Multi-objective ship path planning using non-dominant relationship-based WOA in marine meteorological environment
Marine environmental issues have become increasingly prominent in recent years, and ocean transportation has also received extensive attention. Relevant personnel is concerned about the minimum fuel consumption and the shortest sailing time, which are two contradictory goals. This paper describes th...
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| Published in: | Ocean engineering Vol. 266; p. 112862 |
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| Main Authors: | , , , |
| Format: | Journal Article |
| Language: | English |
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Elsevier Ltd
15.12.2022
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| ISSN: | 0029-8018, 1873-5258 |
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| Abstract | Marine environmental issues have become increasingly prominent in recent years, and ocean transportation has also received extensive attention. Relevant personnel is concerned about the minimum fuel consumption and the shortest sailing time, which are two contradictory goals. This paper describes the ship path problem model as a multi-objective optimization model considering fuel consumption and navigation time. The waves, wind speed, and wind direction in the marine meteorological environment significantly impact the ship’s actual navigation, making it challenging to design a reasonable path. Ship path planning in the marine environment is an NP-Hard Problem. The paper applies an improved whale optimization algorithm to find Pareto solutions in the multi-objective optimization model considering marine meteorology. This paper discusses the performance of the enhanced algorithm. Compared with other advanced algorithms, the algorithm is applied to five benchmark multi-objective optimization functions. The test results show that the scheme can balance the ship’s fuel consumption and sailing time to provide a reasonable candidate path for decision-makers.
•This paper describes the ship path problem model as a multi-objective ship path optimization model considering fuel consumption and navigation time.•The improved whale optimization algorithm solves the multi-objective optimization problem.•Non-dominated relations determine the solution to multi-objective problems.•Ship path planning considers the influence of ship parameters and marine meteorological data. |
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| AbstractList | Marine environmental issues have become increasingly prominent in recent years, and ocean transportation has also received extensive attention. Relevant personnel is concerned about the minimum fuel consumption and the shortest sailing time, which are two contradictory goals. This paper describes the ship path problem model as a multi-objective optimization model considering fuel consumption and navigation time. The waves, wind speed, and wind direction in the marine meteorological environment significantly impact the ship’s actual navigation, making it challenging to design a reasonable path. Ship path planning in the marine environment is an NP-Hard Problem. The paper applies an improved whale optimization algorithm to find Pareto solutions in the multi-objective optimization model considering marine meteorology. This paper discusses the performance of the enhanced algorithm. Compared with other advanced algorithms, the algorithm is applied to five benchmark multi-objective optimization functions. The test results show that the scheme can balance the ship’s fuel consumption and sailing time to provide a reasonable candidate path for decision-makers.
•This paper describes the ship path problem model as a multi-objective ship path optimization model considering fuel consumption and navigation time.•The improved whale optimization algorithm solves the multi-objective optimization problem.•Non-dominated relations determine the solution to multi-objective problems.•Ship path planning considers the influence of ship parameters and marine meteorological data. |
