{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,7,5]],"date-time":"2025-07-05T09:40:08Z","timestamp":1751708408773,"version":"3.41.0"},"publisher-location":"Cham","reference-count":18,"publisher":"Springer Nature Switzerland","isbn-type":[{"value":"9783031976537","type":"print"},{"value":"9783031976544","type":"electronic"}],"license":[{"start":{"date-parts":[[2025,6,28]],"date-time":"2025-06-28T00:00:00Z","timestamp":1751068800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,6,28]],"date-time":"2025-06-28T00:00:00Z","timestamp":1751068800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2026]]},"DOI":"10.1007\/978-3-031-97654-4_26","type":"book-chapter","created":{"date-parts":[[2025,7,5]],"date-time":"2025-07-05T09:18:11Z","timestamp":1751707091000},"page":"419-431","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Traffic Light Control at Intersections in Case of Heterogeneous Traffic Using Reinforcement Learning"],"prefix":"10.1007","author":[{"given":"Do Thai","family":"Giang","sequence":"first","affiliation":[]},{"given":"Truong Cong","family":"Doan","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6033-6484","authenticated-orcid":false,"given":"Phan Duy","family":"Hung","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2025,6,28]]},"reference":[{"issue":"3","key":"26_CR1","first-page":"45","volume":"12","author":"Y Li","year":"2016","unstructured":"Li, Y., Xu, K., Li, D.: Traffic light control with reinforcement learning. J. Traf. Manag. 12(3), 45\u201353 (2016)","journal-title":"J. Traf. Manag."},{"key":"26_CR2","first-page":"192","volume":"21","author":"R Ducrocq","year":"2021","unstructured":"Ducrocq, R., Farhi, N.: Deep reinforcement Q-learning for intelligent traffic signal control with partial detection. Int. J. Intell. Transp. Syst. Res. 21, 192\u2013206 (2021)","journal-title":"Int. J. Intell. Transp. Syst. Res."},{"key":"26_CR3","unstructured":"Minnesota Transportation Research. Investigating Max-Pressure Traffic Signal Timing. Available at: https:\/\/mntransportationresearch.org\/2023\/02\/14\/investigating-max-pressure-traffic-signal-timing\/ (Accessed 10 Oct 2024)"},{"key":"26_CR4","doi-asserted-by":"publisher","unstructured":"Reztsov, A.: Self-Organising Traffic Lights (SOTL) as an upper bound estimate. (2014). https:\/\/doi.org\/10.2139\/ssrn.2467948","DOI":"10.2139\/ssrn.2467948"},{"key":"26_CR5","first-page":"012019","volume-title":"Journal of Physics: Conference Series (2330\/012019)","author":"J Li","year":"2022","unstructured":"Li, J., Chen, T., Zhou, F., Lv, X., Peng, F.: Research on signal control method of deep reinforcement learning based on value distribution. In: Journal of Physics: Conference Series (2330\/012019), vol. 2330, p. 012019. IOP Publishing (2022)"},{"key":"26_CR6","doi-asserted-by":"publisher","first-page":"734","DOI":"10.1007\/s13177-022-00321-5","volume":"20","author":"Y Zhu","year":"2022","unstructured":"Zhu, Y., Cai, M., Schwarz, C.W., et al.: Intelligent traffic light via policy-based deep reinforcement learning. Int. J. ITS Res. 20, 734\u2013744 (2022). https:\/\/doi.org\/10.1007\/s13177-022-00321-5","journal-title":"Int. J. ITS Res."},{"key":"26_CR7","unstructured":"Liu, X. Y., Zhu, M., Borst, S., & Walid, A.: Deep reinforcement learning for traffic light control in intelligent transportation systems. arXiv:2302.03669 (2023)"},{"key":"26_CR8","first-page":"1581","volume-title":"Proceedings off the IEEE Conference on Control Technology and Applications (CCTA), Maui, HI, USA","author":"Y Zhang","year":"2017","unstructured":"Zhang, Y., Su, R., Sun, C., Zhang, Y.: Modelling and traffic signal control of a heterogeneous traffic network with signalized and non-signalized intersections. In: Proceedings off the IEEE Conference on Control Technology and Applications (CCTA), Maui, HI, USA, pp. 1581\u20131586 (2017)"},{"key":"26_CR9","doi-asserted-by":"publisher","first-page":"50","DOI":"10.1186\/s12544-020-00440-8","volume":"12","author":"M Eom","year":"2020","unstructured":"Eom, M., Kim, B.I.: The traffic signal control problem for intersections: a review. Eur. Transp. Res. Rev. 12, 50 (2020)","journal-title":"Eur. Transp. Res. Rev."