A Dual-Population Constrained Multi-Objective Evolutionary Algorithm with Success Incentive Mechanism and its application to uncertain multimodal transportation problems
The evolution of the transportation industry has heightened the focus on environmentally sustainable multimodal transport, particularly in addressing carbon emissions. In modern logistics, path planning under uncertainty has become a pivotal research area. This paper proposes a multi-objective, mult...
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| Vydané v: | Engineering applications of artificial intelligence Ročník 162; s. 112586 |
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| Jazyk: | English |
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26.12.2025
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| ISSN: | 0952-1976 |
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| Abstract | The evolution of the transportation industry has heightened the focus on environmentally sustainable multimodal transport, particularly in addressing carbon emissions. In modern logistics, path planning under uncertainty has become a pivotal research area. This paper proposes a multi-objective, multi-constraint optimization model for multimodal transport that aims to concurrently minimize cost, carbon emissions, and time. The model accounts for numerous operational constraints, including timetables, as well as dual sources of uncertainty from demand and the transport environment. To solve this complex problem, this paper introduces a new algorithmic framework. The proposed algorithm, a Dual-Population Constrained Multi-Objective Evolutionary Algorithm with a Success Incentive Mechanism (DSCMOEA), integrates three key innovations: a universal priority-based encoding/decoding adapter, a specialized constraint-handling architecture, and an adaptive operator selection mechanism. The adapter is central to the framework, enabling continuous-domain evolutionary algorithms to solve the discrete transport problem without internal modification. This approach also provides the versatility to handle various uncertainty paradigms through a multi-scenario simulation context. Experimental analysis validates the superiority of the proposed algorithm against eight established competitors, demonstrating its effectiveness in solving complex multimodal transport problems under uncertainty. |
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| AbstractList | The evolution of the transportation industry has heightened the focus on environmentally sustainable multimodal transport, particularly in addressing carbon emissions. In modern logistics, path planning under uncertainty has become a pivotal research area. This paper proposes a multi-objective, multi-constraint optimization model for multimodal transport that aims to concurrently minimize cost, carbon emissions, and time. The model accounts for numerous operational constraints, including timetables, as well as dual sources of uncertainty from demand and the transport environment. To solve this complex problem, this paper introduces a new algorithmic framework. The proposed algorithm, a Dual-Population Constrained Multi-Objective Evolutionary Algorithm with a Success Incentive Mechanism (DSCMOEA), integrates three key innovations: a universal priority-based encoding/decoding adapter, a specialized constraint-handling architecture, and an adaptive operator selection mechanism. The adapter is central to the framework, enabling continuous-domain evolutionary algorithms to solve the discrete transport problem without internal modification. This approach also provides the versatility to handle various uncertainty paradigms through a multi-scenario simulation context. Experimental analysis validates the superiority of the proposed algorithm against eight established competitors, demonstrating its effectiveness in solving complex multimodal transport problems under uncertainty. |
| ArticleNumber | 112586 |
| Author | Zhang, Lili Deng, Libao Li, Chunlei Yang, Zhe Qin, Yifan Di, Yuanzhu |
| Author_xml | – sequence: 1 givenname: Zhe surname: Yang fullname: Yang, Zhe organization: School of Information Science and Engineering, Harbin Institute of Technology, 264209, Weihai, China – sequence: 2 givenname: Libao orcidid: 0000-0003-0076-4054 surname: Deng fullname: Deng, Libao email: dlb@hit.edu.cn organization: School of Information Science and Engineering, Harbin Institute of Technology, 264209, Weihai, China – sequence: 3 givenname: Yuanzhu surname: Di fullname: Di, Yuanzhu organization: School of Information Science and Engineering, Harbin Institute of Technology, 264209, Weihai, China – sequence: 4 givenname: Chunlei orcidid: 0000-0002-5102-0330 surname: Li fullname: Li, Chunlei organization: School of Information Science and Engineering, Harbin Institute of Technology, 264209, Weihai, China – sequence: 5 givenname: Yifan surname: Qin fullname: Qin, Yifan organization: School of Information Science and Engineering, Harbin Institute of Technology, 264209, Weihai, China – sequence: 6 givenname: Lili orcidid: 0000-0002-2203-2949 surname: Zhang fullname: Zhang, Lili organization: School of Computing, Dublin City University, Dublin D09 V209, Ireland |