| ArticleNumber | 112862 |
| Author | Song, Hongtao Du, Wei Han, Qilong Yang, Xiao |
| Author_xml | – sequence: 1 givenname: Qilong orcidid: 0000-0003-2837-4760 surname: Han fullname: Han, Qilong email: hanqilong@hrbeu.edu.cn organization: School of Computer Science and Technology,Harbin Engineering University, Nantong Street, Harbin City, 150001, Heilongjiang Province, China – sequence: 2 givenname: Xiao surname: Yang fullname: Yang, Xiao email: yangxiaoxiaovip@126.com organization: School of Computer Science and Technology,Harbin Engineering University, Nantong Street, Harbin City, 150001, Heilongjiang Province, China – sequence: 3 givenname: Hongtao orcidid: 0000-0001-6132-5843 surname: Song fullname: Song, Hongtao email: songhongtao@hrbeu.edu.cn organization: School of Computer Science and Technology,Harbin Engineering University, Nantong Street, Harbin City, 150001, Heilongjiang Province, China – sequence: 4 givenname: Wei surname: Du fullname: Du, Wei email: Dewey891217@163.com organization: School of Power and Energy Engineering,Harbin Engineering University, Nantong Street, Harbin City, 150001, Heilongjiang Province, China |
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| Cites_doi | 10.1016/j.advengsoft.2016.01.008 10.1016/j.eswa.2019.113018 10.1016/j.eswa.2009.09.040 10.1007/s00773-011-0152-z 10.1007/s00500-020-05133-x 10.1007/s00500-020-05563-7 10.1007/s00500-021-05983-z 10.1016/j.eswa.2019.112972 10.1016/j.eswa.2019.03.002 10.1007/s00500-021-05683-8 10.1016/j.asoc.2020.106092 10.1007/s00500-015-1637-1 10.1016/j.neucom.2019.02.054 10.1007/s00500-020-05392-8 10.1016/j.asoc.2021.107419 10.1007/s00521-018-3764-y 10.1007/s00500-021-05889-w 10.1016/j.neucom.2020.12.065 10.1016/j.asoc.2020.106560 10.1016/j.eswa.2018.09.027 10.1007/s00500-020-05229-4 10.1007/s00500-021-05591-x 10.1007/s00773-015-0367-5 10.1016/j.eswa.2020.113612 10.1007/s00500-021-05961-5 10.1016/j.asoc.2019.105925 10.1016/j.asoc.2021.107530 10.1016/j.trc.2015.01.027 10.1016/j.oceaneng.2018.08.050 10.1007/s00500-016-2442-1 10.1007/s00500-019-04131-y 10.1016/j.apor.2019.101995 10.1016/j.eswa.2019.113016 10.1016/j.eswa.2021.115032 10.1016/j.eswa.2021.114901 10.1016/j.eswa.2021.115003 |
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| References | Anitha, Pandian, Agnes (b4) 2021; 178 Peng, Wen, Tseng, Li (b30) 2021; 25 Sharmila, Vijayarani (b35) 2021; 25 Li, Sun, Tseng, Li (b26) 2019; 127 Mallipeddi, Gholaminezhad, Saeedi, Assimi, Jamali (b27) 2021; 25 Saafan, El-Gendy (b33) 2021; 176 Got, Moussaoui, Zouache (b15) 2020; 141 Song, Zhang, Hong, Li (b36) 2021; 109 Jain, Katarya, Sachdeva (b19) 2020; 142 Chen, Li, Yang (b6) 2020; 158 Deb (b9) 2003 Shao, Zhou, Thong (b34) 2012; 17 Srinivasan, Venkatesan (b37) 2021; 25 Kepaptsoglou, Fountas, Karlaftis (b22) 2015; 55 Fonseca, Fleming (b12) 1995 Meng, Zhi, Zhu, Qiu, Wang, Wu (b28) 2021 Aljarah, Faris, Mirjalili (b3) 2018; 22 Zeng, Song, Li, You, Liu, Alsaadi (b45) 2021; 432 Bozorgi, Hajiabadi, Hosseinabadi, Sangaiah (b5) 2021; 25 Sun, Chen, Liu, Gong (b38) 2016; 20 Wang, Li, Wang, Li (b41) 2019; 341 Wang, Wang, Dong, Shen, Yang (b42) 2021; 174 Guo, Liu, Dai, Xu (b16) 2020; 86 Kwon (b24) 1981 Ghahremani-Nahr, Kian, Sabet (b13) 2019; 116 Dong, Li, Xia, Yuan (b10) 2021; 25 Prpić-Oršić, Vettor, Faltinsen, Guedes Soares (b31) 2016; 21 Tan, Weng, Zhou, Chua, Chen (b39) 2018 Kalananda, Komanapalli (b20) 2021; 99 Karakoyun, Özkis, Kodaz (b21) 2020; 96 Zhang, Wang, Li, Yu, Su, Liu (b46) 2020; 32 Al-qaness, Ewees, Aziz (b2) 2021; 25 Van Veldhuizen, Lamont (b40) 2000 Wang, Wang, Zhao, Xu (b43) 2021; 25 Li, Sun, Guo, Du, Li (b25) 2020; 94 Hopkins, E.J., 1972. Charts for Predicting Turbulent Skin Friction from the Van Driest Method (2). Technical Report. Zhang, Wen (b47) 2021; 179 