Skip to main content
Erschienen in:

29.08.2024

Minimizing Intersection Delays: A Novel Fuzzy Logic-Based Architecture for Traffic Signal Control

verfasst von: Badr Elkari, Loubna Ourabah, Hiba Sekkat, Yassine Chaibi

Erschienen in: International Journal of Intelligent Transportation Systems Research | Ausgabe 3/2024

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

This paper proposes a new fuzzy architecture for the management of an isolated intersection. The challenge of this study is to reduce the waiting time of vehicles in the lanes compared to what exists in the state of the art. The proposed approach is based on five fuzzy logic-based controllers, four for phase management and one for phase selection. The priority of a phase is managed dynamically and intelligently through a flexible cycle. A significant gain in terms of average and cumulative vehicle waiting time is proven in the simulation results compared to other architectures presented in the literature. The performance of the developed system is proven in three different scenarios, the first one containing a low vehicle arrival rate, the second one with a medium arrival rate, and the last one in a critical case with a high arrival rate. Our findings highlight the potential of fuzzy logic-based approaches for the development of intelligent transportation systems that can help alleviate traffic congestion and improve overall urban mobility.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

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!

ATZelectronics worldwide

ATZlectronics worldwide is up-to-speed on new trends and developments in automotive electronics on a scientific level with a high depth of information. 

Order your 30-days-trial for free and without any commitment.

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!

