Skip to main content
Top

2021 | OriginalPaper | Chapter

An Individual-Based Simulation Approach to Demand Responsive Transport

Authors : Sergei Dytckov, Fabian Lorig, Johan Holmgren, Paul Davidsson, Jan A. Persson

Published in: Intelligent Transport Systems, From Research and Development to the Market Uptake

Publisher: Springer International Publishing

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

This article demonstrates an approach to the simulation of Demand Responsive Transport (DRT) – a flexible transport mode that typically operates as a combination of taxi and bus modes. Travellers request individual trips and DRT is capable of adjusting its routes or schedule to the needs of travellers. It has been seen as a part of the public transport network, which has the potential to reduce operational costs of public transport services, to provide better service quality for population groups with limited mobility and to improve transport fairness. However, a DRT service needs to be thoroughly planned to target the intended user groups, attract a sufficient demand level and maintain reasonable operational costs. As the demand for DRT is dynamic and heterogeneous, it is difficult to simulate it with a macro approach. To address this problem, we develop and evaluate an individual-based simulation comprising models of traveller behaviour for both supply and demand sides. Travellers choose a trip alternative with a mode choice model and DRT vehicle routing utilises a model of travellers’ mode choice behaviour to optimise routes. This allows capturing supply-side operational costs and demand-side service quality for every individual, what allows for designing a personalised service that can prioritise needy groups of travellers improving transport fairness. By simulating different setups of DRT services, the simulator can be used as a decision support tool.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
1.
go back to reference Alonso-Mora, J., Samaranayake, S., Wallar, A., Frazzoli, E., Rus, D.: On-demand high-capacity ride-sharing via dynamic trip-vehicle assignment. Proc. Natl. Acad. Sci. 114(3), 462–467 (2017)CrossRef Alonso-Mora, J., Samaranayake, S., Wallar, A., Frazzoli, E., Rus, D.: On-demand high-capacity ride-sharing via dynamic trip-vehicle assignment. Proc. Natl. Acad. Sci. 114(3), 462–467 (2017)CrossRef
3.
go back to reference Boesch, P.M., Ciari, F., Axhausen, K.W.: Autonomous vehicle fleet sizes required to serve different levels of demand. Transp. Res. Rec. 2542(1), 111–119 (2016)CrossRef Boesch, P.M., Ciari, F., Axhausen, K.W.: Autonomous vehicle fleet sizes required to serve different levels of demand. Transp. Res. Rec. 2542(1), 111–119 (2016)CrossRef
4.
go back to reference Cervero, R.: Road expansion, urban growth, and induced travel: a path analysis. In: Dialogues in Urban and Regional Planning, pp. 310–343. Routledge (2006) Cervero, R.: Road expansion, urban growth, and induced travel: a path analysis. In: Dialogues in Urban and Regional Planning, pp. 310–343. Routledge (2006)
5.
go back to reference Charisis, A., Iliopoulou, C., Kepaptsoglou, K.: DRT route design for the first/last mile problem: model and application to Athens, Greece. Public Transp. 10(3), 499–527 (2018)CrossRef Charisis, A., Iliopoulou, C., Kepaptsoglou, K.: DRT route design for the first/last mile problem: model and application to Athens, Greece. Public Transp. 10(3), 499–527 (2018)CrossRef
6.
go back to reference Czioska, P., Kutadinata, R., Trifunović, A., Winter, S., Sester, M., Friedrich, B.: Real-world meeting points for shared demand-responsive transportation systems. Public Transp. 11(2), 341–377 (2019)CrossRef Czioska, P., Kutadinata, R., Trifunović, A., Winter, S., Sester, M., Friedrich, B.: Real-world meeting points for shared demand-responsive transportation systems. Public Transp. 11(2), 341–377 (2019)CrossRef
7.
go back to reference Davison, L., Enoch, M., Ryley, T., Quddus, M., Wang, C.: Identifying potential market niches for Demand Responsive Transport. Res. Transp. Bus. Manag. 3, 50–61 (2012)CrossRef Davison, L., Enoch, M., Ryley, T., Quddus, M., Wang, C.: Identifying potential market niches for Demand Responsive Transport. Res. Transp. Bus. Manag. 3, 50–61 (2012)CrossRef
8.