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| Cites_doi | 10.1109/TETCI.2024.3440057 10.1016/j.ins.2021.07.078 10.1186/s44147-024-00417-7 10.1016/j.ejor.2020.11.016 10.1016/j.ins.2022.03.030 10.1016/j.jtrangeo.2008.10.004 10.1016/j.jclepro.2020.125293 10.1002/net.20383 10.1016/j.tre.2019.04.011 10.1016/j.eswa.2025.127227 10.3390/sym14020221 10.1080/0305215X.2016.1271661 10.1145/2001576.2001587 10.1016/j.ins.2021.01.029 10.3390/su142114098 10.1287/trsc.1080.0250 10.1109/4235.996017 10.1109/TSMC.2019.2943973 10.1007/s40747-023-01308-9 10.1080/03052150108940926 10.1177/0361198120905592 10.1016/j.ijpe.2015.09.024 10.1016/j.trd.2006.10.004 10.3390/su12041487 10.3390/su13158180 10.1007/s00291-010-0232-1 10.1016/j.jclepro.2018.10.267 10.1016/j.omega.2012.02.005 10.1016/j.knosys.2021.107263 10.3390/math8122109 10.1109/TEVC.2007.892759 10.1016/j.cor.2006.12.025 10.2991/ijcis.d.210126.001 10.1007/s00500-019-03794-x 10.1109/TEVC.2019.2894743 10.1109/TCYB.2020.3021138 10.1007/s10462-024-10751-0 10.1051/ro/2020110 10.1016/j.cie.2019.03.007 10.1016/j.proeng.2016.01.272 10.1016/j.trb.2015.09.007 10.1016/j.engappai.2018.04.022 10.1016/j.ijpe.2010.02.005 10.1109/TEVC.2013.2281534 10.1109/4235.873238 10.1016/j.tre.2015.08.006 10.1109/TEVC.2022.3145582 10.1080/0305215X.2010.493937 10.1016/j.swevo.2018.08.017 10.1016/j.eswa.2020.114342 10.1016/j.tranpol.2022.03.015 10.1016/j.jtrangeo.2010.03.010 10.1016/j.jocs.2018.12.001 |
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| Keywords | Multimodal transportation Constrained Multi-Objective Evolutionary Algorithms Constrained Multi-Objective Optimization Problems Constraint handling techniques |
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| References | Li, Sun (b32) 2022; 14 Tian, Zhang, Su, Zhang, Tan, Jin (b52) 2021; 52 Zhu, Zhu (b63) 2022; 14 Jain, Deb (b24) 2013; 18 Chang (b7) 2008; 35 Janic (b25) 2007; 12 Zhang, Li (b60) 2007; 11 Deb, Agrawal (b8) 1995; 9 Zou, Sun, Yang, Zheng (b65) 2021; 579 Faroqi (b16) 2024; 71 Bruns, Knust (b6) 2012; 34 Koohathongsumrit, Meethom (b28) 2021; 171 Wang, Yang, Yang, Gao (b54) 2018; 72 Ma, Wei, Tian, Cheng, Zhang (b36) 2021; 560 Liang, Qiao, Yu, Qu, Yue, Guo, Wang (b33) 2022 Di, Hualong (b12) 2012; 12 Alumur, Kara, Karasan (b2) 2012; 40 Görçün, Tirkolaee, Aytekin, Korucuk (b19) 2024; 57 Guo, Atasoy, Beelaerts van Blokland, Negenborn (b21) 2020; 2674 Qu, Suganthan (b45) 2011; 43 Qiao, Yu, Qu, Liang, Song, Yue (b44) 2022; 26 Ghaderi, Burdett (b17) 2019; 127 Ayed, Habbas, Khadraoui, Galvez-Fernandez (b4) 2011 Resat, Turkay (b48) 2015; 83 Macharis, Pekin (b37) 2009; 17 Fang, Ji, Chen, Chen, Cao, Gan (b15) 2020; 12 Ning, Guo, Yan, Wu, Wu, Zhao (b40) 2017; 49 Peng, Yong, Luo (b43) 2021; 55 Peng, Gao, Yu, Xiao, Luo (b42) 2022 Thill, Lim (b51) 2010; 18 Wang, Dang, Le, Kewcharoenwong (b53) 2020; 8 Yamada, Russ, Castro, Taniguchi (b56) 2009; 43 Hao, Yue (b23) 2016; 137 Zhang, Jin, Yuan, Zhang (b59) 2021; 13 Zhang, Zhang, Zhang (b62) 2015 Fan, Li, Cai, Li, Wei, Zhang, Deb, Goodman (b14) 2019; 44 Ziaei, Jabbarzadeh (b64) 2021; 291 Zhang, Yun, Moon (b61) 2011; 133 Deb, Goyal (b9) 1996; 26 Demir, Burgholzer, Hrušovskỳ, Arıkan, Jammernegg, Van Woensel (b11) 2016; 93 Kaewfak, Ammarapala, Charoensiriwath (b26) 2021 Lam, Gu (b29) 2016; 171 Pan, Pan, Hu, Tu, Zhao, Yu, Xiong, Zheng (b41) 2019; 209 Ma, Wang, Song (b35) 2019; 51 Moccia, Cordeau, Laporte, Ropke, Valentini (b39) 2011; 57 Sun, Zou, Liu, Yang, Zheng (b50) 2022 Ray, Tai, Seow (b47) 2001; 33 Wei, Dong (b55) 2019; 130 Li, Deng, Qiao, Zhang (b30) 2024 Ming, Gong, Zhen, Li, Wang, Liao (b38) 2021; 228 Rajadurai, Kaliyaperumal (b46) 2025 Abbassi, El hilali Alaoui, Boukachour (b1) 2019; 30 Grasman (b20) 2006; 2 Zapotecas Martínez, S., Coello Coello, C.A., 2011. A multi-objective particle swarm optimizer based on decomposition. In: Proceedings of the 13th Annual Conference on Genetic and Evolutionary Computation. pp. 69–76. Deb, Pratap, Agarwal, Meyarivan (b10) 2002; 6 Bontekoning, Macharis, Trip (b5) 2004; 38 Fan, Li, Cai, Huang, Fang, You, Mo, Wei, Goodman (b13) 2019; 23 Kaewfak, Ammarapala, Huynh (b27) 2021; 14 Liu, Wang (b34) 2019; 23 Audet, Bigeon, Cartier, Le Digabel, Salomon (b3) 2021; 292 Gohari, Ahmad, Balasbaneh, Gohari, Hasan, Sholagberu (b18) 2022; 121 Han, Du, Jin, Du, Yu (b22) 2022; 597 Li, Deng, Qiao, Zhang (b31) 2025; 277 Zhang, Cheng, Zou (b58) 2024; 10 Runarsson, Yao (b49) 2000; 4 Bontekoning (10.1016/j.engappai.2025.112586_b5) 2004; 38 Zhang (10.1016/j.engappai.2025.112586_b60) 2007; 11 Han (10.1016/j.engappai.2025.112586_b22) 2022; 597 Liang (10.1016/j.engappai.2025.112586_b33) 2022 Liu (10.1016/j.engappai.2025.112586_b34) 2019; 23 Alumur (10.1016/j.engappai.2025.112586_b2) 2012; 40 Ghaderi (10.1016/j.engappai.2025.112586_b17) 2019; 127 Runarsson (10.1016/j.engappai.2025.112586_b49) 2000; 4 Deb (10.1016/j.engappai.2025.112586_b10) 2002; 6 Fan (10.1016/j.engappai.2025.112586_b14) 2019; 44 Rajadurai (10.1016/j.engappai.2025.112586_b46) 2025 Ray (10.1016/j.engappai.2025.112586_b47) 2001; 33 Koohathongsumrit (10.1016/j.engappai.2025.112586_b28) 2021; 171 Lam (10.1016/j.engappai.2025.112586_b29) 2016; 171 Kaewfak (10.1016/j.engappai.2025.112586_b27) 2021; 14 Ziaei (10.1016/j.engappai.2025.112586_b64) 2021; 291 Ma (10.1016/j.engappai.2025.112586_b35) 2019; 51 Li (10.1016/j.engappai.2025.112586_b31) 2025; 277 Di (10.1016/j.engappai.2025.112586_b12) 2012; 12 Fang (10.1016/j.engappai.2025.112586_b15) 2020; 12 Bruns (10.1016/j.engappai.2025.112586_b6) 2012; 34 10.1016/j.engappai.2025.112586_b57 Ning (10.1016/j.engappai.2025.112586_b40) 2017; 49 Fan (10.1016/j.engappai.2025.112586_b13) 2019; 23 Guo (10.1016/j.engappai.2025.112586_b21) 2020; 2674 Jain (10.1016/j.engappai.2025.112586_b24) 2013; 18 Zhang (10.1016/j.engappai.2025.112586_b59) 2021; 13 Zhang (10.1016/j.engappai.2025.112586_b62) 2015 Deb (10.1016/j.engappai.2025.112586_b9) 1996; 26 Zhang (10.1016/j.engappai.2025.112586_b58) 2024; 10 Deb (10.1016/j.engappai.2025.112586_b8) 1995; 9 Audet (10.1016/j.engappai.2025.112586_b3) 2021; 292 Zhu (10.1016/j.engappai.2025.112586_b63) 2022; 14 Li (10.1016/j.engappai.2025.112586_b32) 2022; 14 Qiao (10.1016/j.engappai.2025.112586_b44) 2022; 26 Demir (10.1016/j.engappai.2025.112586_b11) 2016; 93 Görçün (10.1016/j.engappai.2025.112586_b19) 2024; 57 Yamada (10.1016/j.engappai.2025.112586_b56) 2009; 43 Thill (10.1016/j.engappai.2025.112586_b51) 2010; 18 Peng (10.1016/j.engappai.2025.112586_b43) 2021; 55 Peng (10.1016/j.engappai.2025.112586_b42) 2022 Qu (10.1016/j.engappai.2025.112586_b45) 2011; 43 Tian (10.1016/j.engappai.2025.112586_b52) 2021; 52 Faroqi (10.1016/j.engappai.2025.112586_b16) 2024; 71 Zou (10.1016/j.engappai.2025.112586_b65) 2021; 579 Pan (10.1016/j.engappai.2025.112586_b41) 2019; 209 Wang (10.1016/j.engappai.2025.112586_b53) 2020; 8 Grasman (10.1016/j.engappai.2025.112586_b20) 2006; 2 Gohari (10.1016/j.engappai.2025.112586_b18) 2022; 121 Ayed (10.1016/j.engappai.2025.112586_b4) 2011 Ming (10.1016/j.engappai.2025.112586_b38) 2021; 228 Sun (10.1016/j.engappai.2025.112586_b50) 2022 Wei (10.1016/j.engappai.2025.112586_b55) 2019; 130 Zhang (10.1016/j.engappai.2025.112586_b61) 2011; 133 Li (10.1016/j.engappai.2025.112586_b30) 2024 Ma (10.1016/j.engappai.2025.112586_b36) 2021; 560 Macharis (10.1016/j.engappai.2025.112586_b37) 2009; 17 Chang (10.1016/j.engappai.2025.112586_b7) 2008; 35 Abbassi (10.1016/j.engappai.2025.112586_b1) 2019; 30 Resat (10.1016/j.engappai.2025.112586_b48) 2015; 83 Hao (10.1016/j.engappai.2025.112586_b23) 2016; 137 Moccia (10.1016/j.engappai.2025.112586_b39) 2011; 57 Wang (10.1016/j.engappai.2025.112586_b54) 2018; 72 Janic (10.1016/j.engappai.2025.112586_b25) 2007; 12 Kaewfak (10.1016/j.engappai.2025.112586_b26) 2021 |
| References_xml | – volume: 34 start-page: 511 year: 2012 end-page: 533 ident: b6 article-title: Optimized load planning of trains in intermodal transportation publication-title: OR Spectrum – volume: 71 start-page: 81 year: 2024 ident: b16 article-title: Multiobjective route finding in a multimode transportation network by NSGA-II publication-title: J. Eng. Appl. Sci. – volume: 121 start-page: 46 year: 2022 end-page: 60 ident: b18 article-title: Significance of intermodal freight modal choice criteria: MCDM-based decision support models and SP-based modal shift policies publication-title: Transp. Policy – year: 2025 ident: b46 article-title: Optimizing multimodal transportation: A novel decision-making approach with fuzzy risk assessment publication-title: IEEE Access – volume: 4 start-page: 284 year: 2000 end-page: 294 ident: b49 article-title: Stochastic ranking for constrained evolutionary optimization publication-title: IEEE Trans. Evol. Comput. – year: 2022 ident: b33 article-title: Utilizing the relationship between unconstrained and constrained pareto fronts for constrained multiobjective optimization publication-title: IEEE Trans. Cybern. – volume: 12 start-page: 1487 year: 2020 ident: b15 article-title: Synergy degree evaluation of container multimodal transport system publication-title: Sustainability – volume: 10 start-page: 3133 year: 2024 end-page: 3152 ident: b58 article-title: Multimodal transportation routing optimization based on multi-objective Q-learning under time uncertainty publication-title: Complex Intell. Syst. – volume: 26 start-page: 30 year: 1996 end-page: 45 ident: b9 article-title: A combined genetic adaptive search (geneas) for engineering design publication-title: Comput. Sci. Inform. – year: 2022 ident: b42 article-title: Multi-objective optimization for multimodal transportation routing problem with stochastic transportation time based on data-driven approaches – volume: 55 start-page: S3035 year: 2021 end-page: S3050 ident: b43 article-title: The route problem of multimodal transportation with timetable under uncertainty: Multi-objective robust optimization model and heuristic approach publication-title: RAIRO-Operations Res. – volume: 57 start-page: 53 year: 2011 end-page: 68 ident: b39 article-title: Modeling and solving a multimodal transportation problem with flexible-time and scheduled services publication-title: Networks – volume: 93 start-page: 789 year: 2016 end-page: 807 ident: b11 article-title: A green intermodal service network design problem with travel time uncertainty publication-title: Transp. Res. Part B: Methodol. – volume: 137 start-page: 382 year: 2016 end-page: 390 ident: b23 article-title: Optimization on combination of transport routes and modes on dynamic programming for a container multimodal transport system publication-title: Procedia Eng. – volume: 43 start-page: 403 year: 2011 end-page: 416 ident: b45 article-title: Constrained multi-objective optimization algorithm with an ensemble of constraint handling methods publication-title: Eng. Optim. – volume: 57 start-page: 121 year: 2024 ident: b19 article-title: Sustainability performance assessment of freight transportation modes using an integrated decision-making framework based on m-generalized q-neutrosophic sets publication-title: Artif. Intell. Rev. – volume: 13 start-page: 8180 year: 2021 