORSICANA 2
CUSHING 1
MOUNT PLEASANT 2
DALLAS 1
GRAHAM
RICHARDSON 2
BROWNWOOD
TYLER 7
MOUNT PLEASANT 1
MT. ENTERPRISE
JEWETT 1
SAN PERLITA
AUSTIN 1
MONAHANS 1
FRANKLIN
OILTON
CHRISTINE
CHRISTOVAL
WHARTON 1
MIAMI
KERRVILLE
PALO PINTO 1
STERLING CITY 1
ROSCOE 5
DEL RIO BOERNE 2
MARION 1
BRENHAM
GALVESTON 1
LA GRANGE
BASTROP
PARIS 1
YOAKUM
RALLS 1
TEMPLE 1
LAREDO 7
SPRING 8
MCKINNEY 1
EAGLE PASS
LUFKIN 3
FREEPORT 2
HONDO
HERMLEIGHABILENE 1
ALBANY 1
ENNIS
RIESEL 1
BRIDGEPORT
KATY 3
THOMPSONS
8129
8130
8131
6078
6079
6080
563 MW
563 MW
563 MW
660 MW
660 MW
660 MW
Closed
Closed
Closed
Closed
Closed
Closed
8
2000 Bus System Example
• On the Transient Stability page select Results
from RAM, view the Bus page display just the bus
frequencies, right-click and select Modal Analysis
All Columns We’ll work with frequencies
in Hz rather than per unit
9
2000 Bus System Example
• Initially our goal is to understand the modal
frequencies and their damping
• Initially we’ll consider just one of the 2000 signals
Toggle the Include to
“No” for all the 2000
signals, except set
the first one to “Yes”
Once only the first
signal is selected,
click the Do Modal
Analysis
10
2000 Bus System Example, One Signal
• Note the modes and their damping. The signal
dialog indicates that we have fairly accurately
reproduced the first signal
Comparison of frequency for
the first bus
Calculated mode
information
11
2000 Bus System Example, Comparing the Other Signals
• Sort on the cost function to see the worst match
• Now we will rerun it including this bus frequency
signal as well; that is, now a total of two signals
Bus 8078 has the worst match
12
2000 Bus System Example, Now With Two Signals
• The left image shows the original match for bus 8078
(when not included), and the right when included
13
Updated Modes
• The calculated modes and damping have changed
slightly with the additional signal
14
2000 Bus System Example, Iterative Matrix Pencil
• Now run the Iterative Matrix Pencil method
15
2000 Bus System Example, Iterative Matrix Pencil
• With the inclusion of just ten signals (out of 2000)
quite accurate modal information is obtained for all
2000 frequency signals
This is the worst match (at bus 1072)
16
Takeaways So Far
• Modal analysis can be quickly done on a large
number of signals
– Computationally is an O(N3) process for one signal,
where N is the number of sample points; it varies linearly
with the number of included signals
– Number of sample points is automatically determined
from the highest desired frequency (The Nyquist-
Shannon sampling theory requires sampling at twice the
highest desired frequency)
– Determining how signals are manifested in modes is fast
(done when Include Reproduced is Yes)
17
Getting Mode Details
• Detailed information about each mode is available by
right-clicking on mode and selecting Show Dialog
18
Quickly Visualizing Results: Geographic Data Views (GDVs)
• GDVs were introduced into PowerWorld about twelve
years back to provide a quick way of visualizing
geographic information; they are ideally suited for
modal results
• To create a GDV oneline of the substations, go to Case
Information, Aggregation, Substations. Then right-
click in any column (Gen MW here) and select
Geographic Data View, Select Column then
Geographic Data View
• This displays the Geographic Data View Customization
Dialog
19
GDV Customization Dialog
• Select Browse to Open an Existing Oneline and select
NorthAmerica_Blank
• The Fields and
Attributes page can
be used to customize
the GDV appearance
• As an example of a
GDV showing the
substation gen MW,
select the Total Area field
• Select Add Geographic Data View Objects…
20
GDV Display Customization
• As created the GDV shows substation generation,
but we will shortly modify it to show modal
information
• Save the display with a
different name – say
ECEN460_SubGen
• To modify a GDV oneline,
just right-click on any
GDV display object and
select View Geographic
Data View Options
O DONNELL 1
BIG SPRING 1
O DONNELL 2
BIG SPRINGS
M CCAM EY 1
M ONAHANS 1
BIG SPRING 3
IRAAN 1
ODESSA 1
GOLDSM ITH
PANHANDLE 2
PARIS 2
WICHITA FALLS 1
VERNON 1
ARCHER 2
RALLS 1
PARIS 1
PANHANDLE 1
M IAM I
BLACKWELL
CHRISTOVAL
ABILENE 2
SNYDER 1
ROSCOE 2
ROSCOE 5
WINGATE