go back to reference Deflorio, F.P., Dalla Chiara, B., Murro, A.: Simulation and performance of DRTS in a realistic environment. In: Proceedings of the 13th Mini-Euro Conference on Handling Uncertainty in the Analysis of Traffic and Transportation Systems and the 9th Meeting of the Euro Working Group on Transportation Intermodality, Sustainability and Intelligent Transport Systems, pp. 622–628 (2002) Deflorio, F.P., Dalla Chiara, B., Murro, A.: Simulation and performance of DRTS in a realistic environment. In: Proceedings of the 13th Mini-Euro Conference on Handling Uncertainty in the Analysis of Traffic and Transportation Systems and the 9th Meeting of the Euro Working Group on Transportation Intermodality, Sustainability and Intelligent Transport Systems, pp. 622–628 (2002)
9.
go back to reference Dytckov, S., Lorig, F., Davidsson, P., Holmgren, J., Persson, J.: Modelling commuting activities for the simulation of demand responsive transport in rural areas. In: Proceedings of the 6th International Conference on Vehicle Technology and Intelligent Transport Systems, VEHITS, vol. 1, pp. 89–97 (2020) Dytckov, S., Lorig, F., Davidsson, P., Holmgren, J., Persson, J.: Modelling commuting activities for the simulation of demand responsive transport in rural areas. In: Proceedings of the 6th International Conference on Vehicle Technology and Intelligent Transport Systems, VEHITS, vol. 1, pp. 89–97 (2020)
10.
go back to reference Enoch, M., Potter, S., Parkhurst, G., Smith, M.: Why do demand responsive transport systems fail? In: Transportation Research Board 85th Annual Meeting (2006) Enoch, M., Potter, S., Parkhurst, G., Smith, M.: Why do demand responsive transport systems fail? In: Transportation Research Board 85th Annual Meeting (2006)
11.
go back to reference Fagnant, D.J., Kockelman, K.M.: Dynamic ride-sharing and fleet sizing for a system of shared autonomous vehicles in Austin, Texas. Transportation 45(1), 143–158 (2018)CrossRef Fagnant, D.J., Kockelman, K.M.: Dynamic ride-sharing and fleet sizing for a system of shared autonomous vehicles in Austin, Texas. Transportation 45(1), 143–158 (2018)CrossRef
12.
go back to reference Fosgerau, M., Hjorth, K., Lyk-Jensen, S.V.: The Danish value of time study. Technical report (2007) Fosgerau, M., Hjorth, K., Lyk-Jensen, S.V.: The Danish value of time study. Technical report (2007)
13.
go back to reference Gökay, S., Heuvels, A., Krempels, K.H.: On-demand ride-sharing services with meeting points. In: Proceedings of the 4th International Conference on Vehicle Technology and Intelligent Transport Systems, pp. 117–125 (2019) Gökay, S., Heuvels, A., Krempels, K.H.: On-demand ride-sharing services with meeting points. In: Proceedings of the 4th International Conference on Vehicle Technology and Intelligent Transport Systems, pp. 117–125 (2019)
15.
go back to reference Helbing, D., Hennecke, A., Shvetsov, V., Treiber, M.: Micro- and macro-simulation of freeway traffic. Math. Comput. Model. 35(5–6), 517–547 (2002)MathSciNetCrossRef Helbing, D., Hennecke, A., Shvetsov, V., Treiber, M.: Micro- and macro-simulation of freeway traffic. Math. Comput. Model. 35(5–6), 517–547 (2002)MathSciNetCrossRef
17.
go back to reference Hörl, S.: Agent-based simulation of autonomous taxi services with dynamic demand responses. Procedia Comput. Sci. 109, 899–904 (2017)CrossRef Hörl, S.: Agent-based simulation of autonomous taxi services with dynamic demand responses. Procedia Comput. Sci. 109, 899–904 (2017)CrossRef
18.
go back to reference Hörl, S., Balac, M., Axhausen, K.W.: Dynamic demand estimation for an AMoD system in Paris. In: 2019 IEEE Intelligent Vehicles Symposium (IV), pp. 260–266. IEEE (2019) Hörl, S., Balac, M., Axhausen, K.W.: Dynamic demand estimation for an AMoD system in Paris. In: 2019 IEEE Intelligent Vehicles Symposium (IV), pp. 260–266. IEEE (2019)
19.