ident: b59 article-title: Low-carbon multimodal transportation path optimization under dual uncertainty of demand and time publication-title: Sustainability – volume: 23 start-page: 870 year: 2019 end-page: 884 ident: b34 article-title: Handling constrained multiobjective optimization problems with constraints in both the decision and objective spaces publication-title: IEEE Trans. Evol. Comput. – volume: 26 start-page: 263 year: 2022 end-page: 277 ident: b44 article-title: An evolutionary multitasking optimization framework for constrained multiobjective optimization problems publication-title: IEEE Trans. Evol. Comput. – volume: 40 start-page: 927 year: 2012 end-page: 939 ident: b2 article-title: Multimodal hub location and hub network design publication-title: Omega – volume: 51 start-page: 5005 year: 2019 end-page: 5016 ident: b35 article-title: A new fitness function with two rankings for evolutionary constrained multiobjective optimization publication-title: IEEE Trans. Syst. Man Cybern. Syst. – volume: 579 start-page: 89 year: 2021 end-page: 102 ident: b65 article-title: A dual-population algorithm based on alternative evolution and degeneration for solving constrained multi-objective optimization problems publication-title: Inform. Sci. – volume: 171 start-page: 266 year: 2016 end-page: 274 ident: b29 article-title: A market-oriented approach for intermodal network optimisation meeting cost, time and environmental requirements publication-title: Int. J. Prod. Econ. – volume: 18 start-page: 530 year: 2010 end-page: 547 ident: b51 article-title: Intermodal containerized shipping in foreign trade and regional accessibility advantages publication-title: J. Transp. Geogr. – volume: 8 start-page: 2109 year: 2020 ident: b53 article-title: Transportation optimization models for intermodal networks with fuzzy node capacity, detour factor, and vehicle utilization constraints publication-title: Mathematics – volume: 49 start-page: 1645 year: 2017 end-page: 1664 ident: b40 article-title: Constrained multi-objective optimization using constrained non-dominated sorting combined with an improved hybrid multi-objective evolutionary algorithm publication-title: Eng. Optim. – volume: 6 start-page: 182 year: 2002 end-page: 197 ident: b10 article-title: A fast and elitist multiobjective genetic algorithm: NSGA-II publication-title: IEEE Trans. Evol. Comput. – volume: 597 start-page: 318 year: 2022 end-page: 340 ident: b22 article-title: A fuzzy constraint handling technique for decomposition-based constrained multi-and many-objective optimization publication-title: Inform. Sci. – volume: 11 start-page: 712 year: 2007 end-page: 731 ident: b60 article-title: MOEA/D: A multiobjective evolutionary algorithm based on decomposition publication-title: IEEE Trans. Evol. Comput. – volume: 23 start-page: 12491 year: 2019 end-page: 12510 ident: b13 article-title: An improved epsilon constraint-handling method in MOEA/D for CMOPs with large infeasible regions publication-title: Soft Comput. – volume: 72 start-page: 423 year: 2018 end-page: 436 ident: b54 article-title: Modeling and optimization of a road–rail intermodal transport system under uncertain information publication-title: Eng. Appl. Artif. Intell. – volume: 292 start-page: 397 year: 2021 end-page: 422 ident: b3 article-title: Performance indicators in multiobjective optimization publication-title: European J. Oper. Res. – volume: 33 start-page: 399 year: 2001 end-page: 424 ident: b47 article-title: Multiobjective design optimization by an evolutionary algorithm publication-title: Eng. Optim. – volume: 130 start-page: 472 year: 2019 end-page: 484 ident: b55 article-title: Import-export freight organization and optimization in the dry-port-based cross-border logistics network under the belt and road initiative publication-title: Comput. Ind. Eng. – start-page: 1 year: 2024 end-page: 16 ident: b30 article-title: An indicator-based many-objective evolutionary algorithm with adaptive reference points assisted by growing neural gas network publication-title: IEEE Trans. Emerg. Top. Comput. Intell. – volume: 228 year: 2021 ident: b38 article-title: A simple two-stage evolutionary algorithm for constrained multi-objective optimization publication-title: Knowl.-Based Syst. – year: 2022 ident: b50 article-title: A multi-stage algorithm for solving multi-objective optimization problems with multi-constraints publication-title: IEEE Trans. Evol. Comput. – volume: 277 year: 2025 ident: b31 article-title: Ensemble of neighborhood search operators for decomposition-based multi-objective evolutionary optimization publication-title: Expert Syst. Appl. – volume: 83 start-page: 16 year: 2015 end-page: 33 ident: b48 article-title: Design and operation of intermodal transportation network in the marmara region of Turkey publication-title: Transp. Res. Part E: Logist. Transp. Rev. – start-page: 305 year: 2015 end-page: 315 ident: b62 article-title: A study on the paths choice of intermodal transport based on reliability publication-title: LISS 2014: Proceedings of 4th International Conference on Logistics, Informatics and Service Science – volume: 44 start-page: 665 year: 2019 end-page: 679 ident: b14 article-title: Push and pull search for solving constrained multi-objective optimization problems publication-title: Swarm Evol. Comput. – volume: 9 start-page: 115 year: 1995 end-page: 148 ident: b8 article-title: Simulated binary