},{"key":"26_CR10","series-title":"Studies in Computational Intelligence","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-49536-7_23","volume-title":"Soft Computing for Biomedical Applications and Related Topics","author":"PD Hung","year":"2021","unstructured":"Hung, P.D., Giang, D.T.: Traffic light control at isolated intersections in case of heterogeneous traffic. In: Kreinovich, V., Hoang Phuong, N. (eds.) Soft Computing for Biomedical Applications and Related Topics Studies in Computational Intelligence, vol. 899. Springer, Cham (2021)"},{"key":"26_CR11","first-page":"178","volume-title":"Proceedings of the IEEE International Conference on Artificial Intelligence and Computer Applications (ICAICA)","author":"M Firdous","year":"2019","unstructured":"Firdous, M., Din Iqbal, F.U., Ghafoor, N., Qureshi, N.K., Naseer, N.: Traffic light control system for four-way intersection and t-crossing using fuzzy logic. In: Proceedings of the IEEE International Conference on Artificial Intelligence and Computer Applications (ICAICA), pp. 178\u2013182 (2019)"},{"key":"26_CR12","series-title":"Lecture Notes in Computer Science","volume-title":"Neural Information Processing. ICONIP 2023","author":"W Ni","year":"2024","unstructured":"Ni, W., Li, C., Wang, P., Li, Z.: Traffic signal optimization at T-shaped intersections based on deep Q networks. In: Luo, B., Cheng, L., Wu, Z.G., Li, H., Li, C. (eds.) Neural Information Processing. ICONIP 2023 Lecture Notes in Computer Science, vol. 14449. Springer, Singapore (2024)"},{"key":"26_CR13","first-page":"2094","volume-title":"Proceedings of the Thirtieth AAAI Conference on Artificial Intelligence (AAAI\u201916)","author":"H Van Hasselt","year":"2016","unstructured":"Van Hasselt, H., Guez, A., Silver, D.: Deep reinforcement learning with double Q-Learning. In: Proceedings of the Thirtieth AAAI Conference on Artificial Intelligence (AAAI\u201916), pp. 2094\u20132100. AAAI Press (2016)"},{"issue":"1","key":"26_CR14","doi-asserted-by":"publisher","first-page":"7185","DOI":"10.1038\/s41598-022-11274-w","volume":"12","author":"E Kuprikov","year":"2022","unstructured":"Kuprikov, E., Kokhanovskiy, A., Serebrennikov, K., Turitsyn, S.: Deep reinforcement learning for self-tuning laser source of dissipative solitons. Sci. Rep. 12(1), 7185 (2022)","journal-title":"Sci. Rep."},{"key":"26_CR15","volume-title":"Proceedings of the International conference on machine learning (ICML), Lille, France","author":"J Schulman","year":"2015","unstructured":"Schulman, J., Levine, S., Abbeel, P., Jordan, M., Moritz, P.: Trust region policy optimization. In: Proceedings of the International conference on machine learning (ICML), Lille, France (2015)"},{"key":"26_CR16","unstructured":"Schulman, J., Wolski, F., Dhariwal, P., Radford, A., Klimov, O.: Proximal policy optimization algorithms. arXiv:1707.06347 (2017)"},{"key":"26_CR17","unstructured":"Alegre, L: SUMO-RL: Traffic signal control with reinforcement learning (n.d.). Retrieved from https:\/\/lucasalegre.github.io\/sumo-rl\/"},{"key":"26_CR18","unstructured":"Song, Y., Zhao, H., Luo, R., Huang, L., Zhang, Y., Su, R.: A SUMO framework for deep reinforcement learning experiments solving electric vehicle charging dispatching problem. arXiv:2209.02921 (2022)"}],"container-title":["Lecture Notes in Computer Science","Computational Science and Its Applications \u2013 ICCSA 2025 Workshops"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-031-97654-4_26","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,7,5]],"date-time":"2025-07-05T09:18:14Z","timestamp":1751707094000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-031-97654-4_26"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,6,28]]},"ISBN":["9783031976537","9783031976544"],"references-count":18,"URL":"https:\/\/doi.org\/10.1007\/978-3-031-97654-4_26","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,6,28]]},"assertion":[{"value":"28 June 2025","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ICCSA","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Computational Science and Its Applications","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Istanbul","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"T\u00fcrkiye","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2025","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"30 June 2025","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"3 July 2025","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"25","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"iccsa2025","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/iccsa.org\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}