Designing an Integrated Model of Mathematical Planning and IoT with Emphasis on Cost-Time-Routing Optimization of Intercity Transportation Systems
الموضوعات :Shahrzad Babaie 1 , Mohammad Seyedhosseini 2 , Mohammadreza Motadel 3
1 - Department of Industrial Management, Faculty of Management and Economics, Science and Research Branch, Islamic Azad University, Tehran, Iran.
2 - Iran university of science and technology
3 - Faculty of Management, Central Tehran Branch, Islamic Azad University
الکلمات المفتاحية: Cost-time optimization, IoT, mathematical planning, Intra-city transportation systems routing,
ملخص المقالة :
The issue of transportation, which today as a socio-political phenomenon plays a very sensitive and important role in the quality and socio-economic structure of a society, forms the basis of modern urban life and the needs of human movement. In this research, our goal is to design a system dynamics model in the form of combined transport system to try to reduce costs, time and increase customer satisfaction by taking into account the uncertainty in the combined transport system, especially uncertainty in demand. Considering the productivity required by both of passengers and urban management, the importance of the issue and its impact on other sectors, as well as the lack of sufficient research in this field, in this study, the design of intra-city transportation system will be studied. The purpose of this planning is to determine the location of stations for public transportation as well as to determine the best route to reach the next station. Initially, the IoT system is used to collect and analyze historical data.Then the effective parameters and input values of the mathematical programming model are determined. The implementation of the model determines the appropriate outcomes for the decision variables. In other words, this leads to determining the optimal stations and the appropriate route to transport passengers between stations so that travel time and cost are minimized. In addition to material profitability, this includes passenger satisfaction, increased willingness to use public transport, reduced traffic, and reduced environmental impact, increased reliability of public transport and more accurate forecast of vehicle arrival at the station.
Abdi, M., Alizadeh, H. (2013). Determination of Land Use Effective Factors on Travel Behavior with Transit- Oriented Development Approach, the case of city center of Sanandaj. Journal of Urban - Regional Studies and Research, 5(19), 125-148. (In Persian)
Aghdas Vatankhah, M., Gharib, F. (2009). Study of land use and urban development effects on rapid mass transportation system. Journal of Environmental Science and Technology, 11(3), 249-268. (In Persian)
Ahmadvand A., Mohammadiani Z., Khoaddi Abiazani H. (2015). Sustainable Urban Transportation System Dynamic Modeling for Traffic Improvement. Management Research in Iran, 19(2), 31-52. (In Persian)
Alavi, S. A. (2016). Spatial Modeling to Predict the Traffic Flow in Organizing Transportation in Tehran. Geographical Researches Quarterly Journal, 31(3), 118-129. (In Persian)
Amanpour, S., Maleki S., Hosseini N. (2016). Evaluation of Urban Passenger Satisfaction of the Quality of Urban Public Transport Services in Ahvaz, Haft Hesar Journal of Environmental Studies, 4(15), 37. (In Persian)
Ammar, M., Russello, G., & Crispo, B. (2018). Internet of Things: A survey on the security of IoT frameworks. Journal of Information Security and Applications, 38, 8-27. https://doi.org/10.1016/j.jisa.2017.11.002
Anvari Rostami, A., & Satari Ardabili F. (2009). Designing a city bus transportation network planning model (case study of Ardabil and suburbs). TRAFFIC MANAGEMENT STUDIES, 4(12), 1-24. (In Persian)
BABAGHEYBI, A. (2010). Prospectivism: A New Approach in Urban Transport Management. TRAFFIC MANAGEMENT STUDIES, 5(16), 77-100. (In Persian)
Barikani, E., Ahmadian, M., Khalilian, S. (2011). Optimal Sustainable Use of groundwater in Agricultural sector: Case Study Subsector in Qazvin Basin. Journal of Agricultural Economics and Development, 25(2),253-262. (In Persian)
Chang, X., Ma, T., & Wu, R. (2018). Impact of urban development on residents’ public transportation travel energy consumption in China: An analysis of hydrogen fuel cell vehicles alternatives. International Journal of Hydrogen Energy, 44(30), 16015-16027. https://doi.org/10.1016/j.ijhydene.2018.09.099
Dalkmann, H., & Sakamoto, K. (2011). Transport: investing in energy and resource efficiency. United Nations Environment Programme (UNEP), 375-411.
