A swarm intelligence graph-based pathfinding algorithm (SIGPA) for multi-objective route planning

Personalized tourist route planning (TRP) and navigation are online or real-time applications whose mathematical modeling leads to complex optimization problems. These problems are usually formulated with mathematical programming and can be described as NP hard problems. Moreover, the state-of-the-a...

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Published in:	Computers & operations research Vol. 133; p. 105358
Main Authors:	Ntakolia, Charis, Iakovidis, Dimitris K.
Format:	Journal Article
Language:	English
Published:	New York Elsevier Ltd 01.09.2021 Pergamon Press Inc
Subjects:	Algorithms Computing time Convergence Convergence analysis Customization Electric vehicles Mathematical programming Mixed integer non-linear programming Multiple objective analysis Operations research Optimization Path search algorithm Quadratic programming Real time Route planning Search algorithms Smoothness Solution space Swarm intelligence Swarm intelligence algorithm Tourist route planning Mixed integer non-linear programming Swarm intelligence algorithm Path search algorithm Convergence analysis Tourist route planning
ISSN:	0305-0548, 0305-0548
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Abstract	Personalized tourist route planning (TRP) and navigation are online or real-time applications whose mathematical modeling leads to complex optimization problems. These problems are usually formulated with mathematical programming and can be described as NP hard problems. Moreover, the state-of-the-art (SOA) path search algorithms do not perform efficiently in solving multi-objective optimization (MO) problems making them inappropriate for real-time processing. To address the above limitations and the need for online processing, a swarm intelligence graph-based pathfinding algorithm (SIGPA) for MO route planning was developed. SIGPA generates a population whose individuals move in a greedy approach based on A∗ algorithm to search the solution space from different directions. It can be used to find an optimal path for every graph-based problem under various objectives. To test SIGPA, a generic MOTRP formulation is proposed. A generic TRP formulation remains a challenge since it has not been studied thoroughly in the literature. To this end, a novel mixed binary quadratic programming model is proposed for generating personalized TRP based on multi-objective criteria and user preferences, supporting, also, electric vehicles or sensitive social groups in outdoor cultural environments. The model targets to optimize the route under various factors that the user can choose, such as travelled distance, smoothness of route without multiple deviations, safety and cultural interest. The proposed model was compared to five SOA models for addressing TRP problems in 120 various scenarios solved with CPLEX solver and SIGPA. SIGPA was also tested in real scenarios with A* algorithm. The results proved the effectiveness of our model in terms of optimality but also the efficiency of SIGPA in terms of computing time. The convergence and the fitness landscape analysis showed that SIGPA achieved quality solutions with stable convergence.
AbstractList	Personalized tourist route planning (TRP) and navigation are online or real-time applications whose mathematical modeling leads to complex optimization problems. These problems are usually formulated with mathematical programming and can be described as NP hard problems. Moreover, the state-of-the-art (SOA) path search algorithms do not perform efficiently in solving multi-objective optimization (MO) problems making them inappropriate for real-time processing. To address the above limitations and the need for online processing, a swarm intelligence graph-based pathfinding algorithm (SIGPA) for MO route planning was developed. SIGPA generates a population whose individuals move in a greedy approach based on A* algorithm to search the solution space from different directions. It can be used to find an optimal path for every graph-based problem under various objectives. To test SIGPA, a generic MOTRP formulation is proposed. A generic TRP formulation remains a challenge since it has not been studied thoroughly in the literature. To this end, a novel mixed binary quadratic programming model is proposed for generating personalized TRP based on multi-objective criteria and user preferences, supporting, also, electric vehicles or sensitive social groups in outdoor cultural environments. The model targets to optimize the route under various factors that the user can choose, such as travelled distance, smoothness of route without multiple deviations, safety and cultural interest. The proposed model was compared to five SOA models for addressing TRP problems in 120 various scenarios solved with CPLEX solver and SIGPA. SIGPA was also tested in real scenarios with A* algorithm. The results proved the effectiveness of our model in terms of optimality but also the efficiency of SIGPA in terms of computing time. The convergence and the fitness landscape analysis showed that SIGPA achieved quality solutions with stable convergence. Personalized tourist route planning (TRP) and navigation are online or real-time applications whose mathematical modeling leads to complex optimization problems. These problems are usually formulated with mathematical programming and can be described as NP hard problems. Moreover, the state-of-the-art (SOA) path search algorithms do not perform efficiently in solving multi-objective optimization (MO) problems making them inappropriate for real-time processing. To address the above limitations and the need for online processing, a swarm intelligence graph-based pathfinding algorithm (SIGPA) for MO route planning was developed. SIGPA generates a population whose individuals move in a greedy approach based on A∗ algorithm to search the solution space from different directions. It can be used to find an optimal path for every graph-based problem under various objectives. To test SIGPA, a generic MOTRP formulation is proposed. A generic TRP formulation remains a challenge since it has not been studied thoroughly in the literature. To this end, a novel mixed binary quadratic programming model is proposed for generating personalized TRP based on multi-objective criteria and user preferences, supporting, also, electric vehicles or sensitive social groups in outdoor cultural environments. The model targets to optimize the route under various factors that the user can choose, such as travelled distance, smoothness of route without multiple deviations, safety and cultural interest. The proposed model was compared to five SOA models for addressing TRP problems in 120 various scenarios solved with CPLEX solver and SIGPA. SIGPA was also tested in real scenarios with A* algorithm. The results proved the effectiveness of our model in terms of optimality but also the efficiency of SIGPA in terms of computing time. The convergence and the fitness landscape analysis showed that SIGPA achieved quality solutions with stable convergence.
ArticleNumber	105358
Author	Ntakolia, Charis Iakovidis, Dimitris K.