Chen, Yang, Heidari, Zhao (b7) 2020; 154 Hemasian-Etefagh, Safi-Esfahani (b17) 2020; 24 Goren, O., Calisal, S., 0000. Optimal hull forms for fishing vessels. In: Ship Technology and Research Symposium (STAR), 13th. Elaziz, Lu, He (b11) 2021; 175 Qiao, Liu, Hao (b32) 2021; 108 Kushwah, Kaushik, Chugh (b23) 2021; 25 Mirjalili, Lewis (b29) 2016; 95 Yan, Wang, Yuan, Jiang, Negenborn (b44) 2018; 169 Chuang, Lin, Kung, Lin (b8) 2010; 37 Agrawal, Kaur, Sharma (b1) 2020; 89 Wang (10.1016/j.oceaneng.2022.112862_b43) 2021; 25 Zhang (10.1016/j.oceaneng.2022.112862_b47) 2021; 179 Elaziz (10.1016/j.oceaneng.2022.112862_b11) 2021; 175 Van Veldhuizen (10.1016/j.oceaneng.2022.112862_b40) 2000 Li (10.1016/j.oceaneng.2022.112862_b25) 2020; 94 Mirjalili (10.1016/j.oceaneng.2022.112862_b29) 2016; 95 Wang (10.1016/j.oceaneng.2022.112862_b42) 2021; 174 Sun (10.1016/j.oceaneng.2022.112862_b38) 2016; 20 Kwon (10.1016/j.oceaneng.2022.112862_b24) 1981 Shao (10.1016/j.oceaneng.2022.112862_b34) 2012; 17 Jain (10.1016/j.oceaneng.2022.112862_b19) 2020; 142 Zhang (10.1016/j.oceaneng.2022.112862_b46) 2020; 32 Karakoyun (10.1016/j.oceaneng.2022.112862_b21) 2020; 96 Prpić-Oršić (10.1016/j.oceaneng.2022.112862_b31) 2016; 21 Chen (10.1016/j.oceaneng.2022.112862_b7) 2020; 154 Srinivasan (10.1016/j.oceaneng.2022.112862_b37) 2021; 25 Dong (10.1016/j.oceaneng.2022.112862_b10) 2021; 25 Yan (10.1016/j.oceaneng.2022.112862_b44) 2018; 169 Sharmila (10.1016/j.oceaneng.2022.112862_b35) 2021; 25 Chen (10.1016/j.oceaneng.2022.112862_b6) 2020; 158 Hemasian-Etefagh (10.1016/j.oceaneng.2022.112862_b17) 2020; 24 Anitha (10.1016/j.oceaneng.2022.112862_b4) 2021; 178 Meng (10.1016/j.oceaneng.2022.112862_b28) 2021 Got (10.1016/j.oceaneng.2022.112862_b15) 2020; 141 Kalananda (10.1016/j.oceaneng.2022.112862_b20) 2021; 99 Tan (10.1016/j.oceaneng.2022.112862_b39) 2018 Kepaptsoglou (10.1016/j.oceaneng.2022.112862_b22) 2015; 55 Fonseca (10.1016/j.oceaneng.2022.112862_b12) 1995 10.1016/j.oceaneng.2022.112862_b14 Peng (10.1016/j.oceaneng.2022.112862_b30) 2021; 25 10.1016/j.oceaneng.2022.112862_b18 Li (10.1016/j.oceaneng.2022.112862_b26) 2019; 127 Mallipeddi (10.1016/j.oceaneng.2022.112862_b27) 2021; 25 Kushwah (10.1016/j.oceaneng.2022.112862_b23) 2021; 25 Qiao (10.1016/j.oceaneng.2022.112862_b32) 2021; 108 Wang (10.1016/j.oceaneng.2022.112862_b41) 2019; 341 Agrawal (10.1016/j.oceaneng.2022.112862_b1) 2020; 89 Saafan (10.1016/j.oceaneng.2022.112862_b33) 2021; 176 Al-qaness (10.1016/j.oceaneng.2022.112862_b2) 2021; 25 Chuang (10.1016/j.oceaneng.2022.112862_b8) 2010; 37 Ghahremani-Nahr (10.1016/j.oceaneng.2022.112862_b13) 2019; 116 Aljarah (10.1016/j.oceaneng.2022.112862_b3) 2018; 22 Bozorgi (10.1016/j.oceaneng.2022.112862_b5) 2021; 25 Zeng (10.1016/j.oceaneng.2022.112862_b45) 2021; 432 Deb (10.1016/j.oceaneng.2022.112862_b9) 2003 Song (10.1016/j.oceaneng.2022.112862_b36) 2021; 109 Guo (10.1016/j.oceaneng.2022.112862_b16) 2020; 86 |
| References_xml | – volume: 158 year: 2020 ident: b6 article-title: A whale optimization algorithm with chaos mechanism based on quasi-opposition for global optimization problems publication-title: Expert Syst. Appl. – volume: 432 start-page: 170 year: 2021 end-page: 182 ident: b45 article-title: A competitive mechanism integrated multi-objective whale optimization algorithm with differential evolution publication-title: Neurocomputing – start-page: 263 year: 2003 end-page: 292 ident: b9 article-title: Multi-objective evolutionary algorithms: Introducing bias among Pareto-optimal solutions publication-title: Advances in Evolutionary Computing – volume: 20 start-page: 2219 year: 2016 end-page: 2232 ident: b38 article-title: Indicator-based set evolution particle swarm optimization for many-objective problems publication-title: Soft Comput. – volume: 154 year: 2020 ident: b7 article-title: An efficient double adaptive random spare reinforced whale optimization algorithm publication-title: Expert Syst. Appl. – volume: 37 