IDEAS home Printed from https://ideas.repec.org/a/kap/transp/v48y2021i4d10.1007_s11116-020-10117-9.html
   My bibliography  Save this article

A multi-objective optimization approach to balancing economic efficiency and equity in accessibility to multi-use paths

Author

Listed:
  • Chih-Hao Wang

    (California State University, Fresno)

  • Na Chen

    (University of Cincinnati)

Abstract

Improving public health through active transpiration investments has increasingly become a new research focus in transportation planning. This study is to propose a multi-objective optimization modeling framework, through an optimal allocation of active transportation investments, to maximize the total accessibility while minimizing the total differences in accessibility over a city. Accessibility to multi-use paths is calculated for Fresno, California that measures the total length of multi-use paths a resident could reach with a 30-min cycling ride. Then, a geographically weighted regression (GWR) model is used to capture the local relationships between accessibility outcome and previous transportation investments. The marginal-effect analysis for the GWR results indicates economically efficient, inefficient, and indifferent locations for further investments. This study is one of the few to incorporate such a GWR model into a multi-objective optimization modeling framework to improve accessibility to multi-use paths and address inequality issues in transportation. Solving the multi-objective optimization model provides decision-makers a new insight into the making of an economically efficient and socially equal active transportation plan to improve public health.

Suggested Citation

  • Chih-Hao Wang & Na Chen, 2021. "A multi-objective optimization approach to balancing economic efficiency and equity in accessibility to multi-use paths," Transportation, Springer, vol. 48(4), pages 1967-1986, August.
    • Handle: RePEc:kap:transp:v:48:y:2021:i:4:d:10.1007_s11116-020-10117-9
    DOI: 10.1007/s11116-020-10117-9
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s11116-020-10117-9
    File Function: Abstract
    Download Restriction: Access to full text is restricted to subscribers.
    File URL: https://libkey.io/10.1007/s11116-020-10117-9?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Florax, Raymond & Folmer, Henk, 1992. "Specification and estimation of spatial linear regression models : Monte Carlo evaluation of pre-test estimators," Regional Science and Urban Economics, Elsevier, vol. 22(3), pages 405-432, September.
    2. Wang, Chih-Hao & Chen, Na, 2015. "A GIS-based spatial statistical approach to modeling job accessibility by transportation mode: case study of Columbus, Ohio," Journal of Transport Geography, Elsevier, vol. 45(C), pages 1-11.
    3. Boisjoly, Geneviève & El-Geneidy, Ahmed M., 2017. "How to get there? A critical assessment of accessibility objectives and indicators in metropolitan transportation plans," Transport Policy, Elsevier, vol. 55(C), pages 38-50.
    4. Manfred M. Fischer & Arthur Getis (ed.), 2010. "Handbook of Applied Spatial Analysis," Springer Books, Springer, number 978-3-642-03647-7, September.
    5. El-Geneidy, Ahmed & Levinson, David & Diab, Ehab & Boisjoly, Genevieve & Verbich, David & Loong, Charis, 2016. "The cost of equity: Assessing transit accessibility and social disparity using total travel cost," Transportation Research Part A: Policy and Practice, Elsevier, vol. 91(C), pages 302-316.
    6. Fan, Yingling & Guthrie, Andrew E & Levinson, David M, 2012. "Impact of light rail implementation on labor market accessibility: A transportation equity perspective," The Journal of Transport and Land Use, Center for Transportation Studies, University of Minnesota, vol. 5(3), pages 28-39.
    7. Jorge A. Sefair & Adriana Molano & Andrés L. Medaglia & Olga L. Sarmiento, 2012. "Locating Neighborhood Parks with a Lexicographic Multiobjective Optimization Method," International Series in Operations Research & Management Science, in: Michael P. Johnson (ed.), Community-Based Operations Research, chapter 0, pages 143-171, Springer.