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Cites_doi	10.1016/j.cor.2015.03.016 10.1016/j.trpro.2017.12.094 10.1109/TITS.2018.2839344 10.1016/j.ins.2016.08.043 10.1080/19407963.2018.1470183 10.1007/s00779-016-0971-3 10.2112/SI98-021.1 10.1016/j.tourman.2018.12.013 10.1016/j.ejor.2019.11.010 10.1007/s13278-017-0459-9 10.1016/j.knosys.2018.05.005 10.1016/j.eswa.2016.10.030 10.1080/13658810801949850 10.1016/j.eswa.2018.08.049 10.1109/CAC.2017.8243830 10.1016/j.procs.2017.03.086 10.1007/s11590-019-01458-1 10.1109/FSKD.2016.7603205 10.18178/jtle.5.2.68-72 10.1007/s42452-020-04038-6 10.1016/j.jdmm.2017.04.001 10.1080/24749508.2017.1301063 10.1007/s00500-015-1825-z 10.1007/s10614-017-9790-5 10.1016/j.tourman.2018.03.012 10.1016/j.eswa.2018.08.008 10.3233/AIS-160413 10.1109/JIOT.2017.2717078 10.1109/ACCESS.2019.2926584 10.1080/09720529.2018.1449300 10.1016/j.ejor.2016.03.053 10.1109/iThings-GreenCom-CPSCom-SmartData.2017.30 10.1145/2739040 10.1080/13658816.2015.1053485 10.1155/2019/4158940 10.3390/admsci8040072 10.1109/TEVC.2017.2744324 10.1016/j.isatra.2018.02.003 10.1111/coin.12276 10.1016/j.procs.2013.09.098 10.1016/j.autcon.2020.103359 10.1007/s10115-018-1297-4 10.1145/367766.368168 10.1007/s10732-014-9242-5 10.1007/978-0-85729-652-8_1 10.1016/j.ejor.2010.03.045 10.1080/03081060600753404
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Keywords	Mixed integer non-linear programming Swarm intelligence algorithm Path search algorithm Convergence analysis Tourist route planning
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References	Fournier, Hülse, Pinheiro (b0250) 2019 Furukawa, Wang (b0035) 2019 K. Deb L. Wang A.H.C. Ng K. Deb Multi-objective Evolutionary Optimisation for Product Design and Manufacturing 2011 Springer London London 3 34 10.1007/978-0-85729-652-8_1. Du, Hu (b0100) 2018; 21 Huang, Yao, Raguraman (b0215) 2006; 29 Karbowska-Chilinska, Zabielski (b0015) 2017 Martín-Moreno, Vega-Rodríguez (b0225) 2018; 154 Idri, Oukarfi, Boulmakoul, Zeitouni, Masri (b0065) 2017; 27 Zheng, Liao (b0235) 2019; 72 Mitici, Blom (b0315) 2019; 20 Jin, Li, Fu, Dai, Qiu, Liu, Lin, Qin (b0230) 2019; 2019 Korakakis, Spyrou, Mylonas, Perantonis (b0325) 2017; 7 Ramos, Dionlsio, Pereira (b0020) 2018 Parkes, Procaccia, Shah (b0340) 2015; 3 Lee, Yu (b0140) 2018 Ntakolia, Caceres, Coletsos (b0310) 2020; 14 Cplex II (2010) 12.2 User’s Manual. ILOG See ftp://ftp.software.ibm.com/software/websphere/ilog/docs/optimization/ cplex/ps_usrmancplex.pdf. Devile, Kastenholz (b0050) 2018; 10 Hasuike, Katagiri, Tsubaki, Tsuda (b0280) 2013; 22 Wang, Li, Zhang, Yao (b0355) 2018; 22 Li, Liu, Xiao, Sun, Wang (b0025) 2018; 52 Krisp, Keler (b0090) 2015; 29 Xu R, Miao D, Liu L, Panneerselva J (2017) An Optimal Travel Route Plan for Yangzhou Based on the Improved Floyd Algorithm. In: 2017 IEEE International Conference on Internet of Things (iThings) and IEEE Green Computing and Communications (GreenCom) and IEEE Cyber, Physical and Social Computing (CPSCom) and IEEE Smart Data (SmartData). IEEE, pp 168–177. Chen, Sun, Chiang (b0240) 2015 Xu Y, Hu T, Li Y (2016) A travel route recommendation algorithm with personal preference. In: 2016 12th international conference on natural computation, fuzzy systems and knowledge discovery (ICNC-FSKD). IEEE, pp 390–396. Sharma, Basha, Kumar (b0335) 2019 Li, Qin, Fan (b0120) 2019 Zeng, Church (b0345) 2009; 23 Lerner, Wagner, Zweig (b0350) 2009 Yuan, Shi (b0125) 2019; 19 Yin, Xiao, Cao, Xi, Yang, Wu (b0200) 2018; 5 Li, Wang, Xu (b0330) 2017; 375 Buttazzo (b0360) 2011 Hidalgo-Paniagua, Vega-Rodriguez, Ferruz, Pavón (b0210) 2017; 21 Floyd (b0185) 1962; 5 Liu, Jin, Zhou (b0085) 2016 Ntakolia, Iakovidis (b0145) 2021; 3 Zhu (b0260) 2020 Ntakolia, Dimas, Iakovidis (b0055) 2020 Iakovidis, Diamantis, Dimas (b0040) 2020 Sirirak, Pitakaso (b0165) 2018; 8 Vansteenwegen, Souffriau, Oudheusden (b0150) 2011; 209 Klimova (b0030) 2017 Cenamor, de la Rosa, Núñez, Borrajo (b0110) 2017; 69 Sohrabi, Ziarati, Keshtkaran (b0190) 2020; 283 Lehto, Luo, Miao, Ghiselli (b0045) 2018; 8 Liao, Zheng (b0160) 2018; 68 Eby, Molnar (b0300) 2002; 36 Gavalas, Kasapakis, Konstantopoulos, Pantziou, Vathis (b0115) 2017; 21 Yuan, Uehara (b0180) 2019 Gavalas, Konstantopoulos, Mastakas, Pantziou (b0010) 2014; 20 Gavalas, Konstantopoulos, Mastakas, Pantziou, Vathis (b0305) 2015; 62 Song Q, Li D, Li X (2017) Traffic prediction based route planning in urban road networks. In: 2017 Chinese Automation Congress (CAC). IEEE, pp 5854–5858. Duleba, Moslem (b0005) 2019; 116 Jamal, Montemanni, Huber, Derboni, Rizzoli (b0265) 2017 Ma, Hu, Yan (b0195) 2018; 75 Mei, Salim, Li (b0245) 2016; 254 Barrena, Laporte, Ortega, Pozo (b0175) 2016 Bozyigit, Alankus, Nasiboglu (b0060) 2017 Ayala, Mandow, Amor, Fuentes (b0105) 2017; 9 Beed, Roy, Sarkar, Bhattacharya (b0220) 2020; 36 Mantha, Jung, García de Soto, Menassa, Kamat (b0290) 2020; 119 Zhen, Gao (b0170) 2017; 1 Shen, Ge (b0285) 2019; 7 Zhang (b0130) 2019; 98 Nazarahari, Khanmirza, Doostie (b0205) 2019; 115 De Falco, Scafuri, Tarantino (b0255) 2015 Xiao, Sen, Yunfei, Bin, Boyuan, Bang (b0095) 2017; 107 Sacharidis, Bouros, Chondrogiannis (b0080) 2017 Silva, Fernandes, Goldbarg, Goldbarg (b0155) 2020; 104950 Lim, Chan, Karunasekera, Leckie (b0295) 2019; 60 Deb, Sundar (b0270) 2006 Wang, Liu, Liu (b0320) 2019; 1345 Liu (10.1016/j.cor.2021.105358_b0085) 2016 Xiao (10.1016/j.cor.2021.105358_b0095) 