go back to reference Hymel, K.M., Small, K.A., Van Dender, K.: Induced demand and rebound effects in road transport. Transp. Res. Part B Methodol. 44(10), 1220–1241 (2010)CrossRef Hymel, K.M., Small, K.A., Van Dender, K.: Induced demand and rebound effects in road transport. Transp. Res. Part B Methodol. 44(10), 1220–1241 (2010)CrossRef
20.
go back to reference Jakob, A., Craig, J.L., Fisher, G.: Transport cost analysis: a case study of the total costs of private and public transport in Auckland. Environ. Sci. Policy 9(1), 55–66 (2006)CrossRef Jakob, A., Craig, J.L., Fisher, G.: Transport cost analysis: a case study of the total costs of private and public transport in Auckland. Environ. Sci. Policy 9(1), 55–66 (2006)CrossRef
21.
go back to reference Jokinen, J.P., Sihvola, T., Hyytiä, E., Sulonen, R.: Why urban mass demand responsive transport? In: 2011 IEEE Forum on Integrated and Sustainable Transportation Systems, pp. 317–322. IEEE (2011) Jokinen, J.P., Sihvola, T., Hyytiä, E., Sulonen, R.: Why urban mass demand responsive transport? In: 2011 IEEE Forum on Integrated and Sustainable Transportation Systems, pp. 317–322. IEEE (2011)
22.
go back to reference Koppelman, F.S., Bhat, C.: A self instructing course in mode choice modeling: multinomial and nested logit models. Transportation Research Board (2006) Koppelman, F.S., Bhat, C.: A self instructing course in mode choice modeling: multinomial and nested logit models. Transportation Research Board (2006)
23.
go back to reference Laws, R., Enoch, M.P., Ison, S.G., Potter, S.: Demand-responsive transport schemes in England and Wales and considerations for their future. In: Transportation Research Board 87th Annual Meeting (2008) Laws, R., Enoch, M.P., Ison, S.G., Potter, S.: Demand-responsive transport schemes in England and Wales and considerations for their future. In: Transportation Research Board 87th Annual Meeting (2008)
24.
go back to reference Lee, A., Savelsbergh, M.: An extended demand responsive connector. EURO J. Transp. Logist. 6(1), 25–50 (2017)CrossRef Lee, A., Savelsbergh, M.: An extended demand responsive connector. EURO J. Transp. Logist. 6(1), 25–50 (2017)CrossRef
25.
go back to reference Leich, G., Bischoff, J.: Should autonomous shared taxis replace buses? A simulation study. Transp. Res. Procedia 41, 450–460 (2019)CrossRef Leich, G., Bischoff, J.: Should autonomous shared taxis replace buses? A simulation study. Transp. Res. Procedia 41, 450–460 (2019)CrossRef
26.
go back to reference Levin, M.W., Kockelman, K.M., Boyles, S.D., Li, T.: A general framework for modeling shared autonomous vehicles with dynamic network-loading and dynamic ride-sharing application. Comput. Environ. Urban Syst. 64, 373–383 (2017)CrossRef Levin, M.W., Kockelman, K.M., Boyles, S.D., Li, T.: A general framework for modeling shared autonomous vehicles with dynamic network-loading and dynamic ride-sharing application. Comput. Environ. Urban Syst. 64, 373–383 (2017)CrossRef
27.
go back to reference Li, X., Quadrifoglio, L.: Feeder transit services: choosing between fixed and demand responsive policy. Transp. Res. Part C Emerg. Technol. 18(5), 770–780 (2010)CrossRef Li, X., Quadrifoglio, L.: Feeder transit services: choosing between fixed and demand responsive policy. Transp. Res. Part C Emerg. Technol. 18(5), 770–780 (2010)CrossRef
28.
go back to reference Litman, T.: Evaluating Public Transit Benefits and Costs. Victoria Transport Policy Institute, Victoria (2015) Litman, T.: Evaluating Public Transit Benefits and Costs. Victoria Transport Policy Institute, Victoria (2015)
29.