start-page: 2948 year: 2010 end-page: 2956 ident: b8 article-title: Planning the route of container ships: A fuzzy genetic approach publication-title: Expert Syst. Appl. – volume: 89 year: 2020 ident: b1 article-title: Quantum based whale optimization algorithm for wrapper feature selection publication-title: Appl. Soft Comput. – volume: 99 year: 2021 ident: b20 article-title: A combinatorial social group whale optimization algorithm for numerical and engineering optimization problems publication-title: Appl. Soft Comput. – volume: 24 start-page: 3647 year: 2020 end-page: 3673 ident: b17 article-title: Group-based whale optimization algorithm publication-title: Soft Comput. – volume: 21 start-page: 434 year: 2016 end-page: 457 ident: b31 article-title: The influence of route choice and operating conditions on fuel consumption and CO2 emission of ships publication-title: J. Mar. Sci. Technol. – volume: 178 year: 2021 ident: b4 article-title: An efficient multilevel color image thresholding based on modified whale optimization algorithm publication-title: Expert Syst. Appl. – volume: 25 start-page: 4159 year: 2021 end-page: 4174 ident: b37 article-title: Multi-objective optimization for energy and heat-aware VLSI floorplanning using enhanced firefly optimization publication-title: Soft Comput. – volume: 25 start-page: 5021 year: 2021 end-page: 5035 ident: b10 article-title: Double ant colony algorithm based on dynamic feedback for energy-saving route planning for ships publication-title: Soft Comput. – start-page: 45 year: 1995 end-page: 52 ident: b12 article-title: Multiobjective genetic algorithms made easy: Selection sharing and mating restriction publication-title: First International Conference on Genetic Algorithms in Engineering Systems: Innovations and Applications – volume: 96 year: 2020 ident: b21 article-title: A new algorithm based on gray wolf optimizer and shuffled frog leaping algorithm to solve the multi-objective optimization problems publication-title: Appl. Soft Comput. – start-page: 204 year: 2000 end-page: 211 ident: b40 article-title: On measuring multiobjective evolutionary algorithm performance publication-title: Proceedings of the 2000 Congress on Evolutionary Computation, Vol. 1 – volume: 25 start-page: 3637 year: 2021 end-page: 3656 ident: b43 article-title: Tunneling parameters optimization based on multi-objective differential evolution algorithm publication-title: Soft Comput. – volume: 32 start-page: 2735 year: 2020 end-page: 2749 ident: b46 article-title: Time-optimal memetic whale optimization algorithm for hypersonic vehicle reentry trajectory optimization with no-fly zones publication-title: Neural Comput. Appl. – volume: 176 year: 2021 ident: b33 article-title: IWOSSA: An improved whale optimization salp swarm algorithm for solving optimization problems publication-title: Expert Syst. Appl. – volume: 108 year: 2021 ident: b32 article-title: A multi-objective differential evolution algorithm and a constraint handling mechanism based on variables proportion for dynamic economic emission dispatch problems publication-title: Appl. Soft Comput. – volume: 169 start-page: 457 year: 2018 end-page: 468 ident: b44 article-title: Energy-efficient shipping: An application of big data analysis for optimizing engine speed of inland ships considering multiple environmental factors publication-title: Ocean Eng. – volume: 179 year: 2021 ident: b47 article-title: Hybrid whale optimization algorithm with gathering strategies for high-dimensional problems publication-title: Expert Syst. Appl. – volume: 341 start-page: 41 year: 2019 end-page: 59 ident: b41 article-title: Opposition-based multi-objective whale optimization algorithm with global grid ranking publication-title: Neurocomputing – volume: 141 year: 2020 ident: b15 article-title: A guided population archive whale optimization algorithm for solving multiobjective optimization problems publication-title: Expert Syst. Appl. – volume: 25 start-page: 10275 year: 2021 end-page: 10286 ident: b23 article-title: A modified whale optimization algorithm to overcome delayed convergence in artificial neural networks publication-title: Soft Comput. – volume: 25 start-page: 1431 year: 2021 end-page: 1446 ident: b35 article-title: Association rule mining using fuzzy logic and whale optimization algorithm publication-title: Soft Comput. – start-page: 816 year: 2021 end-page: 819 ident: b28 article-title: Research on unmanned ship route planning based on the smoothed DGWW algorithm publication-title: 4th IEEE International Conference on Industrial Cyber-Physical Systems – reference: Goren, O., Calisal, S., 0000. Optimal hull forms for fishing vessels. In: Ship Technology and Research Symposium (STAR), 13th. – volume: 55 start-page: 139 year: 2015 end-page: 155 ident: b22 article-title: Weather impact on containership routing in closed seas: A chance-constraint optimization approach publication-title: Transp. Res. C – volume: 17 start-page: 239 year: 2012 end-page: 251 ident: b34 article-title: Development of a novel forward dynamic programming method for weather routing publication-title: J. Mar. Sci. Technol. – volume: 174 year: 2021 ident: b42 article-title: An improved multi-objective whale optimization algorithm for the hybrid flow shop scheduling problem considering device dynamic reconfiguration processes publication-title: Expert Syst. Appl. – volume: 22 start-page: 1 year: 2018 end-page: 15 ident: b3 article-title: Optimizing connection weights in neural networks using the whale optimization algorithm publication-title: Soft Comput. – volume: 109 year: 2021 ident: b36 article-title: A novel multi-objective mutation flower pollination algorithm for the optimization of industrial enterprise R&D investment allocation publication-title: Appl. Soft Comput. – volume: 86 year: 2020 ident: b16 article-title: An improved whale optimization algorithm for forecasting water resources demand publication-title: Appl. Soft Comput. – volume: 94 year: 2020 ident: b25 article-title: Speed optimization of a container ship on a given route considering voluntary speed loss and emissions publication-title: Appl. Ocean Res. – volume: 25 start-page: 5663 year: 2021 end-page: 5682 ident: b5 article-title: Clustering based on whale optimization algorithm for IoT over wireless nodes publication-title: Soft Comput. – volume: 127 start-page: 58 year: 2019 end-page: 67 ident: b26 article-title: Extreme learning machine optimized by whale optimization algorithm using insulated gate bipolar transistor module aging degree evaluation publication-title: Expert Syst. Appl. – volume: 175 year: 2021 ident: b11 article-title: A multi-leader whale optimization algorithm for global optimization and image segmentation publication-title: Expert Syst. Appl. – reference: Hopkins, E.J., 1972. Charts for Predicting Turbulent Skin Friction from the Van Driest Method (2). Technical Report. – volume: 142 year: 2020 ident: b19 article-title: Opinion leader detection using whale optimization algorithm in online social network publication-title: Expert Syst. Appl. – volume: 25 start-page: 10205 year: 2021 end-page: 10220 ident: b30 article-title: A cloud load forecasting model with nonlinear changes using whale optimization algorithm hybrid strategy publication-title: Soft Comput. – volume: 25 start-page: 233 year: 2021 end-page: 249 ident: b27 article-title: Robust controller design for systems with probabilistic uncertain parameters using multi-objective genetic programming publication-title: Soft Comput. – year: 1981 ident: b24 article-title: The Effect of Weather, Particularly Short Sea Waves, on Ship Speed Performance – start-page: 7478 year: 2018 end-page: 7483 ident: b39 article-title: Historical data is useful for navigation planning: Data driven route generation for autonomous ship publication-title: 2018 IEEE International