IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v15y2023i11p8450-d1153378.html
   My bibliography  Save this article

Optimal Parking Path Planning and Parking Space Selection Based on the Entropy Power Method and Bayesian Network: A Case Study in an Indoor Parking Lot

Author

Listed:
  • Jingwei Xue

    (College of Civil Engineering, Nanjing Forestry University, Nanjing 210037, China)

  • Jiaqing Wang

    (College of Civil Engineering, Nanjing Forestry University, Nanjing 210037, China)

  • Jiyang Yi

    (College of Civil Engineering, Nanjing Forestry University, Nanjing 210037, China)

  • Yang Wei

    (College of Civil Engineering, Nanjing Forestry University, Nanjing 210037, China)

  • Kaijian Huang

    (College of Civil Engineering, Nanjing Forestry University, Nanjing 210037, China)

  • Daming Ge

    (College of Civil Engineering, Nanjing Forestry University, Nanjing 210037, China)

  • Ruiyu Sun

    (College of Civil Engineering, Nanjing Forestry University, Nanjing 210037, China)

Abstract

According to the vehicle dynamics model and the requirements of reliable safety and minimal time, the path planning problem of parking in different types of parking spaces is solved by obstacle avoidance analysis and motion analysis in the case of the optimal solution, and the parking trajectory from the initial position to the designated parking space is obtained. In the static situation, different parking spaces in the parking space are occupied; analyze the parking space type, parking space left and right occupancy situation, and the distance between the vacant parking space and the starting point location of unoccupied cars; and establish the attribute information matrix R 0 of the vacant parking space and calculate the KMO value of the matrix R 0 . This is completed to determine the weak correlation between the attributes of the vacant parking space and use the matrix R 0 as the original evaluation matrix of the entropy weight method, using the entropy weight method to calculate the three attributes of parking space type, parking space left and right occupancy situation, and distance between starting point and parking space. These results are weighted in the optimal parking space selection process, the difficulty score of the vacant parking space is determined, and the optimal parking space is determined through the ranking of the scores. In the dynamic case, the number of parking spaces and parking space usage will change over time, with the help of the Bayesian network, the existing parking spaces and number of spaces in the parking lot at the previous moment are learned according to the computer clock, which can be used to reason about the number of parking spaces and parking space availability in the parking lot at the next moment. The weights of the three attributes of parking space type, parking space left and right situation, and distance between the starting point and parking space are updated in the case of a dynamic change of parking space, and then the parking difficulty score of a new vacant parking space using the entropy weight method is used to select the optimal parking space in the dynamic situation. The optimized parking path planning and parking space selection method could contribute to enhancing parking efficiency for the sustainable management of indoor parking lots.

Suggested Citation

  • Jingwei Xue & Jiaqing Wang & Jiyang Yi & Yang Wei & Kaijian Huang & Daming Ge & Ruiyu Sun, 2023. "Optimal Parking Path Planning and Parking Space Selection Based on the Entropy Power Method and Bayesian Network: A Case Study in an Indoor Parking Lot," Sustainability, MDPI, vol. 15(11), pages 1-25, May.
    • Handle: RePEc:gam:jsusta:v:15:y:2023:i:11:p:8450-:d:1153378
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/15/11/8450/pdf
    Download Restriction: no
    File URL: https://www.mdpi.com/2071-1050/15/11/8450/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Zeng, Chao & Ma, Changxi & Wang, Ke & Cui, Zihao, 2022. "Predicting vacant parking space availability: A DWT-Bi-LSTM model," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 599(C).
    2. Henry Kaiser, 1974. "An index of factorial simplicity," Psychometrika, Springer;The Psychometric Society, vol. 39(1), pages 31-36, March.
    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. Jan Cudzik & Michał Nessel, 2024. "Computational Approach towards Repetitive Design Tasks: The Case Study of Parking Lot Automated Design," Sustainability, MDPI, vol. 16(2), pages 1-16, January.
    2. Lide Yang & Jiemin Xie & Tuo Sun & Junxian Wu & Jinquan Hou & Shuangjian Yang, 2023. "Application of Autonomous Transportation Systems: Detection of a Potential Sub-Leasing Type of Carsharing," Sustainability, MDPI, vol. 15(19), pages 1-20, September.