Weitere Produktempfehlungen anzeigen
Literatur
1.
Zurück zum Zitat Liu, R., Dong, X., Wang, X., Zhang, P., Liu, M., Zhang, Y.: Study on the relationship among the urbanization process, ecosystem services and human well-being in an arid region in the context of carbon flow: Taking the Manas river basin as an example. Ecol. Indic. 132, 108248 (2021)CrossRef Liu, R., Dong, X., Wang, X., Zhang, P., Liu, M., Zhang, Y.: Study on the relationship among the urbanization process, ecosystem services and human well-being in an arid region in the context of carbon flow: Taking the Manas river basin as an example. Ecol. Indic. 132, 108248 (2021)CrossRef
2.
Zurück zum Zitat Ekici, F., Orhan, G., Gümüş, Ö., Bahce, A.B.: A policy on the externality problem and solution suggestions in air transportation: The environment and sustainability. Energy 258, 124827 (2022)CrossRef Ekici, F., Orhan, G., Gümüş, Ö., Bahce, A.B.: A policy on the externality problem and solution suggestions in air transportation: The environment and sustainability. Energy 258, 124827 (2022)CrossRef
3.
Zurück zum Zitat Zhang, X., et al.: Linking urbanization and air quality together: A review and a perspective on the future sustainable urban development. J. Clean. Prod. 346, 130988 (2022)CrossRef Zhang, X., et al.: Linking urbanization and air quality together: A review and a perspective on the future sustainable urban development. J. Clean. Prod. 346, 130988 (2022)CrossRef
4.
Zurück zum Zitat Sperling, D., Gordon, D.: Two billion cars: driving toward sustainability. Oxford University Press, New York (2010) Sperling, D., Gordon, D.: Two billion cars: driving toward sustainability. Oxford University Press, New York (2010)
5.
Zurück zum Zitat Litman, T.: Factors to Consider When Estimating Congestion Costs and Evaluating Potential Congestion Reduction Strategies. Victoria, Canada Victoria Transp. Policy Inst. (2013) Litman, T.: Factors to Consider When Estimating Congestion Costs and Evaluating Potential Congestion Reduction Strategies. Victoria, Canada Victoria Transp. Policy Inst. (2013)
6.
Zurück zum Zitat Bouktif, S., Cheniki, A., Ouni, A., El-Sayed, H.: Deep reinforcement learning for traffic signal control with consistent state and reward design approach. Knowl-Based Syst. 267, 110440 (2023)CrossRef Bouktif, S., Cheniki, A., Ouni, A., El-Sayed, H.: Deep reinforcement learning for traffic signal control with consistent state and reward design approach. Knowl-Based Syst. 267, 110440 (2023)CrossRef
7.
Zurück zum Zitat Wen, W.: A dynamic and automatic traffic light control expert system for solving the road congestion problem. Expert Syst. Appl. 34(4), 2370–2381 (2008)CrossRef Wen, W.: A dynamic and automatic traffic light control expert system for solving the road congestion problem. Expert Syst. Appl. 34(4), 2370–2381 (2008)CrossRef
8.
Zurück zum Zitat García-Nieto, J., Alba, E., Olivera, A.C.: Swarm intelligence for traffic light scheduling: Application to real urban areas. Eng. Appl. Artif. Intell. 25(2), 274–283 (2012)CrossRef García-Nieto, J., Alba, E., Olivera, A.C.: Swarm intelligence for traffic light scheduling: Application to real urban areas. Eng. Appl. Artif. Intell. 25(2), 274–283 (2012)CrossRef
9.
Zurück zum Zitat Ferrer, J., López-Ibáñez, M., Alba, E.: Reliable simulation-optimization of traffic lights in a real-world city. Appl. Soft Comput. 78, 697–711 (2019)CrossRef Ferrer, J., López-Ibáñez, M., Alba, E.: Reliable simulation-optimization of traffic lights in a real-world city. Appl. Soft Comput. 78, 697–711 (2019)CrossRef
10.
Zurück zum Zitat Deng, B., et al.: Dispersion behaviors of exhaust gases and nanoparticle of a passenger vehicle under simulated traffic light driving pattern. Sci. Total. Environ. 740, 140090 (2020)CrossRef Deng, B., et al.: Dispersion behaviors of exhaust gases and nanoparticle of a passenger vehicle under simulated traffic light driving pattern. Sci. Total. Environ. 740, 140090 (2020)CrossRef
11.
Zurück zum Zitat Osigbemeh, M., Onuu, M., Asaolu, O.: Design and development of an improved traffic light control system using hybrid lighting system. J. Traffic Transp. Eng. (English Ed.) 4(1), 88–95 (2017) Osigbemeh, M., Onuu, M., Asaolu, O.: Design and development of an improved traffic light control system using hybrid lighting system. J. Traffic Transp. Eng. (English Ed.) 4(1), 88–95 (2017)
12.
Zurück zum Zitat Villagra, A., Alba, E., Luque, G.: A better understanding on traffic light scheduling: New cellular GAs and new in-depth analysis of solutions. J. Comput. Sci. 41, 101085 (2020)CrossRef Villagra, A., Alba, E., Luque, G.: A better understanding on traffic light scheduling: New cellular GAs and new in-depth analysis of solutions. J. Comput. Sci. 41, 101085 (2020)CrossRef