Conference on Robotics and Automation – volume: 95 start-page: 51 year: 2016 end-page: 67 ident: b29 article-title: The whale optimization algorithm publication-title: Adv. Eng. Softw. – volume: 25 start-page: 9545 year: 2021 end-page: 9557 ident: b2 article-title: Modified whale optimization algorithm for solving unrelated parallel machine scheduling problems publication-title: Soft Comput. – volume: 116 start-page: 454 year: 2019 end-page: 471 ident: b13 article-title: A robust fuzzy mathematical programming model for the closed-loop supply chain network design and a whale optimization solution algorithm publication-title: Expert Syst. Appl. – volume: 99 year: 2021 ident: 10.1016/j.oceaneng.2022.112862_b20 article-title: A combinatorial social group whale optimization algorithm for numerical and engineering optimization problems publication-title: Appl. Soft Comput. – volume: 95 start-page: 51 year: 2016 ident: 10.1016/j.oceaneng.2022.112862_b29 article-title: The whale optimization algorithm publication-title: Adv. Eng. Softw. doi: 10.1016/j.advengsoft.2016.01.008 – year: 1981 ident: 10.1016/j.oceaneng.2022.112862_b24 – volume: 154 year: 2020 ident: 10.1016/j.oceaneng.2022.112862_b7 article-title: An efficient double adaptive random spare reinforced whale optimization algorithm publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2019.113018 – volume: 37 start-page: 2948 issue: 4 year: 2010 ident: 10.1016/j.oceaneng.2022.112862_b8 article-title: Planning the route of container ships: A fuzzy genetic approach publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2009.09.040 – volume: 175 year: 2021 ident: 10.1016/j.oceaneng.2022.112862_b11 article-title: A multi-leader whale optimization algorithm for global optimization and image segmentation publication-title: Expert Syst. Appl. – volume: 17 start-page: 239 issue: 2 year: 2012 ident: 10.1016/j.oceaneng.2022.112862_b34 article-title: Development of a novel forward dynamic programming method for weather routing publication-title: J. Mar. Sci. Technol. doi: 10.1007/s00773-011-0152-z – start-page: 45 year: 1995 ident: 10.1016/j.oceaneng.2022.112862_b12 article-title: Multiobjective genetic algorithms made easy: Selection sharing and mating restriction – volume: 25 start-page: 233 issue: 1 year: 2021 ident: 10.1016/j.oceaneng.2022.112862_b27 article-title: Robust controller design for systems with probabilistic uncertain parameters using multi-objective genetic programming publication-title: Soft Comput. doi: 10.1007/s00500-020-05133-x – ident: 10.1016/j.oceaneng.2022.112862_b14 – volume: 25 start-page: 5663 issue: 7 year: 2021 ident: 10.1016/j.oceaneng.2022.112862_b5 article-title: Clustering based on whale optimization algorithm for IoT over wireless nodes publication-title: Soft Comput. doi: 10.1007/s00500-020-05563-7 – volume: 25 start-page: 10275 issue: 15 year: 2021 ident: 10.1016/j.oceaneng.2022.112862_b23 article-title: A modified whale optimization algorithm to overcome delayed convergence in artificial neural networks publication-title: Soft Comput. doi: 10.1007/s00500-021-05983-z – volume: 141 year: 2020 ident: 10.1016/j.oceaneng.2022.112862_b15 article-title: A guided population archive whale optimization algorithm for solving multiobjective optimization problems publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2019.112972 – volume: 127 start-page: 58 year: 2019 ident: 10.1016/j.oceaneng.2022.112862_b26 article-title: Extreme learning machine optimized by whale optimization algorithm using insulated gate bipolar transistor module aging degree evaluation publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2019.03.002 – volume: 25 start-page: 5021 issue: 7 year: 2021 ident: 10.1016/j.oceaneng.2022.112862_b10 article-title: Double ant colony algorithm based on dynamic feedback for energy-saving route planning for ships publication-title: Soft Comput. doi: 10.1007/s00500-021-05683-8 – volume: 89 year: 