Dobson, K. (2015). Human Factors and Ergonomics in transportation control systems. Procedia Manufacturing, 3, 2913-2920. https://doi.org/10.1016/j.promfg.2015.07.815
Ebrahimzadeh, I., & Baharloo, A. (2012). Analysis of bus service performance and its role in urban transportation, the case of Zahedan City. GEOGRAPHICAL RESEARCH, 27(3), 87-110. (In Persian)
Errampalli, M., Patil, K. S., & Prasad, C. S. R. K. (2018). Evaluation of integration between public transportation modes by developing sustainability index for India cities. Case Studies on Transport Policy, 8(1), 180-187. https://doi.org/10.1016/j.cstp.2018.09.005
Esmaeilzadeh, H., Kashani Asl, A., Afzali, Z., & Roydel, J. (2018). Evaluating management & planning solutions in controlling urban traffic (case study: Tabriz metropolis). Geography and Planning, 21(62), 1-20. (In Persian)
Ghasemi, R., Mohaghar, A., Safari, H., Akbari Jokar, M. (2016). Prioritizing the Applications of Internet of Things Technology in the Healthcare Sector in Iran: A Driver for Sustainable Development. Journal of Information Technology Management, 8(1), 155-176. 10.22059/JITM.2016.55760
Gheisari, M., Fakhim, Sh. (2017). The Internet of Things, the challenges and problems of the interconnected world: Atinegar. (In Persian)
Gheisari, M., Khoshvaght, A. (2017). Internet of Things training: Atinegar. (In Persian)
Gheisari, M., Taher, M. (2018). The Internet of Things is driving the digital world: Computer sciences. (In Persian)
Hadipoor, M., Pourebrahim, Sh. (2011). Investigating the role of accesses in GLS environment to ensure the security of coastal areas in transportation planning in Bandar Abbas. Rahvar, 8(13), 39-47. (In Persian)
Hamidi, H. (2019). An approach to develop the smart health using Internet of Things and authentication based on biometric technology. Future Generation Computer Systems, 91, 434-449. https://doi.org/10.1016/j.future.2018.09.024
Ghavamifar, A. Beig, L., Mousakhani, A., Mohamadi, M., Tavasoli, Sh., Ahmadian, H. (2017). A look at the efforts of countries in the development of information and communication technology: Arad. (In Persian)
Hayat, S. (2010). Disturbances modelling for improving the traffic operation for the public transport networks. IFAC Proceedings Volumes, 43(8), 644-650. https://doi.org/10.3182/20100712-3-FR-2020.00103
Hou, J., Qu, L., & Shi, W. (2019). A survey on internet of things security from data perspectives. Computer Networks, 148, 295-306. https://doi.org/10.1016/j.comnet.2018.11.026
Irtema, H. I. M., Ismail, A., Borhan, M. N., Das, A. M., & Alshetwi, A. B. (2018). Case study of the behavioural intentions of public transportation passengers in Kuala Lumpur. Case Studies on Transport Policy, 6(4), 462-474. https://doi.org/10.1016/j.cstp.2018.05.007
Jassbi, J., Makvandi, P. (2011). Trip Forecasting Process Modeling in Urban Transportation Planning Based on Hybrid Fuzzy Inference Approach. The Journal of Productivity Management, 5(2 (17)), 7-32. (In Persian)
Karuppiah, M., Li, X., Das, A. K., Kumari, S., & Liu, Q. (2018). Introduction to the special section on Big data and IoT in e-healthcare. Computers & Electrical Engineering, 65, 261-264. 10.1016/j.compeleceng.2018.01.007
Kelle, P., Song, J., Jin, M., Schneider, H., & Claypool, C. (2018). Evaluation of operational and environmental sustainability tradeoffs in multimodal freight transportation planning. International Journal of Production Economics, 209, 411-420. https://doi.org/10.1016/j.ijpe.2018.08.011
Khalili, M., Hajiani, M. (2016). The Evaluation of Transportation Policies in Iran (Case Study: Content Analysis of Transportation Politics in Tehran Traffic and Transportation Council). Socio-Cultural Strategy, 5(2), 169-190. (In Persian)
Kocken, H. G., & Sivri, M. (2016). A simple parametric method to generate all optimal solutions of fuzzy solid transportation problem. Applied Mathematical Modelling, 40(7-8), 4612-4624. https://doi.org/10.1016/j.apm.2015.10.053
Lanotte, R., & Merro, M. (2018). A semantic theory of the internet of things. Information and Computation, 259, 72-101. https://doi.org/10.1016/j.ic.2018.01.001
Li, S., Da Xu, L., & Zhao, S. (2018). 5G internet of things: A survey. Journal of Industrial Information Integration, 10, 1-9. https://doi.org/10.1016/j.jii.2018.01.005
Liu, C., Shu, T., Chen, S., Wang, S., Lai, K. K., & Gan, L. (2016). An improved grey neural network model for predicting transportation disruptions. Expert Systems with Applications, 45, 331-340. https://doi.org/10.1016/j.eswa.2015.09.052
Lopez, J., Rios, R., Bao, F., & Wang, G. (2017). Evolving privacy: From sensors to the internet of things. Future Generation Computer Systems, 75, 46-57. https://doi.org/10.1016/j.future.2017.04.045
Lu, Y., Papagiannidis, S., & Alamanos, E. (2018). Internet of Things: A systematic review of the business literature from the user and organisational perspectives. Technological Forecasting and Social Change, 136, 285-297. https://doi.org/10.1016/j.techfore.2018.01.022
Madani, K. (2010). Towards sustainable watershed management: Using system dynamics for integrated water resources planning. VDM Publishing.