13.
Zurück zum Zitat Miller, A.J.: Settings for fixed-cycle traffic signals. J. Oper. Res. Soc. 14(4), 373–386 (1963)CrossRef Miller, A.J.: Settings for fixed-cycle traffic signals. J. Oper. Res. Soc. 14(4), 373–386 (1963)CrossRef
14.
Zurück zum Zitat Webster, F.V.: Traffic Signal Setting. Road Res. Tech. Pap. 39 (1958) Webster, F.V.: Traffic Signal Setting. Road Res. Tech. Pap. 39 (1958)
15.
Zurück zum Zitat Mfenjou, M.L., Ari, A.A.A., Abdou, W., Spies, F.: Methodology and trends for an intelligent transport system in developing countries. Sustain. Comput. Informatics Syst. 19, 96–111 (2018)CrossRef Mfenjou, M.L., Ari, A.A.A., Abdou, W., Spies, F.: Methodology and trends for an intelligent transport system in developing countries. Sustain. Comput. Informatics Syst. 19, 96–111 (2018)CrossRef
16.
Zurück zum Zitat Vilarinho, C., Tavares, J.P., Rossetti, R.J.F.: Intelligent traffic lights: Green time period negotiaton. Transp. Res. Procedia 22, 325–334 (2017)CrossRef Vilarinho, C., Tavares, J.P., Rossetti, R.J.F.: Intelligent traffic lights: Green time period negotiaton. Transp. Res. Procedia 22, 325–334 (2017)CrossRef
17.
Zurück zum Zitat Diaz-Cabrera, M., Cerri, P., Medici, P.: Robust real-time traffic light detection and distance estimation using a single camera. Expert Syst. Appl. 42(8), 3911–3923 (2015)CrossRef Diaz-Cabrera, M., Cerri, P., Medici, P.: Robust real-time traffic light detection and distance estimation using a single camera. Expert Syst. Appl. 42(8), 3911–3923 (2015)CrossRef
19.
Zurück zum Zitat Nie, C., Wei, H., Shi, J., Zhang, M.: Optimizing actuated traffic signal control using license plate recognition data: Methods for modeling and algorithm development. Transp. Res. Interdiscip. Perspect. 9, 100319 (2021) Nie, C., Wei, H., Shi, J., Zhang, M.: Optimizing actuated traffic signal control using license plate recognition data: Methods for modeling and algorithm development. Transp. Res. Interdiscip. Perspect. 9, 100319 (2021)
20.
Zurück zum Zitat He, Q., Head, K.L., Ding, J.: Multi-modal traffic signal control with priority, signal actuation and coordination. Transp. Res. part C Emerg. Technol. 46, 65–82 (2014)CrossRef He, Q., Head, K.L., Ding, J.: Multi-modal traffic signal control with priority, signal actuation and coordination. Transp. Res. part C Emerg. Technol. 46, 65–82 (2014)CrossRef
21.
Zurück zum Zitat Tonguz, O.K., Zhang, R.: Harnessing vehicular broadcast communications: Dsrc-actuated traffic control. IEEE Trans. Intell. Transp. Syst. 21(2), 509–520 (2019)CrossRef Tonguz, O.K., Zhang, R.: Harnessing vehicular broadcast communications: Dsrc-actuated traffic control. IEEE Trans. Intell. Transp. Syst. 21(2), 509–520 (2019)CrossRef
24.
Zurück zum Zitat Shahraki, A.A., Shahraki, M.N., Mosavi, M.R.: Design and simulation of a fuzzy controller for a busy intersection, in 2013 International Conference on Computer Applications Technology (ICCAT), pp. 1–6 (2013) Shahraki, A.A., Shahraki, M.N., Mosavi, M.R.: Design and simulation of a fuzzy controller for a busy intersection, in 2013 International Conference on Computer Applications Technology (ICCAT), pp. 1–6 (2013)
25.
Zurück zum Zitat Stipancic, J., Miranda-Moreno, L., Strauss, J., Labbe, A.: Pedestrian safety at signalized intersections: Modelling spatial effects of exposure, geometry and signalization on a large urban network. Accid. Anal. Prev. 134, 105265 (2020)CrossRef Stipancic, J., Miranda-Moreno, L., Strauss, J., Labbe, A.: Pedestrian safety at signalized intersections: Modelling spatial effects of exposure, geometry and signalization on a large urban network. Accid. Anal. Prev. 134, 105265 (2020)CrossRef
26.
Zurück zum Zitat Zhu, Z., Adouane, L., Quilliot, A.: Decentralised CAVs based on micro–macro flow control (MiMaFC) strategy for multi-intersection traffic network. IET Intell. Transp. Syst. 17(3), 499–517 (2023)CrossRef Zhu, Z., Adouane, L., Quilliot, A.: Decentralised CAVs based on micro–macro flow control (MiMaFC) strategy for multi-intersection traffic network. IET Intell. Transp. Syst. 17(3), 499–517 (2023)CrossRef
27.
Zurück zum Zitat Li, L., Jabari, S.E.: Position weighted backpressure intersection control for urban networks. Transp. Res. Part B Methodol. 128, 435–461 (2019)CrossRef Li, L., Jabari, S.E.: Position weighted backpressure intersection control for urban networks. Transp. Res. Part B Methodol. 128, 435–461 (2019)CrossRef
28.
Zurück zum Zitat Comert, G.: Simple analytical models for estimating the queue lengths from probe vehicles at traffic signals. Transp. Res. Part B Methodol. 55, 59–74 (2013)CrossRef Comert, G.: Simple analytical models for estimating the queue lengths from probe vehicles at traffic signals. Transp. Res. Part B Methodol. 55, 59–74 (2013)CrossRef