go back to reference Liu, J., Kockelman, K.M., Boesch, P.M., Ciari, F.: Tracking a system of shared autonomous vehicles across the Austin, Texas network using agent-based simulation. Transportation 44(6), 1261–1278 (2017)CrossRef Liu, J., Kockelman, K.M., Boesch, P.M., Ciari, F.: Tracking a system of shared autonomous vehicles across the Austin, Texas network using agent-based simulation. Transportation 44(6), 1261–1278 (2017)CrossRef
30.
go back to reference Liu, Y., Bansal, P., Daziano, R., Samaranayake, S.: A framework to integrate mode choice in the design of mobility-on-demand systems. Transp. Res. Part C Emerg. Technol. 105, 648–665 (2019)CrossRef Liu, Y., Bansal, P., Daziano, R., Samaranayake, S.: A framework to integrate mode choice in the design of mobility-on-demand systems. Transp. Res. Part C Emerg. Technol. 105, 648–665 (2019)CrossRef
31.
go back to reference Loeb, B., Kockelman, K.M., Liu, J.: Shared autonomous electric vehicle (SAEV) operations across the Austin, Texas network with charging infrastructure decisions. Transp. Res. Part C Emerg. Technol. 89, 222–233 (2018)CrossRef Loeb, B., Kockelman, K.M., Liu, J.: Shared autonomous electric vehicle (SAEV) operations across the Austin, Texas network with charging infrastructure decisions. Transp. Res. Part C Emerg. Technol. 89, 222–233 (2018)CrossRef
32.
go back to reference Lyu, Y., Lee, V.C., Ng, J.K.Y., Lim, B.Y., Liu, K., Chen, C.: Flexi-sharing: a flexible and personalized taxi-sharing system. IEEE Trans. Veh. Technol. 68(10), 9399–9413 (2019)CrossRef Lyu, Y., Lee, V.C., Ng, J.K.Y., Lim, B.Y., Liu, K., Chen, C.: Flexi-sharing: a flexible and personalized taxi-sharing system. IEEE Trans. Veh. Technol. 68(10), 9399–9413 (2019)CrossRef
33.
go back to reference Ma, T.Y.: On-demand dynamic Bi-/multi-modal ride-sharing using optimal passenger-vehicle assignments. In: 2017 IEEE International Conference on Environment and Electrical Engineering and 2017 IEEE Industrial and Commercial Power Systems Europe (EEEIC/I&CPS Europe), pp. 1–5. IEEE (2017) Ma, T.Y.: On-demand dynamic Bi-/multi-modal ride-sharing using optimal passenger-vehicle assignments. In: 2017 IEEE International Conference on Environment and Electrical Engineering and 2017 IEEE Industrial and Commercial Power Systems Europe (EEEIC/I&CPS Europe), pp. 1–5. IEEE (2017)
34.
go back to reference Ma, T.Y., Klein, S.: Integrated microtransit services with chance-constrained dynamic pricing and demand learning. arXiv preprint arXiv:2001.09151 (2020) Ma, T.Y., Klein, S.: Integrated microtransit services with chance-constrained dynamic pricing and demand learning. arXiv preprint arXiv:​2001.​09151 (2020)
35.
go back to reference Maciejewski, M., Nagel, K.: Simulation and dynamic optimization of taxi services in MATSim. VSP Working Paper 13-0 (2013) Maciejewski, M., Nagel, K.: Simulation and dynamic optimization of taxi services in MATSim. VSP Working Paper 13-0 (2013)
36.
go back to reference Mageean, J., Nelson, J.D.: The evaluation of demand responsive transport services in Europe. J. Transp. Geogr. 11(4), 255–270 (2003)CrossRef Mageean, J., Nelson, J.D.: The evaluation of demand responsive transport services in Europe. J. Transp. Geogr. 11(4), 255–270 (2003)CrossRef
37.
go back to reference Miller, P., de Barros, A.G., Kattan, L., Wirasinghe, S.: Analyzing the sustainability performance of public transit. Transp. Res. Part D Transp. Environ. 44, 177–198 (2016)CrossRef Miller, P., de Barros, A.G., Kattan, L., Wirasinghe, S.: Analyzing the sustainability performance of public transit. Transp. Res. Part D Transp. Environ. 44, 177–198 (2016)CrossRef
38.
