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    GEOG 111/211A Transportation Planning

    Trip Distribution

    • Additional suggested reading: Chapter 5 of Ortuar! "illu#sen$ third edition

     %o&e#ber 2''(

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    GEOG 111/211A Transportation Planning

    Trip Distribution Ob)e*ti&es• +epli*ate spatial pattern of trip #a,ing

    • A**ount for spatial separation a#ong origins and destinations -pro.i#it in ter#s of ti#e$ *ost$ ! other fa*tors0

    • A**ount for attra*ti&eness a#ong TAs

    • +efle*t hu#an beha&ior 

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    GEOG 111/211A Transportation Planning

    Trip Distribution

    • Con&ert Produ*tion and Attra*tion Tables into Origin

    Destination -O D0 3atri*es

    Destinations

    1

    2

    4

    (

    5

    6u#

    Origins 1 2 4 ( 5 6u#

    T11  T12  T14  T1(  T15  T1  O1

    T21  T22  T24  T2(  T25  T2  O2

    T41  T42  T44  T4(  T45  T4  O4

    T(1  T(2  T(4  T((  T(5  T(  O(

    T51  T52  T54  T5(  T55  T5  O5

    T1  T2  T4  T(  T5  T  O

    D1  D2  D4  D(  D5  D

    TA P15

    14

    2

    17

    714

    84

    A22

    5

    52

    2

    84

    1

    2

    4

    (

    5

    6u#

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    GEOG 111/211A Transportation Planning

    Crude appro.i#ation for 9"

    Crude OD

    Produ*tion Attra*tion Cal*ulation

    one ;D P A O5

    4 2 5 15>5

    ( 17 52 455 7 2 5

    14 8>5

    Total 84 84 84

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    GEOG 111/211A Transportation Planning

    Trip Distribution$ 3ethodolog

    • General E?uation:

     @  Ti) < Ti  P-T )0

    • Ti)  < *al*ulated trips fro# one i to one )

    • Ti  < total trips originating at one i• P-T )0 < probabilit #easure that trips ill be attra*ted

    to one )

    • Constraints:

    • 6ingl Constrained

     @  6u#i Ti) < D )  O+ 6u# ) Ti) < Oi

    • Doubl Constrained @  6u#i Ti) < D )  A%D 6u# ) Ti) < Oi

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    GEOG 111/211A Transportation Planning

    Trip Distribution 3odels

    • Groth Ba*tor / Bratar 3odel

     @  Ti) < Ti -T ) / T0

    • Ti) < present trips fro# one i to one )

    • Ti  < total trips originating at one i• T )  < total trips ending at one )

    • T  < total trips in the entire stud

     @  Ti) < Ti) -Bi  B )0 / B

    •B

    i

     < Ti

    / Ti

    • B ) < T ) / T )

    • B < T / T

    • < esti#ated future trips

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    GEOG 111/211A Transportation Planning

    Trip Distribution 3odels

    • Gra&it 3odel

     @  Ti) < Ti

    • Ti) < trips fro# one i to one )

    • Ti < total trips originating at one i

    • A ) < attra*tion fa*tor at )

    • A. < attra*tion fa*tor at an one .

    • Ci) < tra&el fri*tion fro# i to ) e.pressed as a generalied *ost

    fun*tion

    • Ci. < tra&el fri*tion fro# i to an one . e.pressed as a

    generalied *ost fun*tion

    • a < fri*tion e.ponent or restraining influen*e

    6u# -A. / Ci.0a

    A ) / Ci)a

    ou *an *onsider this as the

     probabilit spatial distribution

    P-T)0

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    GEOG 111/211A Transportation Planning

    Trip Distribution 3odels

    • ;nter&ening Opportunities 3odel

     @  Ti) < Ti -e e 0

    • Ti) < trips fro# one i to one )• T < trip destination opportunities *loser in ti#e to one

    i than those in one )

    • Ti < trip end opportunities in one i

    • T ) < trip end opportunities in one )

    • < probabilit that an destination opportunit ill be

    *hosen

    T T-T = T )0

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    GEOG 111/211A Transportation Planning