STERLING CITY 1
TRENT 1
NOLAN
HERM LEIGH
M ERKEL 1
ABILENE 1
FLUVANNA 2
SYNDER
ROSCOE 1
ROSCOE 3
SARITA 3
CHRISTINEFANNIN
SEBASTIAN 2
GREGORY
M ISSION 1
CORPUS CHRISTI 3
SANTA ROSA 1
TAFT 2
SARITA 1
ARM STRONG 1
CORPUS CHRISTI 1
SARITA 2
BRUNI 1
TAFT 1
SAN PERLITA
BROWNSVILLE 1
SEBASTIAN 1
DALLAS 1
GRAHAM
ARL INGTON 1
DENTON 1BRYSON 1
POOL VIL L E
OLNEY 1
GOLDTHWAITE 1
GLEN ROSE 1
TEM PLE 1
MCKINNEY 1
GRANBURY 1
DALLAS 2
RIESEL 1
BRIDGEPORT
ENNIS
ALBANY 1
GRANBURY 2
PALO PINTO 1
M IDLOTHIAN 1
BASTROP
AUSTIN 3
SAN ANTONIO 2
MARION 1
LA GRANGE
WINCHESTER
ROCKDAL E 1
SAN ANTONIO 1
SEGUIN 1
M ARBLE FALLS 2
ELMENDORF
AUSTIN 2
CEDAR CREEK 1
NEW BRAUNFELS 1
AUSTIN 1
PASADENA 2
NURSERY
VICTORIA 2
POINT COM FORT 2
BAYTOWN 2
WADSWORTH
DEER PARKLAPORTE
HOUSTON 5
HOUSTON 4
BAYTOWN 1PASADENA 3
BAYTOWN 3
WHARTON 1
FREEPORT 1
NEWGULF
PASADENA 1
THOMPSONS
CHANNEL VIEW 1
WIL L IS 1
HOUSTON 6
POINT COM FORT 1VICTORIA 1
LA PORTE
ALVIN
FREEPORT 2
FAIRFIELD 1
JEWETT 1
M T. ENTERPRISE
FRANKLIN
JACKSONVILLE 1
M OUNT PLEASANT 1
The GDV Styles can also
be shown by selecting
Onelines, List Display,
Geo Data View Styles
21
Transient Stability Toolbar
• One application of GDVs is wide area visualization
of time-sequenced results using the transient
stability toolbar
• These displays can then be made into a movie by
either
– Capturing the screen as the contours are creating using
screen recording software such as Camtasia
– Or having Simulator automatically store the contour
images as jpegs and then creating a movie using software
such as Microsoft Movie Maker
22
Transient Stability Toolbar
• The toolbar uses stored transient stability results,
and hence it is used only after the transient stability
solution has finished
– It can be used with results that are either saved RAM or
saved to the hard drive
– It has recently been updated to show PMU and modal
analysis data
• It requires having a oneline with objects associated
with the desired results (such as buses, generators,
substations, etc)
– Again these can be auto-created with GDVs
23
Showing the Toolbar
• The toolbar is shown by either
– Selecting Add-ons, Stability Case Info, Show Transient
Contour Toolbar
– On the Transient Stability Analysis Form select the Show
Transient Contour Toolbar button at the bottom of the form
• The toolbar is only fully enabled if there are results to
contour
• We’ll demonstrate it using the previous GDV, except
changing the object size to be almost not visible
The oneline is saved as ECEN460_SubSmall
24
Toolbar
Use to control
time
Only objects
with associated
time-varying
data should be
selected
Use options to
control the contour
and the storage of
images for movies
25
Toolbar: Voltage Deviation
Sometimes the best
field to visualize is
the deviation from the
initial values (here the
figure shows voltage
magnitude deviation)
Designing synthetic
grids helps to
highlight the
complexities in
designing the actual
grid!!
26
Visualizing Mode Magnitude and Angle Components
• GDVs can be used to quickly visualize information
about the modes
• To visualize mode magnitude and angles, we’ll use the
substation custom fields to store the mode values
• Rerun modal analysis using the substation average
frequency field. That is,
– Start from the Results From RAM, Substation display
– Show just Frequency Average field
– Right-click to select “Modal Analysis All Columns” to show
the Modal Analysis Form
– Select the Iterative Matrix Pencil method and click on Do
Modal Analysis; view the Mode Details dialog for 0.63 Hz
27
Visualizing Mode Magnitude and Angle Components
• We’ll use the custom fields
to tell the substation objects
about this mode’s data
– Select the Angle field, set the
Custom Floating Point Field to
1; click Transfer Results
– Repeat, except click on the
Magnitude Unscaled field and set the Custom
Floating field to 2
• Create a new GDV display using the
ECEN460_SubSmall display (the customizations
are on the next slide)
28
GDV Visualization of Mode Magnitude and Angle Components
• Set the GDV Style as
– On the General Display Options page set the Style to
Arrows and the Text to Show field to None.
– On the Fields and Attributes page
• Total Area uses the Custom Float 2 field (magnitude); a ballpark
largest size should be 50000.