crossover for continuous search space publication-title: Complex Systems – volume: 171 year: 2021 ident: b28 article-title: An integrated approach of fuzzy risk assessment model and data envelopment analysis for route selection in multimodal transportation networks publication-title: Expert Syst. Appl. – start-page: 84 year: 2021 end-page: 95 ident: b26 article-title: Fuzzy AHP approach for route selection in multimodal transportation: The case of coal industry in Thailand publication-title: Sci. Technol. Asia – volume: 127 start-page: 49 year: 2019 end-page: 65 ident: b17 article-title: An integrated location and routing approach for transporting hazardous materials in a bi-modal transportation network publication-title: Transp. Res. Part E: Logist. Transp. Rev. – volume: 12 start-page: 122 year: 2012 end-page: 127 ident: b12 article-title: Dynamic pricing model of container sea-rail intermodal transport on single OD line publication-title: J. Transp. Syst. Eng. Inform. Technol. – volume: 18 start-page: 602 year: 2013 end-page: 622 ident: b24 article-title: An evolutionary many-objective optimization algorithm using reference-point based nondominated sorting approach, part II: Handling constraints and extending to an adaptive approach publication-title: IEEE Trans. Evol. Comput. – volume: 14 start-page: 794 year: 2021 end-page: 807 ident: b27 article-title: Multi-objective optimization of freight route choices in multimodal transportation publication-title: Int. J. Comput. Intell. Syst. – volume: 2 start-page: 96 year: 2006 end-page: 106 ident: b20 article-title: Dynamic approach to strategic and operational multimodal routing decisions publication-title: Int. J. Logist. Syst. Manag. – volume: 291 year: 2021 ident: b64 article-title: A multi-objective robust optimization approach for green location-routing planning of multi-modal transportation systems under uncertainty publication-title: J. Clean. Prod. – volume: 14 start-page: 14098 year: 2022 ident: b32 article-title: Path optimization of low-carbon container multimodal transport under uncertain conditions publication-title: Sustainability – volume: 17 start-page: 500 year: 2009 end-page: 508 ident: b37 article-title: Assessing policy measures for the stimulation of intermodal transport: a GIS-based policy analysis publication-title: J. Transp. Geogr. – volume: 14 start-page: 221 year: 2022 ident: b63 article-title: Multi-objective path-decision model of multimodal transport considering uncertain conditions and carbon emission policies publication-title: Symmetry – volume: 560 start-page: 68 year: 2021 end-page: 91 ident: b36 article-title: A multi-stage evolutionary algorithm for multi-objective optimization with complex constraints publication-title: Inform. Sci. – volume: 35 start-page: 2877 year: 2008 end-page: 2891 ident: b7 article-title: Best routes selection in international intermodal networks publication-title: Comput. Oper. Res. – volume: 2674 start-page: 262 year: 2020 end-page: 273 ident: b21 article-title: Dynamic and stochastic shipment matching problem in multimodal transportation publication-title: Transp. Res. Rec. – volume: 12 start-page: 33 year: 2007 end-page: 44 ident: b25 article-title: Modelling the full costs of an intermodal and road freight transport network publication-title: Transp. Res. Part D: Transp. Environ. – volume: 133 start-page: 351 year: 2011 end-page: 359 ident: b61 article-title: Modeling and optimization of a container drayage problem with resource constraints publication-title: Int. J. Prod. Econ. – volume: 209 start-page: 680 year: 2019 end-page: 691 ident: b41 article-title: Assessing the green economy in China: an improved framework publication-title: J. Clean. Prod. – volume: 30 start-page: 127 year: 2019 end-page: 142 ident: b1 article-title: Robust optimisation of the intermodal freight transport problem: Modeling and solving with an efficient hybrid approach publication-title: J. Comput. Sci. – volume: 38 start-page: 1 year: 2004 end-page: 34 ident: b5 article-title: Is a new applied transportation research field emerging?—-A review of intermodal rail–truck freight transport literature publication-title: Transp. Res. Part A: Policy Pr. – volume: 52 start-page: 9559 year: 2021 end-page: 9572 ident: b52 article-title: Balancing objective optimization and constraint satisfaction in constrained evolutionary multiobjective optimization publication-title: IEEE Trans. Cybern. – reference: Zapotecas Martínez, S., Coello Coello, C.A., 2011. A multi-objective particle swarm optimizer based on decomposition. In: Proceedings of the 13th Annual Conference on Genetic and Evolutionary Computation. pp. 69–76. – start-page: 722 year: 2011 end-page: 727 ident: b4 article-title: A parallel algorithm for solving time dependent multimodal transport problem publication-title: 2011 14th International IEEE Conference on Intelligent Transportation Systems – volume: 43 start-page: 129 year: 2009 end-page: 143 ident: b56 article-title: Designing multimodal freight transport networks: A heuristic approach and applications publication-title: Transp. Sci. – start-page: 1 year: 2024 ident: 10.1016/j.engappai.2025.112586_b30 article-title: An indicator-based many-objective evolutionary algorithm with adaptive reference points assisted by growing neural gas network publication-title: IEEE Trans. Emerg. Top. Comput. Intell. doi: 10.1109/TETCI.2024.3440057 – volume: 579 