    3odel Co#parison

    Groth Ba*tor 

    Gra&it

    ;nter&ening

    Opportunities

    6i#ple

    Eas to balan*e origin and

      destination trips at an

      one6pe*ifi* a**ount of fri*tion

      and intera*tion beteen

      ones

    Does not re?uire origin

    destination dataClai#ed to bear a better 

      Ffit to a*tual traffi*

    Does not refle*t *hanges in the

      fri*tions beteen ones

    Does not refle*t *hanges in the

      netor, +e?uires e.tensi&e *alibration

    ong iterati&e pro*ess

    A**ounts for onl relati&e

      *hanges in ti#e distan*e  relationship beteen ones

    Arbitrar *hoi*e of

     probabilit fa*tor 

    3odel Ad&antages Disad&antages

     %e: Destination *hoi*e #odels build on inter&ening opportunities

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    GEOG 111/211A Transportation Planning

    Gra&it 3odel Pro*ess

    1> Create 6hortest Path 3atri.

      3ini#ie in, Cost beteen Centroids

    2> Esti#ate Bri*tion Ba*tor Para#eters

      Bun*tion of Trip ength Chara*teristi*s b Trip Purpose4> Cal*ulate Bri*tion Ba*tor 3atri.

    (> Con&ert Produ*tions and Attra*tions to Origins and

    Destinations

    5> Cal*ulate Origin Destination 3atri.

    > Enfor*e Constraints on O D 3atri.

      ;terate eteen Enfor*ing Total Origins and Destinations

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    GEOG 111/211A Transportation Planning

    6hortest Path 3atri.

    • 3atri. of 3ini#u# Generalied Cost fro# an

    one i to an one ) -see O" p> 1540

     @  Distan*e$ Ti#e$ 3onetar Cost$ "aiting Ti#e$ Transfer

    Ti#e$ et*>> #a be used in Generalied Cost @  Ti#e or Distan*e Often Hsed

     @  3atri. %ot %e*essaril

      6##etri* -Effe*t of 

      One "a 6treets0

    TA ;D

    12

    4

    (

    5

    TA

    ;D 1 2 4 ( 5

    C11  C12  C14  C1(  C15  C1 C21  C22  C24  C2(  C25  C2 

    C41  C42  C44  C4(  C45  C4 

    C(1  C(2  C(4  C((  C(5  C( 

    C51  C52  C54  C5(  C55  C5 

    C1  C2  C4  C(  C5  C 

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    GEOG 111/211A Transportation Planning

    E.a#ple: tra&el ti#e #atri. for TAs

    Tra&el ti#e table -#inutes0

    one ;D 1 2 4 ( 5   6

    1 1 2 4 ( 5   62 2 1 1>5 2 4   4

    4 4 4 2 2 2   3

    ( ( ( 4 1 2   3

    5 5 5 ( 4 1  2

    5 ( (   1

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    GEOG 111/211A Transportation Planning

    Bri*tion Ba*tor 3odels

    • E.ponential:

     @  f-*i)0 < e * I '

    • ;n&erse Poer:

     @  f-*i)0 < *i)  b I '

    • Ga##a:

     @  f-*i)0 < a *i)  e a I '$ b I '$ * I ' * -*i)0

    * -*i)0

    b

    b

    Trip Purpose a b *9" 275'J '>'2' '>124

    9P 1481J4 1>275 '>'8(

     %9 218114 1>442 '>'1'ref> %C9+P 45 / TransCAD HTP6 3anual pg> 7'

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    GEOG 111/211A Transportation Planning

    E.a#ple fri*tion fa*tors using

    tra&el ti#es alone

    Zone ID 1 2 3 4 5 6

    1 1.349859 1.822119 2.459603 3.320117 4.481689 6.049647

    2 1.822119 1.349859 1.568312 1.822119 2.459603 3.320117

    3 2.459603 2.459603 1.822119 1.822119 1.822119 2.459603

    4 3.320117 3.320117 2.459603 1.349859 1.822119 2.459603

    5 4.481689 4.481689 3.320117 2.459603 1.349859 1.822119

    6 6.049647 6.049647 4.481689 3.320117 3.320117 1.349859

    Bri*tion i) < 1/e.p-'>'4 Ti#ei)0

    / i l i

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    GEOG 111/211A Transportation Planning

    Bri*tion Ba*tor 3atri*es• 3atri. of Bri*tion fro# an one i to an one )$ b Trip Purpose

     @  Ea*h Cell of a Bri*tion Ba*tor 3atri. is a Bun*tion of the Corresponding Cell of the 6hortest Path 3atri.