2017; 107 Mitici (10.1016/j.cor.2021.105358_b0315) 2019; 20 Devile (10.1016/j.cor.2021.105358_b0050) 2018; 10 Zhang (10.1016/j.cor.2021.105358_b0130) 2019; 98 Cenamor (10.1016/j.cor.2021.105358_b0110) 2017; 69 Furukawa (10.1016/j.cor.2021.105358_b0035) 2019 Ramos (10.1016/j.cor.2021.105358_b0020) 2018 Klimova (10.1016/j.cor.2021.105358_b0030) 2017 Lehto (10.1016/j.cor.2021.105358_b0045) 2018; 8 Wang (10.1016/j.cor.2021.105358_b0355) 2018; 22 Li (10.1016/j.cor.2021.105358_b0025) 2018; 52 Gavalas (10.1016/j.cor.2021.105358_b0115) 2017; 21 10.1016/j.cor.2021.105358_b0135 Mei (10.1016/j.cor.2021.105358_b0245) 2016; 254 Jamal (10.1016/j.cor.2021.105358_b0265) 2017 Eby (10.1016/j.cor.2021.105358_b0300) 2002; 36 Sirirak (10.1016/j.cor.2021.105358_b0165) 2018; 8 Hasuike (10.1016/j.cor.2021.105358_b0280) 2013; 22 Parkes (10.1016/j.cor.2021.105358_b0340) 2015; 3 Li (10.1016/j.cor.2021.105358_b0120) 2019 Floyd (10.1016/j.cor.2021.105358_b0185) 1962; 5 Martín-Moreno (10.1016/j.cor.2021.105358_b0225) 2018; 154 Beed (10.1016/j.cor.2021.105358_b0220) 2020; 36 Shen (10.1016/j.cor.2021.105358_b0285) 2019; 7 Lee (10.1016/j.cor.2021.105358_b0140) 2018 Sacharidis (10.1016/j.cor.2021.105358_b0080) 2017 Wang (10.1016/j.cor.2021.105358_b0320) 2019; 1345 Karbowska-Chilinska (10.1016/j.cor.2021.105358_b0015) 2017 Ntakolia (10.1016/j.cor.2021.105358_b0055) 2020 10.1016/j.cor.2021.105358_b0365 Huang (10.1016/j.cor.2021.105358_b0215) 2006; 29 Silva (10.1016/j.cor.2021.105358_b0155) 2020; 104950 Lim (10.1016/j.cor.2021.105358_b0295) 2019; 60 Zheng (10.1016/j.cor.2021.105358_b0235) 2019; 72 Gavalas (10.1016/j.cor.2021.105358_b0305) 2015; 62 Du (10.1016/j.cor.2021.105358_b0100) 2018; 21 Vansteenwegen (10.1016/j.cor.2021.105358_b0150) 2011; 209 Liao (10.1016/j.cor.2021.105358_b0160) 2018; 68 Ayala (10.1016/j.cor.2021.105358_b0105) 2017; 9 Zhen (10.1016/j.cor.2021.105358_b0170) 2017; 1 Idri (10.1016/j.cor.2021.105358_b0065) 2017; 27 Ntakolia (10.1016/j.cor.2021.105358_b0310) 2020; 14 10.1016/j.cor.2021.105358_b0070 Ma (10.1016/j.cor.2021.105358_b0195) 2018; 75 Krisp (10.1016/j.cor.2021.105358_b0090) 2015; 29 Yuan (10.1016/j.cor.2021.105358_b0180) 2019 Lerner (10.1016/j.cor.2021.105358_b0350) 2009 10.1016/j.cor.2021.105358_b0275 Li (10.1016/j.cor.2021.105358_b0330) 2017; 375 Barrena (10.1016/j.cor.2021.105358_b0175) 2016 10.1016/j.cor.2021.105358_b0075 Yuan (10.1016/j.cor.2021.105358_b0125) 2019; 19 Iakovidis (10.1016/j.cor.2021.105358_b0040) 2020 Sharma (10.1016/j.cor.2021.105358_b0335) 2019 Yin (10.1016/j.cor.2021.105358_b0200) 2018; 5 Nazarahari (10.1016/j.cor.2021.105358_b0205) 2019; 115 Ntakolia (10.1016/j.cor.2021.105358_b0145) 2021; 3 Buttazzo (10.1016/j.cor.2021.105358_b0360) 2011 Duleba (10.1016/j.cor.2021.105358_b0005) 2019; 116 Chen (10.1016/j.cor.2021.105358_b0240) 2015 Mantha (10.1016/j.cor.2021.105358_b0290) 2020; 119 Sohrabi (10.1016/j.cor.2021.105358_b0190) 2020; 283 Fournier (10.1016/j.cor.2021.105358_b0250) 2019 Bozyigit (10.1016/j.cor.2021.105358_b0060) 2017 Gavalas (10.1016/j.cor.2021.105358_b0010) 2014; 20 Hidalgo-Paniagua (10.1016/j.cor.2021.105358_b0210) 2017; 21 Zeng (10.1016/j.cor.2021.105358_b0345) 2009; 23 Jin (10.1016/j.cor.2021.105358_b0230) 2019; 2019 Zhu (10.1016/j.cor.2021.105358_b0260) 2020 Deb (10.1016/j.cor.2021.105358_b0270) 2006 Korakakis (10.1016/j.cor.2021.105358_b0325) 2017; 7 De Falco (10.1016/j.cor.2021.105358_b0255) 2015
References_xml	– volume: 8 start-page: 185 year: 2018 end-page: 193 ident: b0045 article-title: Shared tourism experience of individuals with disabilities and their caregivers publication-title: Journal of destination marketing & management – year: 2009 ident: b0350 article-title: Algorithmics of large and complex networks: design, analysis, and simulation – volume: 23 start-page: 531 year: 2009 end-page: 543 ident: b0345 article-title: Finding shortest paths on real road networks: the case for A publication-title: International journal of geographical information science – volume: 22 start-page: 221 year: 2013 end-page: 230 ident: b0280 article-title: Interactive multi-objective route planning for sightseeing on Time-Expanded Networks under various conditions publication-title: Procedia Comput. Sci. – volume: 60 start-page: 1247 year: 2019 end-page: 1275 ident: b0295 article-title: Tour recommendation and trip planning using location-based social media: A survey publication-title: Knowl. Inf. Syst. – volume: 7 start-page: 42 year: 2017 ident: b0325 article-title: Exploiting social media information toward a context-aware recommendation system publication-title: Social Network Analysis and Mining – start-page: 1 year: 2020 end-page: 26 ident: b0055 article-title: User-centered system design for assisted navigation of visually impaired individuals in outdoor cultural environments – start-page: 440 year: 2017 end-page: 445 ident: b0030 article-title: Senior tourism and information and communication technologies publication-title: Advanced Multimedia and Ubiquitous Engineering – start-page: 872 year: 2019 end-page: 882 ident: b0180 article-title: An Optimal Travel Route Recommendation System for Tourists’ First Visit to Japan publication-title: In: International Conference on Advanced Information Networking and Applications. Springer – reference: Cplex II (2010) 12.2 User’s Manual. ILOG See ftp://ftp.software.ibm.com/software/websphere/ilog/docs/optimization/ cplex/ps_usrmancplex.pdf. – volume: 52 start-page: 1069 year: 2018 end-page: 1087 ident: b0025 article-title: Environmental protection in scenic areas: Traffic scheme for clean energy vehicles based on multi-agent publication-title: Comput. Econ. – volume: 29 start-page: 1988 year: 2015 end-page: 2000 ident: b0090 article-title: Car navigation–computing routes that avoid complicated crossings publication-title: International Journal of Geographical Information Science – volume: 19 start-page: 1065 year: 2019 end-page: 1072 ident: b0125 article-title: Research on tourism individualized route management based on intelligent optimization algorithm publication-title: J. Comput. Methods Sci. Eng. – volume: 36 start-page: 95 year: 2002 end-page: 106 ident: b0300 article-title: Importance of scenic byways in route choice: a survey of driving tourists in the United States publication-title: Transportation Research Part A: Policy and Practice – volume: 5 start-page: 546 year: 2018 end-page: 558 ident: b0200 article-title: Offline and online search: UAV multiobjective path planning under dynamic urban environment publication-title: IEEE Internet Things J. – volume: 7 start-page: 101513 year: 2019 end-page: 101526 ident: b0285 article-title: Multi-objective particle swarm optimization based on fuzzy optimality publication-title: IEEE Access – volume: 14 start-page: 1659 year: 2020 end-page: 1680 ident: b0310 article-title: A dynamic integer programming approach for free flight air traffic management (ATM) scenario with 4D-trajectories and energy efficiency aspects publication-title: Optimization Letters – volume: 375 start-page: 30 year: 2017 end-page: 47 ident: b0330 article-title: Multi-objective particle swarm optimization based on global margin ranking publication-title: Inf. Sci. – volume: 107 start-page: 243 year: 2017 end-page: 247 ident: b0095 article-title: Tourism Route Decision Support Based on Neural Net Buffer Analysis publication-title: Procedia Comput. Sci. – volume: 119 start-page: 103359 year: 2020 ident: b0290 article-title: Generalized task allocation and route planning for robots with multiple depots in indoor building environments publication-title: Autom. Constr. – volume: 1345 start-page: 022027 year: 2019 ident: b0320 article-title: Tourism recommendation system based on data mining publication-title: Journal of Physics: Conference Series. IOP Publishing – volume: 22 start-page: 550 year: 2018 end-page: 563 ident: b0355 article-title: Population evolvability: Dynamic fitness landscape analysis for population-based metaheuristic algorithms publication-title: IEEE Trans. Evol. Comput. – volume: 116 start-page: 21 year: 2019 end-page: 30 ident: b0005 article-title: Examining Pareto optimality in analytic hierarchy process on real Data: An application in public transport service development publication-title: Expert Syst. Appl. – volume: 283 start-page: 426 year: 2020 end-page: 440 ident: b0190 article-title: A Greedy Randomized Adaptive Search Procedure for the Orienteering Problem with Hotel Selection publication-title: Eur. J. Oper. Res. – volume: 20 start-page: 291 year: 2014 end-page: 328 ident: b0010 article-title: A survey on algorithmic approaches for solving tourist trip design problems publication-title: Journal of Heuristics – volume: 72 start-page: 313 year: 2019 end-page: 325 ident: b0235 article-title: Using a heuristic approach to design personalized tour routes for heterogeneous tourist groups publication-title: Tourism Management – start-page: 1 year: 2018 end-page: 2 ident: b0140 article-title: Dynamic Path Planning Based on an Improved Ant Colony Optimization with Genetic Algorithm publication-title: In: 2018 IEEE Asia-Pacific Conference on Antennas and Propagation (APCAP). IEEE – volume: 254 start-page: 443 year: 2016 end-page: 457 ident: b0245 article-title: Efficient meta-heuristics for the multi-objective time-dependent orienteering problem publication-title: Eur. J. Oper. Res. – volume: 21 start-page: 137 year: 2017 end-page: 155 ident: b0115 article-title: Scenic route planning for tourists publication-title: Pers. Ubiquit. Comput. – volume: 115 start-page: 106 year: 2019 end-page: 120 ident: b0205 article-title: Multi-objective multi-robot path planning in continuous environment using an enhanced genetic algorithm publication-title: Expert Syst. Appl. – volume: 21 start-page: 283 year: 2018 end-page: 288 ident: b0100 article-title: Optimization of tourism route planning algorithm for forest wetland based on GIS publication-title: Journal of Discrete Mathematical Sciences and Cryptography – reference: Xu R, Miao D, Liu L, Panneerselva J (2017) An Optimal Travel Route Plan for Yangzhou Based on the Improved Floyd Algorithm. In: 2017 IEEE International Conference on Internet of Things (iThings) and IEEE Green Computing and Communications (GreenCom) and IEEE Cyber, Physical and Social Computing (CPSCom) and IEEE Smart Data (SmartData). IEEE, pp 168–177. – volume: 2019 start-page: 1 year: 2019 end-page: 18 ident: b0230 article-title: (2019) Capacitated Facility Location and Allocation with Uncertain Demand for Tourism Logistics: A Multiobjective Optimisation Approach publication-title: Mathematical Problems in Engineering – volume: 104950 year: 2020 ident: b0155 article-title: Quota travelling salesman problem with passengers, incomplete ride and collection time optimization by