2020 ident: 10.1016/j.oceaneng.2022.112862_b1 article-title: Quantum based whale optimization algorithm for wrapper feature selection publication-title: Appl. Soft Comput. doi: 10.1016/j.asoc.2020.106092 – volume: 20 start-page: 2219 issue: 6 year: 2016 ident: 10.1016/j.oceaneng.2022.112862_b38 article-title: Indicator-based set evolution particle swarm optimization for many-objective problems publication-title: Soft Comput. doi: 10.1007/s00500-015-1637-1 – volume: 341 start-page: 41 year: 2019 ident: 10.1016/j.oceaneng.2022.112862_b41 article-title: Opposition-based multi-objective whale optimization algorithm with global grid ranking publication-title: Neurocomputing doi: 10.1016/j.neucom.2019.02.054 – volume: 25 start-page: 3637 issue: 5 year: 2021 ident: 10.1016/j.oceaneng.2022.112862_b43 article-title: Tunneling parameters optimization based on multi-objective differential evolution algorithm publication-title: Soft Comput. doi: 10.1007/s00500-020-05392-8 – volume: 108 year: 2021 ident: 10.1016/j.oceaneng.2022.112862_b32 article-title: A multi-objective differential evolution algorithm and a constraint handling mechanism based on variables proportion for dynamic economic emission dispatch problems publication-title: Appl. Soft Comput. doi: 10.1016/j.asoc.2021.107419 – volume: 32 start-page: 2735 issue: 7 year: 2020 ident: 10.1016/j.oceaneng.2022.112862_b46 article-title: Time-optimal memetic whale optimization algorithm for hypersonic vehicle reentry trajectory optimization with no-fly zones publication-title: Neural Comput. Appl. doi: 10.1007/s00521-018-3764-y – volume: 25 start-page: 9545 issue: 14 year: 2021 ident: 10.1016/j.oceaneng.2022.112862_b2 article-title: Modified whale optimization algorithm for solving unrelated parallel machine scheduling problems publication-title: Soft Comput. doi: 10.1007/s00500-021-05889-w – volume: 432 start-page: 170 year: 2021 ident: 10.1016/j.oceaneng.2022.112862_b45 article-title: A competitive mechanism integrated multi-objective whale optimization algorithm with differential evolution publication-title: Neurocomputing doi: 10.1016/j.neucom.2020.12.065 – volume: 96 year: 2020 ident: 10.1016/j.oceaneng.2022.112862_b21 article-title: A new algorithm based on gray wolf optimizer and shuffled frog leaping algorithm to solve the multi-objective optimization problems publication-title: Appl. Soft Comput. doi: 10.1016/j.asoc.2020.106560 – start-page: 7478 year: 2018 ident: 10.1016/j.oceaneng.2022.112862_b39 article-title: Historical data is useful for navigation planning: Data driven route generation for autonomous ship – volume: 116 start-page: 454 year: 2019 ident: 10.1016/j.oceaneng.2022.112862_b13 article-title: A robust fuzzy mathematical programming model for the closed-loop supply chain network design and a whale optimization solution algorithm publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2018.09.027 – volume: 25 start-page: 1431 issue: 2 year: 2021 ident: 10.1016/j.oceaneng.2022.112862_b35 article-title: Association rule mining using fuzzy logic and whale optimization algorithm publication-title: Soft Comput. doi: 10.1007/s00500-020-05229-4 – volume: 25 start-page: 4159 issue: 5 year: 2021 ident: 10.1016/j.oceaneng.2022.112862_b37 article-title: Multi-objective optimization for energy and heat-aware VLSI floorplanning using enhanced firefly optimization publication-title: Soft Comput. doi: 10.1007/s00500-021-05591-x – volume: 21 start-page: 434 issue: 3 year: 2016 ident: 10.1016/j.oceaneng.2022.112862_b31 article-title: The influence of route choice and operating conditions on fuel consumption and CO2 emission of ships publication-title: J. Mar. Sci. Technol. doi: 10.1007/s00773-015-0367-5 – volume: 174 year: 2021 ident: 10.1016/j.oceaneng.2022.112862_b42 article-title: An improved multi-objective whale optimization algorithm for the hybrid flow shop scheduling problem considering device dynamic reconfiguration