go back to reference Navidi, Z., Ronald, N., Winter, S.: Comparison between ad-hoc demand responsive and conventional transit: a simulation study. Public Transp. 10(1), 147–167 (2018)CrossRef Navidi, Z., Ronald, N., Winter, S.: Comparison between ad-hoc demand responsive and conventional transit: a simulation study. Public Transp. 10(1), 147–167 (2018)CrossRef
39.
go back to reference Nelson, J.D., Wright, S., Masson, B., Ambrosino, G., Naniopoulos, A.: Recent developments in flexible transport services. Res. Transp. Econ. 29(1), 243–248 (2010)CrossRef Nelson, J.D., Wright, S., Masson, B., Ambrosino, G., Naniopoulos, A.: Recent developments in flexible transport services. Res. Transp. Econ. 29(1), 243–248 (2010)CrossRef
40.
go back to reference Pettersson, F.: An international review of experiences from on-demand public transport services. Working Paper (2019) Pettersson, F.: An international review of experiences from on-demand public transport services. Working Paper (2019)
41.
go back to reference Ramezani, M., Nourinejad, M.: Dynamic modeling and control of taxi services in large-scale urban networks: a macroscopic approach. Transp. Res. Procedia 23, 41–60 (2017)CrossRef Ramezani, M., Nourinejad, M.: Dynamic modeling and control of taxi services in large-scale urban networks: a macroscopic approach. Transp. Res. Procedia 23, 41–60 (2017)CrossRef
42.
go back to reference Ronald, N., Thompson, R., Haasz, J., Winter, S.: Determining the viability of a demand-responsive transport system under varying demand scenarios. In: Proceedings of 6th ACM SIGSPATIAL International Workshop on Computational Transportation Science, pp. 7–12 (2013) Ronald, N., Thompson, R., Haasz, J., Winter, S.: Determining the viability of a demand-responsive transport system under varying demand scenarios. In: Proceedings of 6th ACM SIGSPATIAL International Workshop on Computational Transportation Science, pp. 7–12 (2013)
43.
go back to reference Ronald, N., Thompson, R.G., Winter, S.: Comparison of constrained and ad hoc demand-responsive transportation systems. Transp. Res. Rec. 2563(1), 44–51 (2015)CrossRef Ronald, N., Thompson, R.G., Winter, S.: Comparison of constrained and ad hoc demand-responsive transportation systems. Transp. Res. Rec. 2563(1), 44–51 (2015)CrossRef
45.
go back to reference Sayarshad, H.R., Gao, H.O.: Optimizing dynamic switching between fixed and flexible transit services with an idle-vehicle relocation strategy and reductions in emissions. Transp. Res. Part A Policy Pract. 135, 198–214 (2020)CrossRef Sayarshad, H.R., Gao, H.O.: Optimizing dynamic switching between fixed and flexible transit services with an idle-vehicle relocation strategy and reductions in emissions. Transp. Res. Part A Policy Pract. 135, 198–214 (2020)CrossRef
46.
go back to reference Segui-Gasco, P., Ballis, H., Parisi, V., Kelsall, D.G., North, R.J., Busquets, D.: Simulating a rich ride-share mobility service using agent-based models. Transportation 46(6), 2041–2062 (2019)CrossRef Segui-Gasco, P., Ballis, H., Parisi, V., Kelsall, D.G., North, R.J., Busquets, D.: Simulating a rich ride-share mobility service using agent-based models. Transportation 46(6), 2041–2062 (2019)CrossRef
47.
go back to reference Shen, C.W., Quadrifoglio, L.: Evaluation of zoning design with transfers for paratransit services. Transp. Res. Rec. 2277(1), 82–89 (2012)CrossRef Shen, C.W., Quadrifoglio, L.: Evaluation of zoning design with transfers for paratransit services. Transp. Res. Rec. 2277(1), 82–89 (2012)CrossRef
48.
go back to reference Shen, Y., Zhang, H., Zhao, J.: Integrating shared autonomous vehicle in public transportation system: a supply-side simulation of the first-mile service in Singapore. Transp. Res. Part A Policy Pract. 113, 125–136 (2018)CrossRef Shen, Y., Zhang, H., Zhao, J.: Integrating shared autonomous vehicle in public transportation system: a supply-side simulation of the first-mile service in Singapore. Transp. Res. Part A Policy Pract. 113, 125–136 (2018)CrossRef
49.