ant-based algorithms publication-title: Comput. Oper. Res. – start-page: 502 year: 2017 end-page: 505 ident: b0060 article-title: Public transport route planning: Modified dijkstra’s algorithm publication-title: In: 2017 International Conference on Computer Science and Engineering (UBMK). IEEE – start-page: 180 year: 2019 end-page: 184 ident: b0120 article-title: Research on Tourism Bus Route Optimization Based on Ant Colony Algorithm publication-title: In: Proceedings of the 2019 3rd International Conference on Advances in Image Processing – volume: 1 start-page: 66 year: 2017 end-page: 69 ident: b0170 article-title: Geological tourist route planning of Henan province based on geological relics zoning publication-title: Geology, Ecology, and Landscapes – year: 2011 ident: b0360 article-title: Hard real-time computing systems: predictable scheduling algorithms and applications – volume: 36 start-page: 884 year: 2020 end-page: 909 ident: b0220 article-title: A hybrid multi-objective tour route optimization algorithm based on particle swarm optimization and artificial bee colony optimization publication-title: Comput. Intell. – reference: K. Deb L. Wang A.H.C. Ng K. Deb Multi-objective Evolutionary Optimisation for Product Design and Manufacturing 2011 Springer London London 3 34 10.1007/978-0-85729-652-8_1. – volume: 10 start-page: 265 year: 2018 end-page: 285 ident: b0050 article-title: Accessible tourism experiences: the voice of people with visual disabilities publication-title: Journal of Policy Research in Tourism, Leisure and Events – volume: 27 start-page: 294 year: 2017 end-page: 300 ident: b0065 article-title: A distributed approach for shortest path algorithm in dynamic multimodal transportation networks publication-title: Transp. Res. Procedia – volume: 69 start-page: 1 year: 2017 end-page: 9 ident: b0110 article-title: Planning for tourism routes using social networks publication-title: Expert Syst. Appl. – start-page: 403 year: 2016 end-page: 418 ident: b0085 article-title: Popular route planning with travel cost estimation publication-title: In: International Conference on Database Systems for Advanced Applications. Springer – reference: Song Q, Li D, Li X (2017) Traffic prediction based route planning in urban road networks. In: 2017 Chinese Automation Congress (CAC). IEEE, pp 5854–5858. – volume: 8 start-page: 72 year: 2018 ident: b0165 article-title: Marketplace Location Decision Making and Tourism Route Planning publication-title: Administrative Sciences – volume: 29 start-page: 105 year: 2006 end-page: 124 ident: b0215 article-title: Bi-level GA and GIS for multi-objective TSP route planning publication-title: Transportation planning and technology – volume: 9 start-page: 129 year: 2017 end-page: 144 ident: b0105 article-title: A mobile and interactive multiobjective urban tourist route planning system publication-title: J. Ambient Intell. Smart Environ. – start-page: 1 year: 2019 end-page: 22 ident: b0250 article-title: A-guided heuristic for a multi-objective bus passenger Trip Planning Problem. Public publication-title: Transport – start-page: 985 year: 2018 end-page: 991 ident: b0020 article-title: Linking Sustainable Tourism and Electric Mobility-Moveletur publication-title: International Conference on Innovation, Engineering and Entrepreneurship – volume: 75 start-page: 137 year: 2018 end-page: 156 ident: b0195 article-title: Multi-objective path planning for unmanned surface vehicle with currents effects publication-title: ISA Trans. – volume: 98 start-page: 84 year: 2019 end-page: 87 ident: b0130 article-title: Application of an Improved Ant Colony Algorithm in Coastal Tourism Route Optimization publication-title: J. Coastal Res. – volume: 209 start-page: 1 year: 2011 end-page: 10 ident: b0150 article-title: The orienteering problem: A survey publication-title: Eur. J. Oper. Res. – volume: 154 start-page: 93 year: 2018 end-page: 101 ident: b0225 article-title: Multi-objective artificial bee colony algorithm applied to the bi-objective orienteering problem publication-title: Knowl.-Based Syst. – volume: 20 start-page: 1052 year: 2019 end-page: 1068 ident: b0315 article-title: Mathematical models for air traffic conflict and collision probability estimation publication-title: IEEE Trans. Intell. Transp. Syst. – start-page: 189 year: 2016 end-page: 202 ident: b0175 article-title: Planning ecotourism routes in nature parks publication-title: Trends in Differential Equations and Applications – volume: 21 start-page: 949 year: 2017 end-page: 964 ident: b0210 article-title: Solving the multi-objective path planning problem in mobile robotics with a firefly-based approach publication-title: Soft. Comput. – start-page: 237 year: 2020 end-page: 271 ident: b0040 article-title: Digital enhancement of cultural experience and accessibility for the visually impaired publication-title: Technological Trends in Improved Mobility of the Visually Impaired – reference: Xu Y, Hu T, Li Y (2016) A travel route recommendation algorithm with personal preference. In: 2016 12th international conference on natural computation, fuzzy systems and knowledge discovery (ICNC-FSKD). IEEE, pp 390–396. – volume: 68 start-page: 284 year: 2018 end-page: 300 ident: b0160 article-title: Using a heuristic algorithm to design a personalized day tour route in a time-dependent stochastic environment publication-title: Tourism Management – start-page: 635 year: 2006 end-page: 642 ident: b0270 article-title: Reference point based multi-objective optimization using evolutionary algorithms publication-title: In: Proceedings of the 8th annual conference on Genetic and evolutionary computation – volume: 3 start-page: 1 year: 2021 end-page: 18 ident: b0145 article-title: A route planning framework for smart wearable assistive navigation systems publication-title: SN Applied Sciences – start-page: 514 year: 2017 end-page: 525 ident: b0015 article-title: Maximization of attractiveness EV tourist routes publication-title: In: IFIP International Conference on Computer Information Systems and Industrial Management. Springer – volume: 62 start-page: 36 year: 2015 end-page: 50 ident: b0305 article-title: Heuristics for the time dependent team orienteering problem: Application to tourist route planning publication-title: Comput. Oper. Res. – start-page: 278 year: 2019 end-page: 290 ident: b0335 article-title: Diversity over dominance approach for many-objective optimization on reference-points-based framework publication-title: In: International Conference on Evolutionary Multi-Criterion Optimization. Springer – start-page: 115 year: 2015 end-page: 127 ident: b0255 article-title: A multiobjective evolutionary algorithm for personalized tours in street networks publication-title: In: European Conference on the Applications of Evolutionary Computation. Springer – volume: 3 start-page: 1 year: 2015 end-page: 22 ident: b0340 article-title: Beyond dominant resource fairness: Extensions, limitations, and indivisibilities publication-title: ACM Transactions on Economics and Computation (TEAC) – start-page: 408 year: 2019 end-page: 416 ident: b0035 article-title: A Route Evaluation Method Considering the Subjective Evaluation on Walkability, Safety, and Pleasantness by Elderly Pedestrians publication-title: In: International Conference on E-Business and Telecommunications. Springer – start-page: 128 year: 2015 end-page: 135 ident: b0240 article-title: Multiobjective orienteering problem with time windows: An ant colony optimization algorithm publication-title: In: 2015 Conference on Technologies and Applications of Artificial Intelligence (TAAI). IEEE – start-page: 1 year: 2017 end-page: 10 ident: b0080 article-title: Finding the most preferred path publication-title: In: Proceedings of the 25th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems – volume: 5 start-page: 345 year: 1962 ident: b0185 article-title: Algorithm 97: shortest path publication-title: Commun. ACM – start-page: 1 year: 2020 end-page: 9 ident: b0260 article-title: Multi-objective route planning problem for cycle-tourists publication-title: Transportation Letters – year: 2017 ident: b0265 article-title: A multi-modal and multi-objective journey planner for integrating carpooling and public transport publication-title: Journal of Traffic and Logistics Engineering – start-page: 115 year: 2015 ident: 10.1016/j.cor.2021.105358_b0255 article-title: A multiobjective evolutionary algorithm for personalized tours in street networks – volume: 62 start-page: 36 year: 2015 ident: 10.1016/j.cor.2021.105358_b0305 article-title: Heuristics for the time dependent team orienteering problem: Application to tourist route planning publication-title: Comput. Oper. Res. doi: 10.1016/j.cor.2015.03.016 – volume: 27 start-page: 294 year: 2017 ident: 10.1016/j.cor.2021.105358_b0065 article-title: A distributed approach for shortest path algorithm in dynamic multimodal transportation networks publication-title: Transp. Res. Procedia doi: 10.1016/j.trpro.2017.12.094 – volume: 20 start-page: 1052 issue: 3 year: 2019 ident: 10.1016/j.cor.2021.105358_b0315 article-title: Mathematical models for air traffic conflict and collision probability estimation publication-title: IEEE Trans. Intell. Transp. Syst. doi: 10.1109/TITS.2018.2839344 – volume: 375 start-page: 30 year: 2017 ident: 10.1016/j.cor.2021.105358_b0330 article-title: Multi-objective particle swarm optimization based on global margin ranking publication-title: Inf. Sci. doi: 10.1016/j.ins.2016.08.043 – start-page: 403 year: 2016 ident: 10.1016/j.cor.2021.105358_b0085 article-title: Popular route planning with travel cost estimation – volume: 10 start-page: 265 issue: 3 year: 2018 ident: 10.1016/j.cor.2021.105358_b0050 article-title: Accessible tourism experiences: the voice of people with visual disabilities publication-title: Journal of Policy Research in Tourism, Leisure and Events doi: 10.1080/19407963.2018.1470183 – start-page: 128 year: 2015 ident: 10.1016/j.cor.2021.105358_b0240 article-title: Multiobjective orienteering problem with time windows: An ant colony optimization algorithm – volume: 21 start-page: 137 issue: 1 year: 2017 ident: 10.1016/j.cor.2021.105358_b0115 article-title: Scenic route planning for tourists publication-title: Pers. Ubiquit. Comput. doi: 10.1007/s00779-016-0971-3 – volume: 98 start-page: 84 year: 2019 ident: 10.1016/j.cor.2021.105358_b0130 article-title: Application of an Improved Ant Colony Algorithm in Coastal Tourism Route Optimization publication-title: J. Coastal Res. doi: 10.2112/SI98-021.1 – start-page: 514 year: 2017 ident: 10.1016/j.cor.2021.105358_b0015 article-title: Maximization of attractiveness EV tourist routes – volume: 36 start-page: 95 year: 2002 ident: 