start-page: 89 year: 2021 ident: 10.1016/j.engappai.2025.112586_b65 article-title: A dual-population algorithm based on alternative evolution and degeneration for solving constrained multi-objective optimization problems publication-title: Inform. Sci. doi: 10.1016/j.ins.2021.07.078 – volume: 71 start-page: 81 issue: 1 year: 2024 ident: 10.1016/j.engappai.2025.112586_b16 article-title: Multiobjective route finding in a multimode transportation network by NSGA-II publication-title: J. Eng. Appl. Sci. doi: 10.1186/s44147-024-00417-7 – year: 2022 ident: 10.1016/j.engappai.2025.112586_b50 article-title: A multi-stage algorithm for solving multi-objective optimization problems with multi-constraints publication-title: IEEE Trans. Evol. Comput. – volume: 292 start-page: 397 issue: 2 year: 2021 ident: 10.1016/j.engappai.2025.112586_b3 article-title: Performance indicators in multiobjective optimization publication-title: European J. Oper. Res. doi: 10.1016/j.ejor.2020.11.016 – volume: 597 start-page: 318 year: 2022 ident: 10.1016/j.engappai.2025.112586_b22 article-title: A fuzzy constraint handling technique for decomposition-based constrained multi-and many-objective optimization publication-title: Inform. Sci. doi: 10.1016/j.ins.2022.03.030 – volume: 17 start-page: 500 issue: 6 year: 2009 ident: 10.1016/j.engappai.2025.112586_b37 article-title: Assessing policy measures for the stimulation of intermodal transport: a GIS-based policy analysis publication-title: J. Transp. Geogr. doi: 10.1016/j.jtrangeo.2008.10.004 – volume: 291 year: 2021 ident: 10.1016/j.engappai.2025.112586_b64 article-title: A multi-objective robust optimization approach for green location-routing planning of multi-modal transportation systems under uncertainty publication-title: J. Clean. Prod. doi: 10.1016/j.jclepro.2020.125293 – volume: 57 start-page: 53 issue: 1 year: 2011 ident: 10.1016/j.engappai.2025.112586_b39 article-title: Modeling and solving a multimodal transportation problem with flexible-time and scheduled services publication-title: Networks doi: 10.1002/net.20383 – volume: 127 start-page: 49 year: 2019 ident: 10.1016/j.engappai.2025.112586_b17 article-title: An integrated location and routing approach for transporting hazardous materials in a bi-modal transportation network publication-title: Transp. Res. Part E: Logist. Transp. Rev. doi: 10.1016/j.tre.2019.04.011 – volume: 277 year: 2025 ident: 10.1016/j.engappai.2025.112586_b31 article-title: Ensemble of neighborhood search operators for decomposition-based multi-objective evolutionary optimization publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2025.127227 – volume: 14 start-page: 221 issue: 2 year: 2022 ident: 10.1016/j.engappai.2025.112586_b63 article-title: Multi-objective path-decision model of multimodal transport considering uncertain conditions and carbon emission policies publication-title: Symmetry doi: 10.3390/sym14020221 – volume: 49 start-page: 1645 issue: 10 year: 2017 ident: 10.1016/j.engappai.2025.112586_b40 article-title: Constrained multi-objective optimization using constrained non-dominated sorting combined with an improved hybrid multi-objective evolutionary algorithm publication-title: Eng. Optim. doi: 10.1080/0305215X.2016.1271661 – ident: 10.1016/j.engappai.2025.112586_b57 doi: 10.1145/2001576.2001587 – volume: 12 start-page: 122 issue: 4 year: 2012 ident: 10.1016/j.engappai.2025.112586_b12 article-title: Dynamic pricing model of container sea-rail intermodal transport on single OD line publication-title: J. Transp. Syst. Eng. Inform. Technol. – volume: 560 start-page: 68 year: 2021 ident: 10.1016/j.engappai.2025.112586_b36 article-title: A multi-stage evolutionary algorithm for multi-objective optimization with complex constraints publication-title: Inform. Sci. doi: 10.1016/j.ins.2021.01.029 – volume: 14 start-page: 14098 issue: 21 year: 2022 ident: 10.1016/j.engappai.2025.112586_b32 article-title: Path optimization of low-carbon container multimodal transport under uncertain conditions publication-title: Sustainability doi: 10.3390/su142114098 – volume: 43 start-page: 129 issue: 2 year: 2009 ident: 10.1016/j.engappai.2025.112586_b56 article-title: Designing multimodal freight transport networks: A heuristic approach and applications publication-title: Transp. Sci. doi: 10.1287/trsc.1080.0250 – volume: 6 start-page: 182 issue: 2 year: 2002 ident: 10.1016/j.engappai.2025.112586_b10 article-title: A fast and elitist multiobjective genetic algorithm: NSGA-II publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/4235.996017 – volume: 51 start-page: 5005 issue: 8 year: 2019 ident: 10.1016/j.engappai.2025.112586_b35 article-title: A new fitness function with two rankings for evolutionary constrained multiobjective optimization publication-title: IEEE Trans. Syst. Man Cybern. Syst. doi: 10.1109/TSMC.2019.2943973 – volume: 10 start-page: 3133 issue: 2 year: 2024 ident: 10.1016/j.engappai.2025.112586_b58 article-title: Multimodal transportation routing optimization based on multi-objective Q-learning under time uncertainty publication-title: Complex Intell. Syst. doi: 10.1007/s40747-023-01308-9 – volume: 33 start-page: 399 issue: 4 year: 2001 ident: 10.1016/j.engappai.2025.112586_b47 article-title: Multiobjective design optimization by an evolutionary algorithm publication-title: Eng. Optim. doi: 10.1080/03052150108940926 – volume: 2674 start-page: 262 issue: 2 year: 2020 ident: 