    8. van Wee, Bert, 2016. "Accessible accessibility research challenges," Journal of Transport Geography, Elsevier, vol. 51(C), pages 9-16.
    9. Karou, Saleem & Hull, Angela, 2014. "Accessibility modelling: predicting the impact of planned transport infrastructure on accessibility patterns in Edinburgh, UK," Journal of Transport Geography, Elsevier, vol. 35(C), pages 1-11.
    10. Karen Lucas & Bert Wee & Kees Maat, 2016. "A method to evaluate equitable accessibility: combining ethical theories and accessibility-based approaches," Transportation, Springer, vol. 43(3), pages 473-490, May.
    11. Levine, Jonathan & Merlin, Louis & Grengs, Joe, 2017. "Project-level accessibility analysis for land-use planning," Transport Policy, Elsevier, vol. 53(C), pages 107-119.
    12. Guzman, Luis A. & Oviedo, Daniel & Rivera, Carlos, 2017. "Assessing equity in transport accessibility to work and study: The Bogotá region," Journal of Transport Geography, Elsevier, vol. 58(C), pages 236-246.
    13. Guldmann, Jean-Michel, 1979. "Urban land use allocation and environmental pollution control: An intertemporal optimization approach," Socio-Economic Planning Sciences, Elsevier, vol. 13(2), pages 71-86.
    14. Merlin, Louis A. & Levine, Jonathan & Grengs, Joe, 2018. "Accessibility analysis for transportation projects and plans," Transport Policy, Elsevier, vol. 69(C), pages 35-48.
    15. Lowry, Michael B. & Furth, Peter & Hadden-Loh, Tracy, 2016. "Prioritizing new bicycle facilities to improve low-stress network connectivity," Transportation Research Part A: Policy and Practice, Elsevier, vol. 86(C), pages 124-140.
    16. Lingqian Hu, 2017. "Job accessibility and employment outcomes: which income groups benefit the most?," Transportation, Springer, vol. 44(6), pages 1421-1443, November.
    17. David Wheeler & Michael Tiefelsdorf, 2005. "Multicollinearity and correlation among local regression coefficients in geographically weighted regression," Journal of Geographical Systems, Springer, vol. 7(2), pages 161-187, June.
    18. Páez, Antonio & Scott, Darren M. & Morency, Catherine, 2012. "Measuring accessibility: positive and normative implementations of various accessibility indicators," Journal of Transport Geography, Elsevier, vol. 25(C), pages 141-153.
    19. Wang, Chih-Hao & Chen, Na, 2017. "A geographically weighted regression approach to investigating the spatially varied built-environment effects on community opportunity," Journal of Transport Geography, Elsevier, vol. 62(C), pages 136-147.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Mattoussi, Wided & Mattoussi, Foued & Larnaout, Afrah, 2023. "Optimal subsidization for the adoption of new irrigation technologies," Economic Analysis and Policy, Elsevier, vol. 78(C), pages 1126-1141.
    2. Pengxia Shen & Ping Yin & Bingjie Niu, 2023. "Assessing the Combined Effects of Transportation Infrastructure on Regional Tourism Development in China Using a Spatial Econometric Model (GWPR)," Land, MDPI, vol. 12(1), pages 1-18, January.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Ben-Elia, Eran & Benenson, Itzhak, 2019. "A spatially-explicit method for analyzing the equity of transit commuters' accessibility," Transportation Research Part A: Policy and Practice, Elsevier, vol. 120(C), pages 31-42.
    2. Sharma, Ishant & Mishra, Sabyasachee & Golias, Mihalis M. & Welch, Timothy F. & Cherry, Christopher R., 2020. "Equity of transit connectivity in Tennessee cities," Journal of Transport Geography, Elsevier, vol. 86(C).
    3. Deboosere, Robbin & El-Geneidy, Ahmed, 2018. "Evaluating equity and accessibility to jobs by public transport across Canada," Journal of Transport Geography, Elsevier, vol. 73(C), pages 54-63.
    4. Wang, Chih-Hao & Chen, Na, 2017. "A geographically weighted regression approach to investigating the spatially varied built-environment effects on community opportunity," Journal of Transport Geography, Elsevier, vol. 62(C), pages 136-147.