10.1016/j.cor.2021.105358_b0300 article-title: Importance of scenic byways in route choice: a survey of driving tourists in the United States publication-title: Transportation Research Part A: Policy and Practice – volume: 72 start-page: 313 year: 2019 ident: 10.1016/j.cor.2021.105358_b0235 article-title: Using a heuristic approach to design personalized tour routes for heterogeneous tourist groups publication-title: Tourism Management doi: 10.1016/j.tourman.2018.12.013 – start-page: 1 year: 2017 ident: 10.1016/j.cor.2021.105358_b0080 article-title: Finding the most preferred path – volume: 283 start-page: 426 issue: 2 year: 2020 ident: 10.1016/j.cor.2021.105358_b0190 article-title: A Greedy Randomized Adaptive Search Procedure for the Orienteering Problem with Hotel Selection publication-title: Eur. J. Oper. Res. doi: 10.1016/j.ejor.2019.11.010 – volume: 7 start-page: 42 year: 2017 ident: 10.1016/j.cor.2021.105358_b0325 article-title: Exploiting social media information toward a context-aware recommendation system publication-title: Social Network Analysis and Mining doi: 10.1007/s13278-017-0459-9 – volume: 154 start-page: 93 year: 2018 ident: 10.1016/j.cor.2021.105358_b0225 article-title: Multi-objective artificial bee colony algorithm applied to the bi-objective orienteering problem publication-title: Knowl.-Based Syst. doi: 10.1016/j.knosys.2018.05.005 – year: 2011 ident: 10.1016/j.cor.2021.105358_b0360 – volume: 69 start-page: 1 year: 2017 ident: 10.1016/j.cor.2021.105358_b0110 article-title: Planning for tourism routes using social networks publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2016.10.030 – start-page: 237 year: 2020 ident: 10.1016/j.cor.2021.105358_b0040 article-title: Digital enhancement of cultural experience and accessibility for the visually impaired – volume: 23 start-page: 531 issue: 4 year: 2009 ident: 10.1016/j.cor.2021.105358_b0345 article-title: Finding shortest paths on real road networks: the case for A publication-title: International journal of geographical information science doi: 10.1080/13658810801949850 – volume: 116 start-page: 21 year: 2019 ident: 10.1016/j.cor.2021.105358_b0005 article-title: Examining Pareto optimality in analytic hierarchy process on real Data: An application in public transport service development publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2018.08.049 – ident: 10.1016/j.cor.2021.105358_b0070 doi: 10.1109/CAC.2017.8243830 – volume: 107 start-page: 243 year: 2017 ident: 10.1016/j.cor.2021.105358_b0095 article-title: Tourism Route Decision Support Based on Neural Net Buffer Analysis publication-title: Procedia Comput. Sci. doi: 10.1016/j.procs.2017.03.086 – volume: 14 start-page: 1659 issue: 7 year: 2020 ident: 10.1016/j.cor.2021.105358_b0310 article-title: A dynamic integer programming approach for free flight air traffic management (ATM) scenario with 4D-trajectories and energy efficiency aspects publication-title: Optimization Letters doi: 10.1007/s11590-019-01458-1 – start-page: 635 year: 2006 ident: 10.1016/j.cor.2021.105358_b0270 article-title: Reference point based multi-objective optimization using evolutionary algorithms – ident: 10.1016/j.cor.2021.105358_b0075 doi: 10.1109/FSKD.2016.7603205 – year: 2017 ident: 10.1016/j.cor.2021.105358_b0265 article-title: A multi-modal and multi-objective journey planner for integrating carpooling and public transport publication-title: Journal of Traffic and Logistics Engineering doi: 10.18178/jtle.5.2.68-72 – volume: 3 start-page: 1 year: 2021 ident: 10.1016/j.cor.2021.105358_b0145 article-title: A route planning framework for smart wearable assistive navigation systems publication-title: SN Applied Sciences doi: 10.1007/s42452-020-04038-6 – start-page: 440 year: 2017 ident: 10.1016/j.cor.2021.105358_b0030 article-title: Senior tourism and information and communication technologies – volume: 8 start-page: 185 year: 2018 ident: 10.1016/j.cor.2021.105358_b0045 article-title: Shared tourism experience of individuals with disabilities and their caregivers publication-title: Journal of destination marketing & management doi: 10.1016/j.jdmm.2017.04.001 – volume: 1 start-page: 66 issue: 1 year: 2017 ident: 10.1016/j.cor.2021.105358_b0170 article-title: Geological tourist route planning of Henan province based on geological relics zoning publication-title: Geology, Ecology, and Landscapes doi: 10.1080/24749508.2017.1301063 – start-page: 1 year: 2020 ident: 10.1016/j.cor.2021.105358_b0260 article-title: Multi-objective route planning problem for cycle-tourists publication-title: Transportation Letters – start-page: 1 year: 2018 ident: 10.1016/j.cor.2021.105358_b0140 article-title: Dynamic Path Planning Based on an Improved Ant Colony Optimization with Genetic Algorithm – start-page: 502 year: 2017 ident: 10.1016/j.cor.2021.105358_b0060 article-title: Public transport route planning: Modified dijkstra’s algorithm – volume: 21 start-page: 949 issue: 4 year: 2017 ident: 10.1016/j.cor.2021.105358_b0210 article-title: Solving the multi-objective path planning problem in mobile robotics with a firefly-based approach publication-title: Soft. Comput. doi: 10.1007/s00500-015-1825-z – start-page: 408 year: 2019 ident: 10.1016/j.cor.2021.105358_b0035 article-title: A Route Evaluation Method Considering the Subjective Evaluation on Walkability, Safety, and Pleasantness by Elderly Pedestrians – volume: 