29.
Zurück zum Zitat Dion, F., Hellinga, B.: A rule-based real-time traffic responsive signal control system with transit priority: application to an isolated intersection. Transp. Res. Part B Methodol. 36(4), 325–343 (2002)CrossRef Dion, F., Hellinga, B.: A rule-based real-time traffic responsive signal control system with transit priority: application to an isolated intersection. Transp. Res. Part B Methodol. 36(4), 325–343 (2002)CrossRef
30.
Zurück zum Zitat Abbas, M.K., Karsiti, M.N., Napiah, M., Samir, B.B., Al-Jemeli, M.: High accuracy traffic light controller for increasing the given green time utilization. Comput. Electr. Eng. 41, 40–51 (2015)CrossRef Abbas, M.K., Karsiti, M.N., Napiah, M., Samir, B.B., Al-Jemeli, M.: High accuracy traffic light controller for increasing the given green time utilization. Comput. Electr. Eng. 41, 40–51 (2015)CrossRef
31.
Zurück zum Zitat Abbas, M.K., Karsiti, M.N., Napiah, M., Samir, B.B.: Traffic light control via VANET system architecture, in 2011 IEEE Symposium on Wireless Technology and Applications (ISWTA) pp. 174–179 (2011) Abbas, M.K., Karsiti, M.N., Napiah, M., Samir, B.B.: Traffic light control via VANET system architecture, in 2011 IEEE Symposium on Wireless Technology and Applications (ISWTA) pp. 174–179 (2011)
32.
Zurück zum Zitat Mueller, E.A.: Aspects of the history of traffic signals. IEEE Trans. Veh. Technol. 19(1), 6–17 (1970)CrossRef Mueller, E.A.: Aspects of the history of traffic signals. IEEE Trans. Veh. Technol. 19(1), 6–17 (1970)CrossRef
33.
Zurück zum Zitat Ficklin, N.C.: For and against semi-actuated traffic signal control. Traffic Eng. Inst. Traffic Engr. 43(6), 20–5 (1973) Ficklin, N.C.: For and against semi-actuated traffic signal control. Traffic Eng. Inst. Traffic Engr. 43(6), 20–5 (1973)
34.
Zurück zum Zitat Soh, A.C., Rhung, L.G., Sarkan, H.M.: MATLAB simulation of fuzzy traffic controller for multilane isolated intersection. Int. J. Comput. Sci. Eng. 2(4), 924–933 (2010) Soh, A.C., Rhung, L.G., Sarkan, H.M.: MATLAB simulation of fuzzy traffic controller for multilane isolated intersection. Int. J. Comput. Sci. Eng. 2(4), 924–933 (2010)
35.
Zurück zum Zitat Zhou, B., Cao, J., Zeng, X., Wu, H.: Adaptive traffic light control in wireless sensor network-based intelligent transportation system, in 2010 IEEE 72nd Vehicular technology conference-fall, pp. 1–5 (2010) Zhou, B., Cao, J., Zeng, X., Wu, H.: Adaptive traffic light control in wireless sensor network-based intelligent transportation system, in 2010 IEEE 72nd Vehicular technology conference-fall, pp. 1–5 (2010)
36.
Zurück zum Zitat Zhou, B., Cao, J., Wu, H.: Adaptive traffic light control of multiple intersections in wsn-based its, in 2011 IEEE 73rd vehicular technology conference (VTC Spring), pp. 1–5 (2011) Zhou, B., Cao, J., Wu, H.: Adaptive traffic light control of multiple intersections in wsn-based its, in 2011 IEEE 73rd vehicular technology conference (VTC Spring), pp. 1–5 (2011)
37.
Zurück zum Zitat Bi, Y., Lu, X., Sun, Z., Srinivasan, D., Sun, Z.: Optimal type-2 fuzzy system for arterial traffic signal control. IEEE Trans. Intell. Transp. Syst. 19(9), 3009–3027 (2017)CrossRef Bi, Y., Lu, X., Sun, Z., Srinivasan, D., Sun, Z.: Optimal type-2 fuzzy system for arterial traffic signal control. IEEE Trans. Intell. Transp. Syst. 19(9), 3009–3027 (2017)CrossRef
38.
Zurück zum Zitat Chatterjee, K., De, A., Chan, F.T.S.: Real time traffic delay optimization using shadowed type-2 fuzzy rule base. Appl. Soft Comput. 74, 226–241 (2019)CrossRef Chatterjee, K., De, A., Chan, F.T.S.: Real time traffic delay optimization using shadowed type-2 fuzzy rule base. Appl. Soft Comput. 74, 226–241 (2019)CrossRef
39.
Zurück zum Zitat Khooban, M.H., Vafamand, N., Liaghat, A., Dragicevic, T.: An optimal general type-2 fuzzy controller for Urban Traffic Network. ISA Trans. 66, 335–343 (2017)CrossRef Khooban, M.H., Vafamand, N., Liaghat, A., Dragicevic, T.: An optimal general type-2 fuzzy controller for Urban Traffic Network. ISA Trans. 66, 335–343 (2017)CrossRef
Metadaten
Titel
Minimizing Intersection Delays: A Novel Fuzzy Logic-Based Architecture for Traffic Signal Control
verfasst von
Badr Elkari
Loubna Ourabah
Hiba Sekkat
Yassine Chaibi
Publikationsdatum
29.08.2024
Verlag
Springer US
Erschienen in
International Journal of Intelligent Transportation Systems Research / Ausgabe 3/2024
Print ISSN: 1348-8503
Elektronische ISSN: 1868-8659
DOI
https://doi.org/10.1007/s13177-024-00415-2

    Marktübersichten

    Die im Laufe eines Jahres in der „adhäsion“ veröffentlichten Marktübersichten helfen Anwendern verschiedenster Branchen, sich einen gezielten Überblick über Lieferantenangebote zu verschaffen.