• Rotation Angle uses the Custom
Float 1 field (angle)
• Line Thickness uses the Custom
Float 2 field (magnitude)
• Once a oneline has been setup,
it can be saved for repeated use
• Save the oneline as
ECEN460_Modes
29
Visualization of 0.63 Hz Mode
ODES
SA 2
PRES
IDIO
2
O D ONNEL L 1
BIG
SP
RIN
G 5
VAN
HO
RN
IRAAN 2
PRES
IDIO
1
SANDERSO
N
MONAHAN
S 2
GRA
NDF
ALLS
MARFA
GA
RD
EN C
ITY
ODESS
A 4
NO
TREES M
IDLAND 4
BIG
SP
RIN
G 1
O DONNEL L 2
ODESS
A 6
BIG
SP
RIN
GS
MID
LAND 2
COAHOMA
MID
LAN
D 3
ALPI
NE
FORT D
AVIS M
CCA
MEY
1
BIG
SP
RIN
G 4
CRANE
ODESS
A 5
FOR
T ST
OCKT
ON
1
AND
REW
S
FORSAN
BIG
LA
KE
MID
LAND 5
OZO
NA
MONAHAN
S 1
ST
AN
TO
N
ODONNE LL
LEN
ORAH
IRAAN 3
BIG
SP
RIN
G 6
ODES
SA 3
BIG
SP
RIN
G 3
BIG
SP
RIN
G 7
MID
LAN
D 1
IRAAN 1
ODES
SA 1
FOR
T ST
OCKT
ON
2
FOR
T ST
OCKT
ON
3
BIG
SP
RIN
G 2
KERM
IT
PECOS
SHEF
FIE
LD
MC
CAM
EY 2
LAMES
A
GO
LDSM
ITH
RALLS 2PARIS 3
SAVOY HONEY GROVE
MEMPHIS
IOWA PARKVERNON 2
PANHANDL E 2
CHILDRESS
FORESTBURG
SHERMAN 3
PANHANDL E 4
WICH ITA FALL S 6
PARIS 2
WICH ITA FALL S 4
WHEELER
DEPORT
WICH ITA FALL S 3
SILVERTON
BONHAMMATADOR
ARTHUR CITY
LEONARD
GORDONVILLE
KNOX CITY
WICH ITA FALL S 7
LINDSAYECTOR
SUNSET
CLARKSVILLE
PANHANDL E 3
SADLERWHITESBORO
SHEP PARD AFB
POTTSBORO
BELLS
CROSB YT ON
ELECTRA
PATTONVILLE
HENRIETTA
PANHANDL E 6
BOWIE
WICH ITA FALL S 1
WHITE DEER
ROXTON
VERNON 1
DENISON 2 SUMNERGAINESVILLE
ASPERMONT
WICH ITA FALL S 5
WINDTHORST
HOWE
ARCHER 2COLLINSVILLE
JAYTON
MUENSTER 1
PADUCAH
NOCONA
DODD CITY
WICH ITA FALL S 2
MONTAGUE
SPUR
ARCHER 1 ANNONA
SEYMOUR
DENISON 1
PANHANDL E 5
RALLS 1
SHERMAN 1WHITEWRIGHT
SHERMAN 2
ROCHESTER
BURKB URNETT
MUENSTER 2
ARCHER CITY
PETROLIA
PARIS 1
BAGWELLTELEPHONE
PANHANDL E 1
VAN ALSTYNE
TIOGAVALLEY VIEW
MIAMI
TRENTON
HASKELL
SAINT JO
KE
RR
VIL
LE
SWEETWATER 4
LEAKEY
HAMLIN
ME RKEL 3
COL EMAN
SO
NO
RA
CAMP WOOD
LLAN
O
WILLOW CITY
ABILENE 4
KING SLAND
ROSCOE 6
BLAC
KWELL
CHR
IST
OVAL
LUEDERS
COL ORAD O CITY
ST AMF ORD
ELDORADO
SAN SABA
ABILENE 2
LOMETA
SAN
AN
GELO
1
TUSCOLAABILENE 7
SNYD
E R 1
CHE ROK EE
R ICH LAN D SPR IN GS
ROSCOE 2
BALLI
NGER
SILVE R
ROSCOE 5
ANSON
DEL R
IO
HUNT
WINGATE
STER
LIN
G C
ITY
1
ROSCOE 4
BRADY
TRENT 1
OVALO
NOLAN
MILE
S
BRACKETTVILLE 2
M ASON
BRACKETTVILLE 3
ABILENE 6
HERMLEIGH
ME RK EL 1
LORAINE 1ABILENE 1
ROCKSPRINGS
ME RKEL 2
FLUVANNA 2
DYE SS AFB
HAWLEY
BU C HA NA N D A M 2
ABILENE 3
SWEETWATER 5
BU C HA NA N D A M 1
INGR
AM
KEMPNER
FLU VANNA 1
STER
LIN
G C
ITY
2
SAN
AN
GELO
2
ROTAN
SY NDE R
BRACKETTVILLE 1
ROSCOE 1
UVALDE
FRED
ERICK
SBUR
G
ABILENE 5
SABINAL
SWEETWATER 2
LORAINE 2
ROSCOE 3
SA
N A
NG
ELO
3
TUSOCOLA
EDEN
SNYDE R 2
SWEETWATER 1
MEN
ARD
WINTERS
GOLDSBORO
SWEET
WA TER 3
GOODFEL
LOW AFB
SANTA ANNA
ROWE NA
TRENT 2
JUNCTIO
N
LAMPASAS
LAUGHLIN A F B
EDINBURG 3
LAREDO 7
BRUNI 2
MCALLEN 2
POT
EET
SARITA 3HEBBRONVILLE
PROGRESO
EDINBURG 2
EAGLE PASS
CHARLOTTE
CORPUS CHRISTI 4
WOODSBORO
MERCEDES
CORPUS CHRISTI 16
EDCOUCH
ENCINAL
MOORE
CHRISTINE
MCALLEN 3
FANNIN
SAN YGNACIO
KINGSVILLELAREDO 6
HIDALGO
CORPUS CHRISTI 18
CRYSTAL CITY
SINTON
BEEVILLE
MISSION 4SAN JUAN
FALCON HEIGHTS 2
FALCON HEIGHTS 1
LA JOYASEBASTIAN 2
BISHOP
ARMSTRONG 2
SKIDMORE
CORPUS CHRISTI 9
GREGORYCORPUS CHRISTI 2
WESLACOHARLINGEN 1
ELSA
CORPUS CHRISTI 17