processes publication-title: Expert Syst. Appl. – volume: 158 year: 2020 ident: 10.1016/j.oceaneng.2022.112862_b6 article-title: A whale optimization algorithm with chaos mechanism based on quasi-opposition for global optimization problems publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2020.113612 – volume: 25 start-page: 10205 issue: 15 year: 2021 ident: 10.1016/j.oceaneng.2022.112862_b30 article-title: A cloud load forecasting model with nonlinear changes using whale optimization algorithm hybrid strategy publication-title: Soft Comput. doi: 10.1007/s00500-021-05961-5 – start-page: 263 year: 2003 ident: 10.1016/j.oceaneng.2022.112862_b9 article-title: Multi-objective evolutionary algorithms: Introducing bias among Pareto-optimal solutions – volume: 86 year: 2020 ident: 10.1016/j.oceaneng.2022.112862_b16 article-title: An improved whale optimization algorithm for forecasting water resources demand publication-title: Appl. Soft Comput. doi: 10.1016/j.asoc.2019.105925 – start-page: 204 year: 2000 ident: 10.1016/j.oceaneng.2022.112862_b40 article-title: On measuring multiobjective evolutionary algorithm performance – volume: 109 year: 2021 ident: 10.1016/j.oceaneng.2022.112862_b36 article-title: A novel multi-objective mutation flower pollination algorithm for the optimization of industrial enterprise R&D investment allocation publication-title: Appl. Soft Comput. doi: 10.1016/j.asoc.2021.107530 – volume: 55 start-page: 139 year: 2015 ident: 10.1016/j.oceaneng.2022.112862_b22 article-title: Weather impact on containership routing in closed seas: A chance-constraint optimization approach publication-title: Transp. Res. C doi: 10.1016/j.trc.2015.01.027 – volume: 169 start-page: 457 year: 2018 ident: 10.1016/j.oceaneng.2022.112862_b44 article-title: Energy-efficient shipping: An application of big data analysis for optimizing engine speed of inland ships considering multiple environmental factors publication-title: Ocean Eng. doi: 10.1016/j.oceaneng.2018.08.050 – volume: 22 start-page: 1 issue: 1 year: 2018 ident: 10.1016/j.oceaneng.2022.112862_b3 article-title: Optimizing connection weights in neural networks using the whale optimization algorithm publication-title: Soft Comput. doi: 10.1007/s00500-016-2442-1 – volume: 24 start-page: 3647 issue: 5 year: 2020 ident: 10.1016/j.oceaneng.2022.112862_b17 article-title: Group-based whale optimization algorithm publication-title: Soft Comput. doi: 10.1007/s00500-019-04131-y – start-page: 816 year: 2021 ident: 10.1016/j.oceaneng.2022.112862_b28 article-title: Research on unmanned ship route planning based on the smoothed DGWW algorithm – ident: 10.1016/j.oceaneng.2022.112862_b18 – volume: 94 year: 2020 ident: 10.1016/j.oceaneng.2022.112862_b25 article-title: Speed optimization of a container ship on a given route considering voluntary speed loss and emissions publication-title: Appl. Ocean Res. doi: 10.1016/j.apor.2019.101995 – volume: 142 year: 2020 ident: 10.1016/j.oceaneng.2022.112862_b19 article-title: Opinion leader detection using whale optimization algorithm in online social network publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2019.113016 – volume: 179 year: 2021 ident: 10.1016/j.oceaneng.2022.112862_b47 article-title: Hybrid whale optimization algorithm with gathering strategies for high-dimensional problems publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2021.115032 – volume: 176 year: 2021 ident: 10.1016/j.oceaneng.2022.112862_b33 article-title: IWOSSA: An improved whale optimization salp swarm algorithm for solving optimization problems publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2021.114901 – volume: 178 year: 2021 ident: 10.1016/j.oceaneng.2022.112862_b4 article-title: An efficient multilevel color image thresholding based on modified whale optimization algorithm publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2021.115003 |
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