10.1016/j.engappai.2025.112586_b21 article-title: Dynamic and stochastic shipment matching problem in multimodal transportation publication-title: Transp. Res. Rec. doi: 10.1177/0361198120905592 – volume: 9 start-page: 115 issue: 2 year: 1995 ident: 10.1016/j.engappai.2025.112586_b8 article-title: Simulated binary crossover for continuous search space publication-title: Complex Systems – volume: 171 start-page: 266 year: 2016 ident: 10.1016/j.engappai.2025.112586_b29 article-title: A market-oriented approach for intermodal network optimisation meeting cost, time and environmental requirements publication-title: Int. J. Prod. Econ. doi: 10.1016/j.ijpe.2015.09.024 – volume: 38 start-page: 1 issue: 1 year: 2004 ident: 10.1016/j.engappai.2025.112586_b5 article-title: Is a new applied transportation research field emerging?—-A review of intermodal rail–truck freight transport literature publication-title: Transp. Res. Part A: Policy Pr. – volume: 12 start-page: 33 issue: 1 year: 2007 ident: 10.1016/j.engappai.2025.112586_b25 article-title: Modelling the full costs of an intermodal and road freight transport network publication-title: Transp. Res. Part D: Transp. Environ. doi: 10.1016/j.trd.2006.10.004 – year: 2025 ident: 10.1016/j.engappai.2025.112586_b46 article-title: Optimizing multimodal transportation: A novel decision-making approach with fuzzy risk assessment publication-title: IEEE Access – volume: 12 start-page: 1487 issue: 4 year: 2020 ident: 10.1016/j.engappai.2025.112586_b15 article-title: Synergy degree evaluation of container multimodal transport system publication-title: Sustainability doi: 10.3390/su12041487 – volume: 13 start-page: 8180 issue: 15 year: 2021 ident: 10.1016/j.engappai.2025.112586_b59 article-title: Low-carbon multimodal transportation path optimization under dual uncertainty of demand and time publication-title: Sustainability doi: 10.3390/su13158180 – start-page: 722 year: 2011 ident: 10.1016/j.engappai.2025.112586_b4 article-title: A parallel algorithm for solving time dependent multimodal transport problem – volume: 34 start-page: 511 year: 2012 ident: 10.1016/j.engappai.2025.112586_b6 article-title: Optimized load planning of trains in intermodal transportation publication-title: OR Spectrum doi: 10.1007/s00291-010-0232-1 – volume: 209 start-page: 680 year: 2019 ident: 10.1016/j.engappai.2025.112586_b41 article-title: Assessing the green economy in China: an improved framework publication-title: J. Clean. Prod. doi: 10.1016/j.jclepro.2018.10.267 – volume: 40 start-page: 927 issue: 6 year: 2012 ident: 10.1016/j.engappai.2025.112586_b2 article-title: Multimodal hub location and hub network design publication-title: Omega doi: 10.1016/j.omega.2012.02.005 – volume: 228 year: 2021 ident: 10.1016/j.engappai.2025.112586_b38 article-title: A simple two-stage evolutionary algorithm for constrained multi-objective optimization publication-title: Knowl.-Based Syst. doi: 10.1016/j.knosys.2021.107263 – volume: 8 start-page: 2109 issue: 12 year: 2020 ident: 10.1016/j.engappai.2025.112586_b53 article-title: Transportation optimization models for intermodal networks with fuzzy node capacity, detour factor, and vehicle utilization constraints publication-title: Mathematics doi: 10.3390/math8122109 – volume: 11 start-page: 712 issue: 6 year: 2007 ident: 10.1016/j.engappai.2025.112586_b60 article-title: MOEA/D: A multiobjective evolutionary algorithm based on decomposition publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/TEVC.2007.892759 – volume: 35 start-page: 2877 issue: 9 year: 2008 ident: 10.1016/j.engappai.2025.112586_b7 article-title: Best routes selection in international intermodal networks publication-title: Comput. Oper. Res. doi: 10.1016/j.cor.2006.12.025 – volume: 14 start-page: 794 issue: 1 year: 2021 ident: 10.1016/j.engappai.2025.112586_b27 article-title: Multi-objective optimization of freight route choices in multimodal transportation publication-title: Int. J. Comput. Intell. Syst. doi: 10.2991/ijcis.d.210126.001 – volume: 23 start-page: 12491 year: 2019 ident: 10.1016/j.engappai.2025.112586_b13 article-title: An improved epsilon constraint-handling method in MOEA/D for CMOPs with large infeasible regions publication-title: Soft Comput. doi: 10.1007/s00500-019-03794-x – volume: 23 start-page: 870 issue: 5 year: 2019 ident: 10.1016/j.engappai.2025.112586_b34 article-title: Handling constrained multiobjective optimization problems with constraints in both the decision and objective spaces publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/TEVC.2019.2894743 – volume: 52 start-page: 9559 issue: 9 year: 2021 ident: 10.1016/j.engappai.2025.112586_b52 article-title: Balancing objective optimization and constraint satisfaction in constrained evolutionary multiobjective optimization publication-title: IEEE Trans. Cybern. doi: 10.1109/TCYB.2020.3021138 – volume: 57 start-page: 121 issue: 5 year: 2024 ident: 10.1016/j.engappai.2025.112586_b19 article-title: Sustainability performance assessment of freight transportation modes using an integrated decision-making framework based on m-generalized q-neutrosophic sets publication-title: Artif. Intell. Rev. doi: 10.1007/s10462-024-10751-0 – volume: 55 start-page: S3035 year: 2021 ident: 10.1016/j.engappai.2025.112586_b43 article-title: The route problem of multimodal transportation with timetable under uncertainty: Multi-objective robust optimization model and heuristic