BROWNSVILLE 2
CORPUS CHRISTI 10
MISSION 1
CORPUS CHRISTI 8
MISSION 3
CORPUS CHRISTI 3
RIO HONDO
CORPUS CHRISTI 5
PHARRSANTA ROSA 1
ODEM
CORPUS CHRISTI 13
LAREDO 3
OLMITO
EDINBURG 1
TAFT 2
PORT ISABEL
DONNA
INGLESIDE
CORPUS CHRISTI 11
LOS FRESNOS HARLINGEN 2
RIVIERA
LAREDO 1
JOURDANTON
GEORGE WEST
ROMA
CORPUS CHRISTI 12
SANTA MARIA
MCALLEN 1
CORPUS CHRISTI 7
FALFURRIAS
PETTUS
BROWNSVILLE 3
ALICE
RIO GRANDE CITY
PREMONT
FREER
PEARSALL
SANDIA
SARITA 1
DILLEY
ORANGE GROVE
PORTLAND
LAREDO 4
THREE RIVERS
ROCKPORT
CORPUS CHRISTI 15
ARMSTRONG 1
PENITASSULLIVAN CITY
CORPUS CHRISTI 6
MISSION 2
CORPUS CHRISTI 1
GRULLA
SARITA 2
HARGILL
CORPUS CHRISTI 14
MATHIS
ARANSAS PASS
SAN BENITO
PLEASANTON
REFUGIO
LYTLE
LAREDO 2
BRUNI 1
GOLIAD
SAN DIEGOPORT ARANSAS
TAFT 1
SAN PERLITA
ZAPATA
SANTA ROSA 2
COTULLA
QUEMADO
CARRIZO SPRINGS
LAREDO 5
RAYMONDVILLE
BROWNSVILLE 1
LEMING
SEBASTIAN 1
GARLAND 5
KERENS
LIPAN
DALLAS 24
DENTON 4
ALBANY 2
DALLAS 21
PLANO 2
THORNTON
DENTON 5
EARLY
DECATUR
KELLER 2
PONDER
JACKSBORO 1
ALEDO 1
GAT ESV ILL E 4
CLEBURNE 2
FORT WORTH 1 4
FORT WORTH 2 3
FORT WORTH 1
TROY
SPRINGTOWN
PRINCETON
DALLAS 27DALLAS 1
ROYSE CITY
BOYD
ST EPHE NV ILLE
MANSFIELD
GREENVILLE 1PLANO 4
GROESBECK
GRAHAM
MABANK 2
ARLINGTON 1DALLAS 41
WACO 3
DALLAS 19
BANGS
PROSPER
EVANT
TERRELL 1
AUBREY
WACO 4
LORENA
FORT HOOD
ARLINGTON 5
MCKINNEY 3
DALLAS 38
ARLINGTON 9
MILFORD
CLIFTON 1
DALLAS 15
FROST
GRANDVIEW
HASLET
BARDWELL
LAKE DALLASPLANO 1
EULESS 2
FORT WORTH 2 4
FLOWER MOUND 2
DALLAS 11
COMANCHE
RICHARDSON 2
FORT WORTH 8
IRVING 1
DALLAS 44LANCASTER 1
PALO PINTO 2
ADDISON
HICO
KRUM
KAUFMAN
CADDO MILLSPLANO 7
FORT WORTH 5
BAIRD
PERRIN
BROWNWOOD
DALLAS 6
MARLIN
ARLINGTON 6
DALLAS 8
JONESBORO
DALLAS 33
GO LDTH WAITE 2
PLANO 5
BELTON
TOLAR
BRECKE NRIDGE
EASTLAND
COOPER
WACO 1
DALLAS 42
GAT ESV ILL E 1
ANNA
MOODY
FORT WORTH 2
WACO 6
GRAND PRAIRIE 1
ROWLETT 2
PLANO 6
IRVING 5DALLAS 7
BRYSON 2
MORGAN
SACHSE
PARADISE
RIO VISTA
STRAWN
MAY
DESOTO
MESQUITE 2
ROSEBUD
DENTON 2
DALLAS 4
AXTELL
NOLANV ILLE
DENTON 1
DALLAS 39
DUBLIN 1
MERTENS
WEATHERFORD 1
PLANO 3
MALONE
DENTON 3
GRAFORD
ARLINGTON 8
ROCKWALL 1
CORSICANA 2
GARLAND 2
GAT ESV ILL E 2
CARROLLTON 3
FORT WORTH 2 6
RHOME
VENUS
OLNEY 2
CARROLLTON 1
DALLAS 20
GORDON
MERIDIAN
KILLEEN 4
DUNCANVILLE 1
ARGYLE
BRYSON 1
FORT WORTH 1 2
MINERAL WELLS
COOLIDGE
RICE
DALLAS 35
POOLVILLE
WAL NUT SPRINGS
BEDFORD 2
HUBBARD
FERRIS
GARLAND 4
DALLAS 32
PILOT POINT
FORT WORTH 6
N OR TH RIC H LAN D H ILL S 2
JUSTIN
SCURRY
SANGER
KILLEEN 1
MABANK 1
MEXIA
CARROLLTON 2
NEVADA
ZEPHYR
TERRELL 2DALLAS 14
DALLAS 13
DALLAS 28
HAMILTON
ARLINGTON 7
EULESS 1
FRISCO 1
SALADO
OLNEY 1
GO LDTH WAITE 1
FORT WORTH 2 2
GRAPEVINE
GLEN ROSE 2KOPPERL
BEDFORD 1FORT WORTH 2 9 DALLAS 5
GRAND PRAIRIE 2
DALLAS 22
FLOWER MOUND 1ROANOKE
MILLSAP
FORRESTONITALY
FORNEY
LAVON
GLEN ROSE 1DE LEON
KELLER 1
CEDAR HILL
MC GREGOR
COMMERCE
MIDLOTHIAN 2
WEST
BARTLETT
DALLAS 16
COPPELL
WILMER
DAWSON
MART
LITTLE E LM
TEMPLE 2TEMPLE 1
QUINLAN
CHICO
DUBLIN 2
ARLINGTON 2
WOLFE CITY
DALLAS 26
WHITNEY
FORT WORTH 2 5FORT WORTH 2 7
JOSHUA
DALLAS 12
MCKINNEY 1ALLEN 1
ALEDO 2
THE COLONY
SUNNYVALEDALLAS 10
FORT WORTH 4 DALLAS 30
AZLE
HUTCHINS
VALLEY MILLS
DENTON 6
MESQUITE 3
GRANBURY 1
