International Journal of Civil Engineering
IJCE
Engineering & Technology
http://ijce.iust.ac.ir
18
agent2
1735-0522
2383-3874
10.22068/IJCE
en
jalali
1388
6
1
gregorian
2009
9
1
7
3
online
1
fulltext
en
Development of Bayesian Inference to Predict household Trip Production (Case Study of Isfahan City)
Structure-Earthquake
Structure-Earthquake
Research Paper
Research Paper
Household trip production is not a constant parameter and vary based on socio-economic characteristics.
Even households in each category (households with constant socio-economic characteristics) produce several numbers
of trips. Purpose of present study is to model the variation of household trip production rate in urban societies. In order
to do this, concept of the Bayesian Inference has been used. The city of Isfahan was selected as case study. First,
likelihood distribution function was determined for number of household trips, separating odd and even trips. In order
to increase precision of the function, the composed likelihood distribution function was utilized. To insert householdsâ€™
socio-economic variables in the process, disaggregate 2 calibrated model were used at the likelihood distribution
function. Statistical indices and 2 test show that likelihood distribution function of numbers of household trip
production follows the Poisson distribution. The final composed likelihood distribution was determined based on
Bayesian inference. Related function was created with compilation of mean parameter distribution function (Gamma
distribution) and numbers of household trip production (Poisson distribution). Finally, disaggregate model was put at
final composed probability function instead of mean parameter. Results show that with Bayesian inference method, it
would be possible to model the variation of household trip production rate in urban societies. Also it would be possible
to put socio-economic characteristics in the model to predict likelihood of real produced trips (not average produced
trips) for each household's category.
test, composed likelihood distribution function, even trips, odd trips, Poisson discrete distribution function.
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209
http://ijce.iust.ac.ir/browse.php?a_code=A-10-591-2&slc_lang=en&sid=1
A.
Mansour Khaki
mkhaki@iust.ac.ir
`180031947532846006090`

180031947532846006090
Yes
Sh.
Afandizadeh
`180031947532846006091`

180031947532846006091
No
R.
Moayedfar
`180031947532846006092`

180031947532846006092
No