Mehdizade, M., Ayati, E., Hashemian Bojnourd, N., Naderi Khorshidi,. (2010). Offering a Model for Integrated Management of Urban Transportation and Traffic in Megapolises in Iran. Police Management Studies Quarterly, 5(3), 418-443. (In Persian)
Mehrgan, R. (2008). Operations research, operational research, linear programming and its applications: Publication of academic books. (In Persian)
Memarian, A., Parvin Rohani, M.A. (2000). Combined transport planning model with fuzzy parameters. Journal of Management Knowledge, 49, 3-11. (In Persian)
Metallo, C., Agrifoglio, R., Schiavone, F., & Mueller, J. (2018). Understanding business model in the Internet of Things industry. Technological Forecasting and Social Change, 136, 298-306. https://doi.org/10.1016/j.techfore.2018.01.020
Molanapoor, R., Saadat Fakhim, Sh. (2017). Web of Things: Atinegar. (In Persian)
Naik, M. B., Kumar, P., & Majhi, S. (2019). Smart public transportation network expansion and its interaction with the grid. International Journal of Electrical Power & Energy Systems, 105, 365-380. https://doi.org/10.1016/j.ijepes.2018.08.009
Negash, B., Westerlund, T., & Tenhunen, H. (2019). Towards an interoperable Internet of Things through a web of virtual things at the Fog layer. Future Generation Computer Systems, 91, 96-107. https://doi.org/10.1016/j.future.2018.07.053
Papageorgiou, G., Damianou, P., Pitsillides, A., Aphamis, T., Charalambous, D., & Ioannou, P. (2009). Modelling and Simulation of Transportation Systems: a Scenario Planning Approach. Automatika: Journal for Control, Measurement, Electronics, Computing & Communications, 50.
Rezaeenour, J., mashayekhi, M. (2018). Investigating the Internet of things effect on organizational performance by considering intermediate role of knowledge creation Case study (Mehr Eghtesad Bank, Tehran province). Sciences and Techniques of Information Management, 4(2), 1-18. (In Persian)
Ronaghi, M. H., & Hosseini, F. (2018). Identifying and ranking Internet of things services in healthcare sector. Journal of Health Administration, 21(73). (In Persian)
Shams, M., Bargi, F., (2014). Environmental Impact Assessment of Urban Transport with Sustainable Development Approach (Central Malayer). Journal of New Attitudes in Human Geography, 6(4), 143-158. (In Persian)
Sharifi, Sh., Saremi, H., Bemanian, M. (2014). Evaluation of public transportation system with sustainable urban development approach using Analytic Hierarchy Process (AHP) (Study sample: Hamadan). Haft Hesar Journal of Environmental Studies, 2(8), 5-16. (In Persian)
Soltani, A., & Fallah Manshadi, A. (2013). Integrated transportation approach: achieving sustainable transportation, case study metropolitan Shiraz. Urban studies, 2(5), 47-60. (In Persian)
Tajdar, V. & Akbari, M., (2008). International Public Transport Cities Findings. Urban planning articles, 26, 102-115. (In Persian)
Teixeira, F. A., Pereira, F. M., Wong, H. C., Nogueira, J. M., & Oliveira, L. B. (2019). SIoT: Securing Internet of Things through distributed systems analysis. Future Generation Computer Systems, 92, 1172-1186. https://doi.org/10.1016/j.future.2017.08.010
Tian, F. (2017, June). A supply chain traceability system for food safety based on HACCP, blockchain & Internet of things. In Service Systems and Service Management (ICSSSM), 2017 International Conference on (pp. 1-6). IEEE. 10.1109/ICSSSM.2017.7996119
Tierney, K., Voß, S., & Stahlbock, R. (2014). A mathematical model of inter-terminal transportation. European Journal of Operational Research, 235(2), 448-460. https://doi.org/10.1016/j.ejor.2013.07.007
Vahdat, D., Gheisar, M. (2018) Internet of Things Basics: Atinegar.
Wang, X., Zha, X., Ni, W., Liu, R. P., Guo, Y. J., Niu, X., & Zheng, K. (2019). Survey on blockchain for Internet of Things. Computer Communications, 136, 10-29. https://doi.org/10.1016/j.comcom.2019.01.006
Wey, W. M., & Huang, J. Y. (2018). Urban sustainable transportation planning strategies for livable City's quality of life. Habitat International, 82, 9-27. https://doi.org/10.1016/j.habitatint.2018.10.002
Yazdan Nejad F., Momeni Bashusqeh, E. (2016). Application of IoT in the country's electricity industry focusing on the importance of smart electricity distribution networks and its interaction with the concept of smart city, Tehran. (In Persian)
Yazdan Panahi, M., Maleki, K. (2007). Investigating the position of transportation in sustainable urban economic development. Transportation Industry, Mashhad. (In Persian)
Zhang, X., & Yue, W. T. (2019). Transformative Value of the Internet of Things and Pricing Decisions. Electronic Commerce Research and Applications, 100825. https://doi.org/10.1016/j.elerap.2019.100825