DALLAS 2
MOUNT CALM
RIESEL 2
DALLAS 17
ARLINGTON 4
CELINA
FORT WORTH 1 6
RED OAK
CLYDE
IRVING 2ROWLETT 1
JACKSBORO 2
GRANBURY 3
SOUTHLAKE
DALLAS 29
LEWISVILLE 1
DALLAS 36
HILLSBORO
FORT WORTH 1 5
CISCO
ITASCA
LANCASTER 2
GARLAND 1DALLAS 9
DUNCANVILLE 2
MESQUITE 1
MAYPEARL
GARLAND 3
ALLEN 2
RIESEL 1
BRIDGEPORT
LEWISVILLE 2
SEAGOVILLE
DALLAS 31HALTOM CITY
BALCH SPRINGSFORT WORTH 1 3DALLAS 43
KILLEEN 2
WACO 5
FORT WORTH 9
ENNIS
DALLAS 3
RICHARDSON 1
FORT WORTH 2 1
WACO 2
ROGERS
CHINA S PRING
ALBANY 1
MCKINNEY 2
GRANBURY 2
CLIFTON 2
FARMERSVILLE
ARLINGTON 10
KILLEEN 3
WYLIE
PALO PINTO 1
FORT WORTH 1 0
JOSEPHINELEWSIVILLE
DALLAS 40
KEMPWAX AHACHIE 2
HURSTFORT WORTH 1 8
WEATHERFORD 2
ROCKWALL 2WEATHERFORD 3
FORT WORTH 3
NEWARK
SANTO
DALLAS 18
ELM MOTT
FORT WORTH 1 7
WAX AHACHIE 1
ARLINGTON 3FORT WORTH 2 0
FORT WORTH 7FORT WORTH 1 1
MIDLOTHIAN 1
HEWITT
ARLINGTON 11
GRAND PRAIRIE 3
MELISSA
COPPERAS COVE
CLEBURNE 1
GREENVILLE 2
ALVORD
GORMAN
COLLEYVILLE
HOLLAND
TEMPLE 3
DALLAS 34
IRVING 4
FRISCO 2
GAT ESV ILL E 3
DALLAS 25DALLAS 37
FORT WORTH 1 9
WOODWAY
MINGUS
THRO CKMO RTON
NEMO
ABBOTT
ALVARADO
CORSICANA 1
HARKER H EI GHTS
IRVING 3
BURLESON
FORT WORTH 2 8
DALLAS 23
N OR TH RIC H LAN D H ILL S 1
CROSS PLA INS
BL OOM ING GROVE
CON
VE
RS
E
SAN ANTONIO 46
BASTROP
MAR
ION 2
PA IGE
SAN ANTONIO 42
WAELDER
ATAS
COSA
SAN ANTONIO 40
CIB
OLO
AUS TIN 6
AUS TIN 25
H OR SE SH O E BA Y
LEANDE R 1
AUS TIN 10
SAN ANTONIO 31
SAN ANTONIO 49
ELGIN
AUS TIN 31
RUNGE
YOAKUM
AUS TIN 37
PFLUG ER VILL E
SAN ANTONIO 12
AUS TIN 3
SAN ANTONIO 48
SAN ANTONIO 19
SAN ANTONIO 2BE
RGH
EIM
NEW BRAUNFELS 2
D HANIS
SAN ANTONIO 24
AUS TIN 7
BRENHAM
BERTRAM
MAR
ION 1
LA G
RANGE
M AR BL E FA LLS 1
ROU ND RO CK 1
WIM
BER
LEY
GON
ZALE
S
SAN ANTONIO 11
SAN ANTONIO 14
HUTTO
LULI NGSAN ANTONIO 21
AUS TIN 12
SAN ANTONIO 15
ADK
INS
WIN
CHES
TER
ROCKDALE 1
NAT
ALIA
AUS TIN 20
SAN ANTONIO 43
SAN ANTONIO 5
TAYLOR
SMI THVIL LE
CEDAR PARK
SAN ANTONIO 25
HALLETTSVILLE
AUS TIN 5
NEW BRAUNFELS 3
SUTHERLAND SPRINGS
AUS TIN 34
CAMERON
SAN A
NTONIO
35
MED
IN
A
M ANCHACA
SPRIN
G B
RAN
CH
AUS TIN 19
FLATONIA
GRANGER
FAYE
TTEVIL
LE
G EO RG ET O WN 2
AUS TIN 35
PIPE CR
EEK
RED ROCK
JARRELL
SAN A
NTONIO
1
SAN ANTONIO 36
SCH
ULEN
BURG
SAN ANTONIO 22
DRIPPING SPRINGS
SAN ANTONIO 26
M AR BL E FA LLS 3
BO
ERN
E 1
WA
SHING
TON
SC
HER
TZ
AUS TIN 8
SEGU
IN 1
SAN ANTONIO 45
SAN ANTONIO 52
CUERO 2
SAN ANTONIO 10
AUS TIN 16
AUSTIN 39
SAN ANTONIO 51
SAN ANTONIO 41
LA VER
NIA
MANOR
SAN ANTONIO 38
GIDDING
S
AUS TIN 32
AUS TIN 38
AUS TIN 30
AUS TIN 28
COL
UMB
US
SHIN
ER
SAN ANTONIO 3
CALDWELL
AUS TIN 18IND
USTRYDAL E
SAN ANTONIO 37
SAN ANTONIO 18
SAN ANTONIO 33
MAR
TIND
ALE
SAN ANTONIO 17
SAN ANTONIO 23
AUS TIN 29
L EXI NGTON
LEANDE R 2
AUS TIN 15
MICO
M AR BL E FA LLS 2
AUS TIN 36
LOCKHART
AUS TIN 17
SAN ANTONIO 13
FALLS CITY
AUS TIN 27
AUS TIN 23
SAN ANTONIO 27
BLAN
CO
AUS TIN 24
SAN
MA
RCO
S
BUDA
DEL VALLE
AUS TIN 4
SAN ANTONIO 50
BURLINGTON
AUS TIN 13
ELM
ENDO
RF
SAN ANTONIO 6
CAN
YON
LAK
E
JO H NS ON CIT Y
YORKTOWN
AUS TIN 2
LACKLAND A F B
L IBERTY HIL L
KENEDY
CUERO 1
SAN ANTONIO 20
VON
ORM
Y
KYL E
SEGU
IN 2
UNIVERSAL CITY
SPICEWOO D
SAINT HEDWIGS
AN ANTONIO 16
BOE
RNE 2
SAN ANTONIO 32
AUS TIN 26
AUS TIN 21
SAN ANTONIO 44