     @  Ea*h Trip Purpose has a separate Bri*tion Ba*tor 3atri.

    e*ause Trip 3a,ing

    eha&ior Changes for 

    Ea*h Trip Purpose

    TA ;D

    12

    4

    (

    5

    TA

    ;D 1 2 4 ( 5

    B11  B12  B14  B1(  B15  B1 

    B21  B22  B24  B2(  B25  B2 

    B41  B42  B44  B4(  B45  B4 

    B(1  B(2  B(4  B((  B(5  B( 

    B51  B52  B54  B5(  B55  B5 

    B1  B2  B4  B(  B5  B 

    GEOG 111/211A T i Pl i

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    GEOG 111/211A Transportation Planning

    Trip Con&ersion-Appro.i#ate0

    • 9o#e ased Trips: %on 9o#e ased Trips: @  Oi < -Pi = Ai0 / 2 Oi < Pi

     @  Di < -Pi = Ai0 / 2 Di < Ai

    • Oi < origins in one i -b trip purpose0• Di < destinations in one i -b trip purpose0

    • Pi < produ*tions in one i -b trip purpose0

    • Ai < attra*tions in one i -b trip purpose0

    •  Note: This Only Works for a 24 Hour Time Period 

    •  If our models are for one period in a day we prefer to

    work directly with Origins!estinations

    GEOG 111/211A T i Pl i

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    GEOG 111/211A Transportation Planning

    O D 3atri. Cal*ulation

    • Cal*ulate ;nitial 3atri. Gra&it E?uation$ b Trip

    Purpose

     @  Ea*h Cell has a Different Bri*tion$ Bound in the

    Corresponding Cell of the Bri*tion Ba*tor 3atri.• Enfor*e Constraints in ;terati&e Pro*ess

     @  6u# of Trips in +o i 3ust E?ual Origins of TA i

    • ;f %ot E?ual$ Trips are Ad)usted Proportionall

     @  6u# of Trips in Colu#n ) 3ust E?ual Destinations of TA )

    • ;f %ot E?ual$ Trips are Ad)usted Proportionall

     @  ;terate Hntil %o Ad)ust#ents +e?uired

    GEOG 111/211A T t ti Pl i

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    GEOG 111/211A Transportation Planning

    O D 3atri. E.a#ple:

    Destinations

    1

    24

    (

    5

    6u#

    Origins 1 2 4 ( 5 6u#

    T11  T12  T14  T1(  T15  T1  O1

    T21  T22  T24  T2(  T25  T2  O2T41  T42  T44  T4(  T45  T4  O4

    T(1  T(2  T(4  T((  T(5  T(  O(

    T51  T52  T54  T5(  T55  T5  O5

    T1  T2  T4  T(  T5  T  O

    D1  D2  D4  D(  D5  D

    GEOG 111/211A T t ti Pl i

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    GEOG 111/211A Transportation Planning

    Attra*tion/fri*tion #atri.

    Aj/friction factor Table

    Zone ID 1 2 3 4 5 6 Total

    1 16.298 3.293 2.033 15.662 0.446 0.992 38.724

    2 12.074 4.445 3.188 28.538 0.813 1.807 50.8653 8.945 2.439 2.744 28.538 1.098 2.439 46.203

    4 6.626 1.807 2.033 38.523 1.098 2.439 52.526

    5 4.909 1.339 1.506 21.142 1.482 3.293 33.670

    6 3.637 0.992 1.116 15.662 0.602 4.445 26.453

    GEOG 111/211A T t ti Pl i

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    GEOG 111/211A Transportation Planning

    Gra&it #odel probabilitGrait! "o#el $robabilit!Zone ID 1 2 3 4 5 6 Total

    1 0.421 0.085 0.052 0.404 0.012 0.026 1

    2 0.237 0.087 0.063 0.561 0.016 0.036 1

    3 0.194 0.053 0.059 0.618 0.024 0.053 1

    4 0.126 0.034 0.039 0.733 0.021 0.046 15 0.146 0.040 0.045 0.628 0.044 0.098 1

    6 0.137 0.037 0.042 0.592 0.023 0.168 1

    6u# -A. / fri*tioni.0

    A ) / fri*tioni) 