go back to reference Spielberg, F., Pratt, R.H.: Traveler Response to Transportation System Changes Handbook, 3rd edn, chap. 6. Demand-Responsive/ADA. No. Project B-12A FY’99, The National Academies Press (2004) Spielberg, F., Pratt, R.H.: Traveler Response to Transportation System Changes Handbook, 3rd edn, chap. 6. Demand-Responsive/ADA. No. Project B-12A FY’99, The National Academies Press (2004)
50.
go back to reference Spieser, K., Treleaven, K., Zhang, R., Frazzoli, E., Morton, D., Pavone, M.: Toward a systematic approach to the design and evaluation of automated mobility-on-demand systems: a case study in Singapore. In: Meyer, G., Beiker, S. (eds.) Road Vehicle Automation. LNM, pp. 229–245. Springer, Cham (2014). https://doi.org/10.1007/978-3-319-05990-7_20CrossRef Spieser, K., Treleaven, K., Zhang, R., Frazzoli, E., Morton, D., Pavone, M.: Toward a systematic approach to the design and evaluation of automated mobility-on-demand systems: a case study in Singapore. In: Meyer, G., Beiker, S. (eds.) Road Vehicle Automation. LNM, pp. 229–245. Springer, Cham (2014). https://​doi.​org/​10.​1007/​978-3-319-05990-7_​20CrossRef
51.
go back to reference Te Morsche, W., Puello, L.L.P., Geurs, K.T.: Potential uptake of adaptive transport services: an exploration of service attributes and attitudes. Transp. Policy 84, 1–11 (2019)CrossRef Te Morsche, W., Puello, L.L.P., Geurs, K.T.: Potential uptake of adaptive transport services: an exploration of service attributes and attitudes. Transp. Policy 84, 1–11 (2019)CrossRef
52.
go back to reference Viergutz, K., Schmidt, C.: Demand responsive - vs. conventional public transportation: a MATSim study about the rural town of Colditz, Germany. Procedia Comput. Sci. 151, 69–76 (2019)CrossRef Viergutz, K., Schmidt, C.: Demand responsive - vs. conventional public transportation: a MATSim study about the rural town of Colditz, Germany. Procedia Comput. Sci. 151, 69–76 (2019)CrossRef
53.
go back to reference Wadud, Z., MacKenzie, D., Leiby, P.: Help or hindrance? The travel, energy and carbon impacts of highly automated vehicles. Transp. Res. Part A Policy Pract. 86, 1–18 (2016)CrossRef Wadud, Z., MacKenzie, D., Leiby, P.: Help or hindrance? The travel, energy and carbon impacts of highly automated vehicles. Transp. Res. Part A Policy Pract. 86, 1–18 (2016)CrossRef
54.
go back to reference Wardman, M.: Public transport values of time. Transp. Policy 11(4), 363–377 (2004)CrossRef Wardman, M.: Public transport values of time. Transp. Policy 11(4), 363–377 (2004)CrossRef
55.
go back to reference Wegener, A., Piórkowski, M., Raya, M., Hellbrück, H., Fischer, S., Hubaux, J.P.: TraCI: an interface for coupling road traffic and network simulators. In: Proceedings of the 11th Communications and Networking Simulation Symposium, pp. 155–163 (2008) Wegener, A., Piórkowski, M., Raya, M., Hellbrück, H., Fischer, S., Hubaux, J.P.: TraCI: an interface for coupling road traffic and network simulators. In: Proceedings of the 11th Communications and Networking Simulation Symposium, pp. 155–163 (2008)
56.
go back to reference Yang, H., Wong, S.C., Wong, K.I.: Demand-supply equilibrium of taxi services in a network under competition and regulation. Transp. Res. Part B Methodol. 36(9), 799–819 (2002)CrossRef Yang, H., Wong, S.C., Wong, K.I.: Demand-supply equilibrium of taxi services in a network under competition and regulation. Transp. Res. Part B Methodol. 36(9), 799–819 (2002)CrossRef
Metadata
Title
An Individual-Based Simulation Approach to Demand Responsive Transport
Authors
Sergei Dytckov
Fabian Lorig
Johan Holmgren
Paul Davidsson
Jan A. Persson
Copyright Year
2021
DOI
https://doi.org/10.1007/978-3-030-71454-3_5

Premium Partner