CEDAR CREEK 1
NEW BRAUNFELS 1
AUS TIN 11
SAN ANTONIO 39
HON
DO
SAN ANTONIO 4
NEW
ULM
SAN ANTONIO 8
AUS TIN 33
BU
LVER
DE
G EO RG ET O WN 3
SAN ANTONIO 9
FLORESVILLE
SAN ANTONIO 29
SAN A
NTONIO
7
BUCKHOLTS
SOMERVIL LE
WE
IMAR
COM
FOR
T
NORDHEIM
AUS TIN 9
AUS TIN 22
HELO
TES
SAN ANTONIO 47
BA
NDE
RA
SAN ANTONIO 30
ROCKD ALE 2
CEDAR CREEK 2
NIXO
N
CHA
PPELL H
ILL
R OU N D R OC K 3
AUS TIN 14
OILTON
AUS TIN 1
SAN ANTONIO 28
ROU ND RO CK 2
ROU ND RO CK 4
SAN ANTONIO 34
DEVINE
G EO RG ET O WN 1
BURNE T
INEZ
PASADENA 2
PRAIRIE VI EW
CONROE 1
SIMONTO
N
HOUSTON 80
HOUS TON 1
HOUS TON 9
HOUSTON 73
NURSERY
BACL IFF
SP RING 1
HOUSTON 72
PORT LAVACA
CONROE 5
SUGAR L AND 3
DAYTON
VICTORIA 2
KATY 1
MAGNOL IA 2
HOUSTON 29
MISS
OUR
I CITY
1RICHMO
ND 1
HOUSTON 11
HOUSTON 33
SP RING 8
POINT COMFORT 2
HOUSTON 28
EL C
AMP
O
HOUSTON 12
PORT O CONNOR
DICKINSONGALVESTON 1
HOUSTON 10
BAYTOWN 2
L EAGUE CITY
LIVERPO
OL
HOUSTON 16
SUGAR L AND 1
RICHMO
ND 2
HOUSTON 82
PINEHURST
PE ARLAND 2
HOUSTON 47
HOUSTON 79
HOUSTON 49
WADSWORTH
HOUSTON 18
HOUSTON 88
TOMBALL 1
HOUSTON 22
DEER P ARKWALLI S
HOUSTON 67
SP RING 4
SOU
TH HO
UST
ON
HOUSTON 3
SEADRIFT
HOUSTON 34
SUGAR L AND 2
CONROE 7
LOLIT
A
LAPORTE
NEW CANEY
HOUSTON 14
HOUS TON 2
HOUSTON 78
HOUSTON 40
BLOOMINGTON
WILLIS 2
HOUSTON 51
PALA
CIOS
CONROE 4
HOUSTON 52
SP RING 2
KINGW
OOD 1HO
USTON 5
TEXAS CITY 1
KINGW
OOD 2
HOUS TON 8
SP RING 7HOUSTON 41
FRESNO
HOUSTON 48
HOUSTON 58PATTISON HO
USTON 77
MISS
OUR
I CITY
2
HOUSTON 4
TOMBALL 2
CYPRESS 1
HEMPSTEAD
WEST COLUMBIA
BAYTOWN 1
SANTA FE 1
HOUSTON 27
SP RING 5
HOUSTON 46
HOUSTON 23
MONTGO
MERY
HUN
GER
FORD
HOUSTON 84
HOUSTON 83
HOUSTON 24
HOUSTON 76
HOUSTON 43
HOUSTON 81
HOUSTON 35
HOUSTON 90
BEASLEY
HOUS TON 7
LA MARQUE
WALLE R
PORTE R
CYPRESS 2
HOUSTON 30
FUL SHEAR
LIBERTY
WINNIE
HOUSTON 63
HOUSTON 70
HOUSTON 55
CROSBY
MANVEL
HOUSTON 54HO
USTON 89
DAM
ON
HOUSTON 74
HOUSTON 26
HOUSTON 32
HOCKLEY
ANGLETON
CONROE 3
HOUSTON 39
HOUSTON 59
PE ARLAND 1
HOUSTON 56
HOUSTON 13
CHA
NNEL
VIEW
2
BAY C
ITY
PASADENA 3
BROOKSHIRE
HOUSTON 25
TE XAS C IT Y 2
VICTORIA 3
HOUSTON 36
GAN
ADO
MONT BEL VIEU
BAYTOWN 3
SP RING 6 HUMBLE 2HO
USTON 69
SANTA FE 2
PORT BOLIVAR
HOUSTON 42
HOUSTON 85
HOUSTON 50
HOUSTON 62
EAG
LE LAKE
CONROE 2
WEBSTE R
SWEEN
Y
BLESS
ING
WHAR
TON 1
LAKE
JACK
SON
BELL VIL L E
KATY 4
HOUSTON 38 FR
IEND
SWO
OD
HOUSTON 17
HOUSTON 66
FREEP ORT 1
NEW
GU
LF
HOUSTON 60
PASADENA 1STAFF ORD
EDN
A
HOUSTON 21
NEED
VILLE
SEALY KATY 3
HOUSTON 37
HOUSTON 19
THOMPSONS
HOUSTON 61
GALVESTON 3
EAST
BER
NAR
D
HOUSTON 20
CHA
NNEL
VIEW
1
FREEP ORT 3
HOUSTON 15
HOUSTON 31
ROSHARON
HOUSTON 44
HOUSTON 75
HOUSTON 71
HUMBLE 1
HOUSTON 68
WILLIS 1
BAYTOWN 4V
AN V
LECK
HUFFMAN
HOUSTON 53HO
USTON 91
ROSENBERG
PASADENA 5
HOUSTON 45
HOUS TON 6
PASADENA 4
HOUSTON 57
GALVESTON 2
POINT COMFORT 1
KATY 2
SP RING 3
DAN
BUR
Y
WH
ARTO
N 2
VICTORIA 1
HOUSTON 64
HOUSTON 65
LA PORTE
MAGNOL IA 1
ALVIN
HOUSTON 86
BRA
ZORIA
HOUSTON 87
FREEPORT 2
CONROE 6
MADISONV ILLE
NORMANGEE
ARP
CENTERVILLE
LUFKIN 3
FLINT
BULLARD
CHANDLER
PLAN
TERS
VILLE
MARQUEZ
TENNESSEE COL ONY
ANDERSON
MINEOLA
LOVELADY
HUNT INGTON
BRYAN 4
FRANKSTON
TYLER 4
BEN WHEELER
GARRISON
ETOILELUFKIN 1
PALESTINE 1
LINDALE
WHITEHOUSE
OVERTON
GRAND SALINE