    GEOG 111/211A Transportation Planning

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    GEOG 111/211A Transportation Planning

    Trip ;nter*hange iteration 1

    T;K iteration 1 Target

    one ;D 1 2 4 ( 5 Total Oi

    1 J>7 1> 1>' J>5 '>2 '>5 17>5 17>5

    2 2>4 '>7 '> 5>4 '>2 '>4 8>5 8>5

    4 4>' '>7 '>8 8> '>( '>7 15>5 15>5( (>( 1>2 1>( 25>J '>J 1> 45 45

    5 '>J '>2 '>2 4>1 '>2 '>5 5 5

    1>4 '>( '>( 5> '>2 1> 8>5 8>5

    Total 18>5 5>' (>5 5>7 1>8 5>4 84

    D) 17>5 8>5 15>5 45 5 8>5

    +atio '>8(8'88 1>8'J411 4>(J'( '>1587 2>4'1(7 1>JJ777

    Bor ea*h *ell &alue e appl the gra&it e?uation on*e in this iteration

    after this e use the ratio to ad)ust the &alues in the *ells until ro and

    *olu#n targets are satisfied see also O" *hapter 5

    GEOG 111/211A Transportation Planning

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    GEOG 111/211A Transportation Planning

    Trip inter*hange iteration 2

    T;K iteration 2

    one ;D 1 2 4 ( 5 Total Oi +atio

    1 J>( 4>' 4>( (> '> '>7 18>7 17>5 '>8455772 2>1 1> 2>1 4>4 '>( '> 1'>1 8>5 '>8(4'8

    4 2>7 1> 4>2 5>8 1>' 1>5 15>8 15>5 '>8J4284

    ( (>2 2>4 (>J 15>7 1>8 2>8 41>7 45 1>1'''82

    5 '>J '>( '>7 1>8 '> '>8 5>2 5 '>85'J5

    1>2 '>J 1>( 4>5 '> 2>7 1'>2 8>5 '>8428

    Total 17>5 8>5 15>5 45 5 8>5 84

    Hsing the ratios fro# before e su**eed in getting the targets for the su#s

    of *ells for ea*h *olu#n loo, at the other ratios

    GEOG 111/211A Transportation Planning

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    GEOG 111/211A Transportation Planning

    Trip inter*hange iteration 4

    T;K iteration 4

    one ;D 1 2 4 ( 5 Total

    1 >8 2>7 4>2 (>4 '>5 '>7 17>5

    2 2>' 1>5 1>8 4>1 '>( '> 8>5

    4 2>7 1>5 4>1 5>J '>8 1>( 15>5( (> 2>5 5>2 1J>( 2>1 4>2 45

    5 '>J '>( '>J 1>7 '> '>7 5

    1>2 '> 1>4 4>2 '>5 2> 8>5

    Total 17>1 8>4 15>( 45> 5>' 8>( 84

    +atio 1>'2'278 1>'17(4 1>''(8J7 '>872(JJ '>88122( 1>''J'(

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    GEOG 111/211A Transportation Planning

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    GEOG 111/211A Transportation Planning

    3ultiple 3atri*es

    • Bor ea*h trip purpose obtain different Origin

    Destination Ti) #atri*es

    • Hsuall these are 2( hour 3atri*es -nu#ber of trips

    fro# one one to another in a 2( hour period0• ;n assign#ent e ill need a #atri. of &ehi*les

    #o&ing fro# a one to another during a spe*ifi*

     period -pea, usuall0 in a tpi*al da

    GEOG 111/211A Transportation Planning

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    GEOG 111/211A Transportation Planning

    Binal O D 3atri. -si#plified0

    • Co#bine -Add0 O D 3atri*es for Marious Trip Purposes

    • 6*ale 3atri. for Pea, 9our 

     @  6*ale b Per*ent of Dail Trips 3ade in the Pea, 9our 

     @  '>1 Often Hsed -1'N of dail trips0

    • 6*ale 3atri. for Mehi*le Trips

     @  6*ale b ;n&erse of +idership +atio to Con&ert Person Trips to

    Mehi*le Trips

     @  '>85 to 1 Often Hsed

    •  %ote: 3ode 6plit Pro*ess / 3odels 3ore A**urate$ e ill

    e.plore the# in *lass