approach publication-title: RAIRO-Operations Res. doi: 10.1051/ro/2020110 – volume: 130 start-page: 472 year: 2019 ident: 10.1016/j.engappai.2025.112586_b55 article-title: Import-export freight organization and optimization in the dry-port-based cross-border logistics network under the belt and road initiative publication-title: Comput. Ind. Eng. doi: 10.1016/j.cie.2019.03.007 – volume: 137 start-page: 382 year: 2016 ident: 10.1016/j.engappai.2025.112586_b23 article-title: Optimization on combination of transport routes and modes on dynamic programming for a container multimodal transport system publication-title: Procedia Eng. doi: 10.1016/j.proeng.2016.01.272 – volume: 93 start-page: 789 year: 2016 ident: 10.1016/j.engappai.2025.112586_b11 article-title: A green intermodal service network design problem with travel time uncertainty publication-title: Transp. Res. Part B: Methodol. doi: 10.1016/j.trb.2015.09.007 – volume: 72 start-page: 423 year: 2018 ident: 10.1016/j.engappai.2025.112586_b54 article-title: Modeling and optimization of a road–rail intermodal transport system under uncertain information publication-title: Eng. Appl. Artif. Intell. doi: 10.1016/j.engappai.2018.04.022 – volume: 26 start-page: 30 year: 1996 ident: 10.1016/j.engappai.2025.112586_b9 article-title: A combined genetic adaptive search (geneas) for engineering design publication-title: Comput. Sci. Inform. – volume: 133 start-page: 351 issue: 1 year: 2011 ident: 10.1016/j.engappai.2025.112586_b61 article-title: Modeling and optimization of a container drayage problem with resource constraints publication-title: Int. J. Prod. Econ. doi: 10.1016/j.ijpe.2010.02.005 – year: 2022 ident: 10.1016/j.engappai.2025.112586_b42 – volume: 18 start-page: 602 issue: 4 year: 2013 ident: 10.1016/j.engappai.2025.112586_b24 article-title: An evolutionary many-objective optimization algorithm using reference-point based nondominated sorting approach, part II: Handling constraints and extending to an adaptive approach publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/TEVC.2013.2281534 – start-page: 305 year: 2015 ident: 10.1016/j.engappai.2025.112586_b62 article-title: A study on the paths choice of intermodal transport based on reliability – volume: 4 start-page: 284 issue: 3 year: 2000 ident: 10.1016/j.engappai.2025.112586_b49 article-title: Stochastic ranking for constrained evolutionary optimization publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/4235.873238 – year: 2022 ident: 10.1016/j.engappai.2025.112586_b33 article-title: Utilizing the relationship between unconstrained and constrained pareto fronts for constrained multiobjective optimization publication-title: IEEE Trans. Cybern. – volume: 83 start-page: 16 year: 2015 ident: 10.1016/j.engappai.2025.112586_b48 article-title: Design and operation of intermodal transportation network in the marmara region of Turkey publication-title: Transp. Res. Part E: Logist. Transp. Rev. doi: 10.1016/j.tre.2015.08.006 – volume: 26 start-page: 263 issue: 2 year: 2022 ident: 10.1016/j.engappai.2025.112586_b44 article-title: An evolutionary multitasking optimization framework for constrained multiobjective optimization problems publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/TEVC.2022.3145582 – volume: 43 start-page: 403 issue: 4 year: 2011 ident: 10.1016/j.engappai.2025.112586_b45 article-title: Constrained multi-objective optimization algorithm with an ensemble of constraint handling methods publication-title: Eng. Optim. doi: 10.1080/0305215X.2010.493937 – volume: 44 start-page: 665 year: 2019 ident: 10.1016/j.engappai.2025.112586_b14 article-title: Push and pull search for solving constrained multi-objective optimization problems publication-title: Swarm Evol. Comput. doi: 10.1016/j.swevo.2018.08.017 – volume: 2 start-page: 96 issue: 1 year: 2006 ident: 10.1016/j.engappai.2025.112586_b20 article-title: Dynamic approach to strategic and operational multimodal routing decisions publication-title: Int. J. Logist. Syst. Manag. – start-page: 84 year: 2021 ident: 10.1016/j.engappai.2025.112586_b26 article-title: Fuzzy AHP approach for route selection in multimodal transportation: The case of coal industry in Thailand publication-title: Sci. Technol. Asia – volume: 171 year: 2021 ident: 10.1016/j.engappai.2025.112586_b28 article-title: An integrated approach of fuzzy risk assessment model and data envelopment analysis for route selection in multimodal transportation networks publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2020.114342 – volume: 121 start-page: 46 year: 2022 ident: 10.1016/j.engappai.2025.112586_b18 article-title: Significance of intermodal freight modal choice criteria: MCDM-based decision support models and SP-based modal shift policies publication-title: Transp. Policy doi: 10.1016/j.tranpol.2022.03.015 – volume: 18 start-page: 530 issue: 4 year: 2010 ident: 10.1016/j.engappai.2025.112586_b51 article-title: Intermodal containerized shipping in foreign trade and regional accessibility advantages publication-title: J. Transp. Geogr. doi: 10.1016/j.jtrangeo.2010.03.010 – volume: 30 start-page: 127 year: 2019 ident: 10.1016/j.engappai.2025.112586_b1 article-title: Robust optimisation of the intermodal freight transport problem: Modeling and solving with an efficient hybrid approach publication-title: J. Comput. Sci. doi: 10.1016/j.jocs.2018.12.001 |
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