SHIRO
MIDWAY
SULPHUR SPRINGS
VAN
MURCHISON
NACOGDOCHES 2
DIBOLL
FAIR FIELD 1
TYLER 8ATHENS 1
BUFFALO
RUSK
WINONA
FAIR FIELD 2CUSHING 2
NACO GDOCH ES 3
FAIR FIELD 3
TRINIDAD 2
DIKE
JEWETT 1
PALESTINE 2
EMORY
MT. ENTERPRISE
TYLER 9
FRANKLIN
TYLER 3
ELKHART
WORTHAM
OAKWOOD
COOKVILLE
COL
LEGE ST
ATION
1
EDGEWOOD
CUSHING 1
TYLER 2
ALTO
CALVERT
JEWETT 2
NAVASOTA
MOUNT P LEASANT 2
SCROGGINS
WILLS POINT
ATHENS 2
POINT
LUFKIN 2
JACKS ONV ILLE 1
CROCKETT
HENDERSON 1
BRYAN 3
JACKS ONV ILLE 2
BRYAN 5
MALAKOFF
CUMBY
NACO GDOCH ES 1
MOUNT P LEASANT 1
TEAGUE
TYLER 7
TYLER 6
YANTIS
POLLOK
TYLER 1
COL
LEGE ST
ATION
2
HEARNE
MOUNT VERNON
IOLA
STREETMAN
COMO
HENDERSON 2
TRINIDAD 1
ZAVALLA
GRAPELAND
BRYAN 2
CANTON TYLER 5
BREMOND
BRYAN 1
In this display the
arrows show the
magnitude and angle
(direction) for the
mode at each
substation.
However, the
problem is there are
too many arrows!
The solution it so
dynamically prune
the display using the
GDV Options,
Pruning command
30
GDV Display Pruning
• This page allows GDVs to
be selectively displayed
• Select Do Pruning to
modify the oneline so an
invisible grid is
added to the display
and only one GDV arrow
is visible in each grid area
• I also added some color, using a circular color map
to highlight the angles
31
Visualization of 0.63 Hz Mode
Again save the
oneline, now as
ECEN460_Modes;
it can then be
used to quickly
visualize the other
modes
To show other
modes, just go to the
Mode Details dialog
for a different
frequency and again
transfer the angle and
magnitude
32
Visualization of 0.76 Hz Mode
33
Visualizing the Source of Oscillations
• For showing the source of sustained oscillations
assume zero damping and recognizing that the source
of the oscillation will have a leading phase angle, shift
all the fk,j so it is zero at the bus with the largest Ak,j
and set t=0. Then
• Then approximate the mode j power flow on all lines
between buses m and n as
• The location of the oscillation has positive net power
, , ,cosk j k j k jA f
,m ,m ,n ,n
1( cos cos )mn k k k k
mn
P A AX
f f
34
Visualizing the Source of Oscillations in PowerWorld
• Now done mostly automatically in PowerWorld
• To apply the approach with transient stability
– Run the transient stability storing the bus angles
– Do modal analysis on the bus angles; technique is only
applicable if there are lightly or negatively damped
modes
– Select the desired mode to display the Mode Analysis
Mode Details Dialog
– When analyzing just bus angles a Visualization
Source of Oscillations button appears; click to
transfer flows to line and substation custom float1
35
Visualizing the Source of Oscillations in PowerWorld Example
As an example, a 1Hz sustained oscillation was introduced
into the 2000 bus system
Transient Stability Time
(Sec): 15.000
36
Visualizing the Source of Oscillations in PowerWorld Example
37
Visualizing the Source of Oscillations in PowerWorld Example
This button only
appears when doing
modal analysis on bus
angles. Clicking on it
1) calculates the mode
power flow on each
line and places the
value in the line’s
custom float 1 field, 2)
calculates the net mode
power injection at each
substation and stores it
in the substation’s
custom float 1 field.