    5. Frank, Laura & Dirks, Nicolas & Walther, Grit, 2021. "Improving rural accessibility by locating multimodal mobility hubs," Journal of Transport Geography, Elsevier, vol. 94(C).
    6. Boisjoly, Geneviève & El-Geneidy, Ahmed M., 2017. "The insider: A planners' perspective on accessibility," Journal of Transport Geography, Elsevier, vol. 64(C), pages 33-43.
    7. Ahuja, Richa & Tiwari, Geetam, 2021. "Evolving term “accessibility” in spatial systems: Contextual evaluation of indicators," Transport Policy, Elsevier, vol. 113(C), pages 4-11.
    8. Gabriella Vitorino Guimarães & Tálita Floriano Santos & Vicente Aprigliano Fernandes & Jorge Eliécer Córdoba Maquilón & Marcelino Aurélio Vieira da Silva, 2020. "Assessment for the Social Sustainability and Equity under the Perspective of Accessibility to Jobs," Sustainability, MDPI, vol. 12(23), pages 1-23, December.
    9. (Ato) Xu, Wangtu & Zhou, Jiangping & Yang, Linchuan & Li, Ling, 2018. "The implications of high-speed rail for Chinese cities: Connectivity and accessibility," Transportation Research Part A: Policy and Practice, Elsevier, vol. 116(C), pages 308-326.
    10. Xu, Mengya & Xin, Jing & Su, Shiliang & Weng, Min & Cai, Zhongliang, 2017. "Social inequalities of park accessibility in Shenzhen, China: The role of park quality, transport modes, and hierarchical socioeconomic characteristics," Journal of Transport Geography, Elsevier, vol. 62(C), pages 38-50.
    11. Chen, Zhiwei & Guo, Yujie & Stuart, Amy L. & Zhang, Yu & Li, Xiaopeng, 2019. "Exploring the equity performance of bike-sharing systems with disaggregated data: A story of southern Tampa," Transportation Research Part A: Policy and Practice, Elsevier, vol. 130(C), pages 529-545.
    12. Pereira, Rafael H.M., 2019. "Future accessibility impacts of transport policy scenarios: Equity and sensitivity to travel time thresholds for Bus Rapid Transit expansion in Rio de Janeiro," Journal of Transport Geography, Elsevier, vol. 74(C), pages 321-332.
    13. Lowe, Kate & Barajas, Jesus & Coren, Chelsie, 2023. "“It's annoying, confusing, and it's irritating”: Lived expertise for epistemic justice and understanding inequitable accessibility," Journal of Transport Geography, Elsevier, vol. 106(C).
    14. Wang, Yanxia & Li, Yisong & Huang, Yixiao & Gong, Daqing, 2023. "Analyzing the impacts of logistics suburbanization on logistics service accessibility: Accessibility modeling approach for urban freight," Transport Policy, Elsevier, vol. 138(C), pages 25-44.
    15. Jun Yang & Andong Guo & Xueming Li & Tai Huang, 2018. "Study of the Impact of a High-Speed Railway Opening on China’s Accessibility Pattern and Spatial Equality," Sustainability, MDPI, vol. 10(8), pages 1-13, August.
    16. Arbex, Renato & Cunha, Claudio B., 2020. "Estimating the influence of crowding and travel time variability on accessibility to jobs in a large public transport network using smart card big data," Journal of Transport Geography, Elsevier, vol. 85(C).
    17. Allen, Jeff & Farber, Steven, 2019. "Sizing up transport poverty: A national scale accounting of low-income households suffering from inaccessibility in Canada, and what to do about it," SocArXiv ua2gj, Center for Open Science.
    18. Johansson, Erik & Camporeale, Rosalia & Palmqvist, Carl-William, 2020. "Railway network design and regional labour markets in Sweden," Research in Transportation Economics, Elsevier, vol. 83(C).
    19. Slovic, Anne Dorothée & Tomasiello, Diego Bogado & Giannotti, Mariana & Andrade, Maria de Fatima & Nardocci, Adelaide C., 2019. "The long road to achieving equity: Job accessibility restrictions and overlapping inequalities in the city of São Paulo," Journal of Transport Geography, Elsevier, vol. 78(C), pages 181-193.
    20. Pot, Felix Johan & van Wee, Bert & Tillema, Taede, 2021. "Perceived accessibility: What it is and why it differs from calculated accessibility measures based on spatial data," Journal of Transport Geography, Elsevier, vol. 94(C).

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:kap:transp:v:48:y:2021:i:4:d:10.1007_s11116-020-10117-9. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.