    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. Lillemo, Shuling Chen, 2014. "Measuring the effect of procrastination and environmental awareness on households' energy-saving behaviours: An empirical approach," Energy Policy, Elsevier, vol. 66(C), pages 249-256.
    2. Xiaoxu Dong & Huawei Zhao & Tiancai Li, 2022. "The Role of Live-Streaming E-Commerce on Consumers’ Purchasing Intention regarding Green Agricultural Products," Sustainability, MDPI, vol. 14(7), pages 1-13, April.
    3. Simplice A. Asongu & Nicholas M. Odhiambo, 2019. "Governance, capital flight and industrialisation in Africa," Journal of Economic Structures, Springer;Pan-Pacific Association of Input-Output Studies (PAPAIOS), vol. 8(1), pages 1-22, December.
    4. Pamela E. Ofori & Simplice A. Asongu & Vanessa S. Tchamyou, 2021. "The Synergy between Governance and Economic Integration in Promoting Female Economic Inclusion in Sub-Saharan Africa," Working Papers 21/071, European Xtramile Centre of African Studies (EXCAS).
    5. Simplice A. Asongu, 2014. "Knowledge Economy and Financial Sector Competition in African Countries," African Development Review, African Development Bank, vol. 26(2), pages 333-346, June.
    6. Chimere O. Iheonu, 2019. "Governance and Domestic Investment in Africa," Working Papers 19/001, European Xtramile Centre of African Studies (EXCAS).
    7. Rodríguez-Fuentes, Carlos Javier & Hernández-López, Montserrat, 1997. "Análisis de diferencias estructurales interregionales determinantes en el impacto de la política monetaria," Estudios de Economia Aplicada, Estudios de Economia Aplicada, vol. 7, pages 141-157, Junio.
    8. Asongu, Simplice & Tchamyou, Vanessa & Asongu, Ndemaze & Tchamyou, Nina, 2018. "The Comparative African Economics of Governance in Fighting Terrorism," MPRA Paper 92346, University Library of Munich, Germany.
    9. Leiv Gabrielsen & Pål Ulleberg & Reidulf Watten, 2012. "The Adolescent Life Goal Profile Scale: Development of a New Scale for Measurements of Life Goals Among Young People," Journal of Happiness Studies, Springer, vol. 13(6), pages 1053-1072, December.
    10. Simplice A. Asongu & Rexon T. Nting & Joseph Nnanna, 2020. "Linkages between Globalisation, Carbon Dioxide Emissions and Governance in Sub-Saharan Africa," International Journal of Public Administration, Taylor & Francis Journals, vol. 43(11), pages 949-963, August.
    11. Simplice A Asongu, 2013. "Modeling the future of knowledge economy: evidence from SSA and MENA countries," Economics Bulletin, AccessEcon, vol. 33(1), pages 612-624.
    12. Megha Gupta & Suhasini Verma & Smita Pachare, 2023. "An analysis of Conventional and Alternative financing—Customers' perspective," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 28(3), pages 2404-2414, July.
    13. Xiangfei Yuan & Haijing Hao & Chenghua Guan & Alex Pentland, 2022. "Which factors affect the performance of technology business incubators in China? An entrepreneurial ecosystem perspective," PLOS ONE, Public Library of Science, vol. 17(1), pages 1-20, January.
    14. Naznin Sultana & Thao T. P. Nguyen & Ahmed Hossain & Md. Asaduzzaman & Minh H. Nguyen & Ishrat Jahan & Kien T. Nguyen & Tuyen Van Duong, 2022. "Psychometric Properties of the Short-Form Geriatric Depression Scale (GDS-SF) and Its Associated Factors among the Elderly in Bangladesh," IJERPH, MDPI, vol. 19(13), pages 1-14, June.
    15. Orkhan Sariyev & Tim K. Loos & Manfred Zeller & Tulsi Gurung, 2020. "Women in household decision-making and implications for dietary quality in Bhutan," Agricultural and Food Economics, Springer;Italian Society of Agricultural Economics (SIDEA), vol. 8(1), pages 1-20, December.
    16. Chang, Yuan-Chieh & Chen, Min-Nan, 2016. "Service regime and innovation clusters: An empirical study from service firms in Taiwan," Research Policy, Elsevier, vol. 45(9), pages 1845-1857.
    17. Romero, Pascual & Botía, Pablo & del Amor, Francisco M. & Gil-Muñoz, Rocío & Flores, Pilar & Navarro, Josefa María, 2019. "Interactive effects of the rootstock and the deficit irrigation technique on wine composition, nutraceutical potential, aromatic profile, and sensory attributes under semiarid and water limiting condi," Agricultural Water Management, Elsevier, vol. 225(C).
    18. Ivana BLEŠIÆ & Andjelija IVKOV-DŽIGURSKI & Uglješa STANKOV & Igor STAMENKOVIÆ & Milan Bradiæ, 2011. "Research Of Expected And Perceived Service Quality In Hotel Management," Revista de turism - studii si cercetari in turism / Journal of tourism - studies and research in tourism, "Stefan cel Mare" University of Suceava, Romania, Faculty of Economics and Public Administration - Economy, Business Administration and Tourism Department., vol. 11(11), pages 6-14, December.
    19. Mohd Hizam Hanafiah, & Sheikh Usman Yousaf, & Bushra Usman,, 2017. "The influence of psychological capital on the growth intentions of entrepreneurs: A study on Malaysian SME entrepreneurs," Business and Economic Horizons (BEH), Prague Development Center, vol. 13(5), pages 556-569, December.
    20. Voxi Amavilah & Antonio R. Andrés, 2014. "Globalization, Peace & Stability, Governance, and Knowledge Economy," Research Africa Network Working Papers 14/012, Research Africa Network (RAN).

    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:gam:jsusta:v:15:y:2023:i:11:p:8450-:d:1153378. 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: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.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.