38
Visualizing the Source of Oscillations in PowerWorld Example
DALLAS 1
BRIDGEPORT
BASTROP
M ARION 1
LA GRANGE
WINCHESTER
SAN ANTONIO 1
SEGUIN 1
ELM ENDORF
NEW BRAUNFELS 1
AUSTIN 1
PASADENA 2
BAYTOWN 2
WADSWORTH
DEER PARK
SUGAR LAND 2
LAPORTE
HOUSTON 5
BAYTOWN 1
PASADENA 3
WHARTON 1
FREEPORT 1
PASADENA 1
THOMPSONS
CHANNELVIEW 1
WILLIS 1
HOUSTON 6
POINT COM FORT 1
LA PORTE
ALVIN
FREEPORT 2
M T. ENTERPRISE
The source of the
forced oscillation
is correctly
identified (bus
7356) at the
Thompsons
substation
This is a substation GDV, in
which size of objects is
proportional to the custom float
1 field; a red/blue color map
shows the direction (red is the
source)
39
Visualizing the Source of Oscillations in PowerWorld Example
33%A
Amps
22%A
Amps
30%A
Amps
42%A
Amps
6%A
Amps
27%A
Amps
5%A
Amps
9%A
Amps
22%A
Amps 7%
A
Amps
32%A
Amps
27%A
Amps
9%A
Amps
31%A
Amps
21%A
Amps
29%A
Amps
30%A
Amps 3%
A
Amps
39%A
Amps
28%A
Amps
3%A
Amps
26%A
Amps
32%A
Amps
6%A
Amps
31%A
Amps
3%A
Amps
39%A
Amps
2%A
Amps
31%A
Amps
17%A
Amps
35%A
Amps
28%A
Amps
26%A
Amps
HOUSTON 78
HOUSTON 44
HOUSTON 51
HOUSTON 45
PASADENA 2
HOUSTON 70
HOUSTON 63
M ANVEL
FULSHEAR
LA M ARQUE
HOUSTON 7
HOUSTON 13
HOUSTON 56
PEARLAND 1
HOUSTON 25
BROOKSHIRE
CHANNELVIEW 2
HOUSTON 59
HOUSTON 26
HOUSTON 74
HOUSTON 39 HOUSTON 32
HOUSTON 48
FRESNO
HOUSTON 77
HOUSTON 52
HOUSTON 8
HOUSTON 43
HOUSTON 24
BEASLEY
HOUSTON 35
HOUSTON 81
HOUSTON 83
HOUSTON 46
HOUSTON 27
HOUSTON 84
HOUSTON 23
HOUSTON 68
ROSENBERG
HOUSTON 91
HOUSTON 53
HOUSTON 31
HOUSTON 15
HOUSTON 20
HOUSTON 71
ROSHARON
PASADENA 5
HOUSTON 87
LA PORTE
HOUSTON 65
PASADENA 4
HOUSTON 6
HOUSTON 64
HOUSTON 85
SANTA FE 2
HOUSTON 62
HOUSTON 50
M ONT BELVIEU
HOUSTON 36
TEXAS CITY 2
BAYTOWN 3
WEBSTER
NEEDVILLE
HOUSTON 21
STAFFORD
HOUSTON 61
HOUSTON 19
HOUSTON 37
PASADENA 1
FRIENDSWOOD
HOUSTON 38
KATY 4
HOUSTON 60
HOUSTON 17
HOUSTON 3
HOUSTON 82
RICHM OND 2
SOUTH HOUSTON
M ISSOURI CITY 1
KATY 1
HOUSTON 12
SIM ONTON
SUGAR LAND 1
HOUSTON 34
HOUSTON 79
HOUSTON 88
RICHM OND 1
HOUSTON 18
HOUSTON 33
HOUSTON 49
DEER PARK
HOUSTON 22
HOUSTON 47
PEARLAND 2
HOUSTON 9
HOUSTON 73
HOUSTON 1
DICKINSON
HOUSTON 14
HOUSTON 10
HOUSTON 72
HOUSTON 16
BACLIFF
BAYTOWN 2
PASADENA 3
HOUSTON 4
HOUSTON 90
LEAGUE CITY
TEXAS CITY 1
SUGAR LAND 2
ALVIN
LAPORTE
MISSOURI CITY 2
SUGAR LAND 3
KATY 2
CHANNELVIEW 1
BAYTOWN 1
GALVESTON 1
KATY 3
THOMPSONS
Visualizing the lines’ Custom Float1 fields shows
the flow of the oscillation