Considering Urban Air Pollution in Travel Choice Modeling and Its Application to Logit Model in Nakhon Pathom

Main Article Content

Thanakorn Mekin

Abstract

Air pollution especially the problem particulate matter smaller less than 2.5 microns (PM2.5), which is the main problem affecting public health of commuter travelers. This research aims to develop logit model of travel choice in urban area considering air pollution factor using multinomial logit model and nested logit model. The result shows the model of travel behavior in Nakhon Pathom urban area. There are 4 factors affecting travel choice (significance level of 99 percent): travel cost, service frequency, waiting time and travel time. Based on household income, the high-income level prefers to choose the low-particulate matter vehicle (the low PM vehicle). Travel cost of this group is higher than others. If the cost of traveling increases, people are less likely to choose the low PM vehicle in cabin. Considering to air pollution, this research provides useful information for improving mass transit in urban area. Government should provide the low PM vehicle with proper fare rate which is not effect to low income travelers.

Article Details

How to Cite
[1]
T. Mekin, “ Considering Urban Air Pollution in Travel Choice Modeling and Its Application to Logit Model in Nakhon Pathom ”, sej, vol. 15, no. 2, pp. 30–46, May 2020.
Section
Research Articles

References

Greenpeach. (2020, March 14). "Paticulate Matter 2.5 Microns," 2019. [Online]. Available: https://www.greenpeace.org/thailand/explore/protect/cleanair/pm25-harm/

K. Manwipa, "Diesel Engine Exhaust," Air&Noise, vol. 6, pp. 8-9, 2014.

A. Noochjariya, "Car driving behavior and air pollution," Air&Noise, vol. 7, p. 6, 2015.

Prachachat Online. (2020, March 4) " Particulate Matter in Bangkok City, " 2020. [Online]. Available: https://www.prachachat.net/columns/news-378240

The Statistical Nakhon Pathom Provincial Office. (2019, December 20). "Gross Provincial Product," 2019. [Online]. Available: http://www.nakhonpathom.go.th/news_develop_plan.

T. Yamane, Statistics: An introductory analysis, 1973.

E. P. Kroes and R. J. Sheldon, "Stated preference methods: an introduction," Journal of transport economics and policy, pp. 11-25, 1988.

R. Kaewkluengklom, "Influence of psychological factors on mode choice behaviour: Case study of BRT in Khon Kaen City, Thailand," Transportation Research Procedia, vol. 25, pp. 5072-5082, 2017.

L. Yang, "Modeling Preferences for Innovative Mode Services: A Case Study in Lisbon," M.S. thesis, Dept. Civil and Environmental Eng., MIT, 2010.

D. Dissanayake and T. Morikawa, "Investigating househod vehicle ownership,mode choice and trip sharing decisions using a combined revealed preference/stated preference Nested Logit model: case study in Bangkok Metropolitan Region," Journal of Transport Geography, vol. 18, pp. 402-410, 2010.

P. Bourgeat, "A revealed/stated preference approach to bus service configuration," Transportation Research Procedia, vol. 6, pp. 411-423, 2015.

M. E. Ben-Akiva and S. R. Lerman, Discrete choice analysis: theory and application to travel demand. MIT press, 1985.

K. Train, Qualitative choice analysis: Theory, econometrics, and an application to automobile demand. MIT press, 1986.

N. Lekawatthana, "Development of Travel Mode Choice Model between School Bus and Passenger Car," SWU Engineering Journal vol. 9, pp. 61-67, 2014.

K. Chanpariyavatevong, "Factor Affecting Customers' Decision on Food Delivery Service: Binary Logistic Regression Approach," SWU Engineering Journal, vol. 14, pp. 44-55, May 2019.

N. Auttapibarn, "Development of Hybrid Choice Models for Modal Shift Study: A Case Study of MRT Green Line Extension Kasetsat University Station " SWU Engineering Journal, vol. 13, pp. 1-17, Nov. 2018.

D. Ling and Z. Ning, "Dynamics in Mode Choice Decisions: A Case Study in Nanjing,China," Procedia Engineering, vol. 137, pp. 31-40, 2016.

Q. Huanmei and G. Jianqiang, "Nested logit model formation to analyze airport parking behavior based on stated preference survey studies," Journal of Air Transport Management, vol. 58, pp. 164-175, 2017.

S. Pongpiajun, "PM2.5 Source and Sink of Air pollution," Research Community, vol. 24, pp. 5-9, 2019.

Greenpeach. (2020 April 24). "Different air quality measurement standards," 2017. [Online]. Available: https://www.greenpeace.org/thailand/explore/protect/cleanair/air-standard/

Pollution Control Department. (2020 April 26). "Report particulate matter situation less than 2.5 microns," 2019. [Online]. Available: http://www.pcd.go.th/file/pm2.5-2562.pdf

C. Renjie, Z. Ang, C. Honglei, and Z. Zhuohui, "Cardiopulmonary Benefits of Reducing Indoor Particles of Outdoor Origin," A Randomized, Double-Blind Crossoveer Trial of Air Purifiers"," The Ameican College of Cardiology Foundation, vol. 65, pp. 2279-2287, 2015.

L. Y. Chan, W. L. Lau, S. C. Lee, and C. Y. Chan, "Commuter exposure to particulate matter in public transportation modes in Hong Kong," Atmospheric Environment, vol. 36, pp. 3363-3373, 2002.

K. Panyaping, "A Study on Contamination of Total Suspended Particulate in and Out of Bulding," Srinakharinwirot University (Journal of Science and Technology), vol. 6, pp. 1-15, 2014.

Official Statistics Registration Systems. (2019 April 25). "Population and House Statistics," 2019 [Online]. Available: http://stat.dopa.go.th/stat/statnew/upstat_age.php

S. Suttipan, "Development of Mode Choice Model between Private Vehicles and University Bus in Prince of Songkla University," M.S. thesis, Dept. Civil Eng., Prince of Songkla University, 2014.

S. Porpanit, "High Speed Rail Station Access Choice Model for Cross-Regional Commuter Trips: Case Study of the Bangkok - Nong Khai Corridor," M.S. thesis, Dept. Civil Eng., Kasetsart University, 2016.

L. Rujanee, "The Relationship between Dissmination of Information on The Internet for Investor and Profitability of Listed Companies in The Stock Exchange of Thailand," M.S. thesis, Dept. Faculty of Management Science, Khon Kaen University, 2012.

S. Chalong. (2020 May 8). "Collinearity and Multicollinearity," 2012 [Online]. Available: https://sites.google.com/site/mystatistics01/regression-correlation-analysis/collinearity-and-multicollinearity

Department of Land Transport. (2020 May 8). "Registered vehicle collector," 2019. [Online]. Available: https://web.dlt.go.th/statistics/

MGRONLINE. (2020 February 18). "Test the air purifier on the roof bus public transit," 2019. [Online]. Available: https://mgronline.com/business/detail/9630000016137