52 start-page: 1069 issue: 4 year: 2018 ident: 10.1016/j.cor.2021.105358_b0025 article-title: Environmental protection in scenic areas: Traffic scheme for clean energy vehicles based on multi-agent publication-title: Comput. Econ. doi: 10.1007/s10614-017-9790-5 – volume: 68 start-page: 284 year: 2018 ident: 10.1016/j.cor.2021.105358_b0160 article-title: Using a heuristic algorithm to design a personalized day tour route in a time-dependent stochastic environment publication-title: Tourism Management doi: 10.1016/j.tourman.2018.03.012 – volume: 115 start-page: 106 year: 2019 ident: 10.1016/j.cor.2021.105358_b0205 article-title: Multi-objective multi-robot path planning in continuous environment using an enhanced genetic algorithm publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2018.08.008 – volume: 9 start-page: 129 issue: 1 year: 2017 ident: 10.1016/j.cor.2021.105358_b0105 article-title: A mobile and interactive multiobjective urban tourist route planning system publication-title: J. Ambient Intell. Smart Environ. doi: 10.3233/AIS-160413 – volume: 5 start-page: 546 issue: 2 year: 2018 ident: 10.1016/j.cor.2021.105358_b0200 article-title: Offline and online search: UAV multiobjective path planning under dynamic urban environment publication-title: IEEE Internet Things J. doi: 10.1109/JIOT.2017.2717078 – volume: 7 start-page: 101513 year: 2019 ident: 10.1016/j.cor.2021.105358_b0285 article-title: Multi-objective particle swarm optimization based on fuzzy optimality publication-title: IEEE Access doi: 10.1109/ACCESS.2019.2926584 – ident: 10.1016/j.cor.2021.105358_b0365 – volume: 19 start-page: 1065 issue: 4 year: 2019 ident: 10.1016/j.cor.2021.105358_b0125 article-title: Research on tourism individualized route management based on intelligent optimization algorithm publication-title: J. Comput. Methods Sci. Eng. – year: 2009 ident: 10.1016/j.cor.2021.105358_b0350 – volume: 21 start-page: 283 issue: 2 year: 2018 ident: 10.1016/j.cor.2021.105358_b0100 article-title: Optimization of tourism route planning algorithm for forest wetland based on GIS publication-title: Journal of Discrete Mathematical Sciences and Cryptography doi: 10.1080/09720529.2018.1449300 – volume: 254 start-page: 443 issue: 2 year: 2016 ident: 10.1016/j.cor.2021.105358_b0245 article-title: Efficient meta-heuristics for the multi-objective time-dependent orienteering problem publication-title: Eur. J. Oper. Res. doi: 10.1016/j.ejor.2016.03.053 – ident: 10.1016/j.cor.2021.105358_b0135 doi: 10.1109/iThings-GreenCom-CPSCom-SmartData.2017.30 – start-page: 189 year: 2016 ident: 10.1016/j.cor.2021.105358_b0175 article-title: Planning ecotourism routes in nature parks – volume: 3 start-page: 1 issue: 1 year: 2015 ident: 10.1016/j.cor.2021.105358_b0340 article-title: Beyond dominant resource fairness: Extensions, limitations, and indivisibilities publication-title: ACM Transactions on Economics and Computation (TEAC) doi: 10.1145/2739040 – volume: 29 start-page: 1988 issue: 11 year: 2015 ident: 10.1016/j.cor.2021.105358_b0090 article-title: Car navigation–computing routes that avoid complicated crossings publication-title: International Journal of Geographical Information Science doi: 10.1080/13658816.2015.1053485 – volume: 2019 start-page: 1 year: 2019 ident: 10.1016/j.cor.2021.105358_b0230 article-title: (2019) Capacitated Facility Location and Allocation with Uncertain Demand for Tourism Logistics: A Multiobjective Optimisation Approach publication-title: Mathematical Problems in Engineering doi: 10.1155/2019/4158940 – volume: 8 start-page: 72 issue: 4 year: 2018 ident: 10.1016/j.cor.2021.105358_b0165 article-title: Marketplace Location Decision Making and Tourism Route Planning publication-title: Administrative Sciences doi: 10.3390/admsci8040072 – start-page: 1 year: 2019 ident: 10.1016/j.cor.2021.105358_b0250 article-title: A-guided heuristic for a multi-objective bus passenger Trip Planning Problem. Public publication-title: Transport – volume: 22 start-page: 550 issue: 4 year: 2018 ident: 10.1016/j.cor.2021.105358_b0355 article-title: Population evolvability: Dynamic fitness landscape analysis for population-based metaheuristic algorithms publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/TEVC.2017.2744324 – volume: 1345 start-page: 022027 year: 2019 ident: 10.1016/j.cor.2021.105358_b0320 article-title: Tourism recommendation system based on data mining publication-title: Journal of Physics: Conference Series. IOP Publishing – volume: 75 start-page: 137 year: 2018 ident: 10.1016/j.cor.2021.105358_b0195 article-title: Multi-objective path planning for unmanned surface vehicle with currents effects publication-title: ISA Trans. doi: 10.1016/j.isatra.2018.02.003 – start-page: 180 year: 2019 ident: 10.1016/j.cor.2021.105358_b0120 article-title: Research on Tourism Bus Route Optimization Based on Ant Colony Algorithm – volume: 36 start-page: 884 issue: 3 year: 2020 ident: 10.1016/j.cor.2021.105358_b0220 article-title: A hybrid multi-objective tour route optimization algorithm based on particle swarm optimization and artificial bee colony optimization publication-title: Comput. Intell. doi: 10.1111/coin.12276 – volume: 22 start-page: 221 year: 2013 ident: 10.1016/j.cor.2021.105358_b0280 article-title: Interactive multi-objective route planning for sightseeing on Time-Expanded Networks under various conditions publication-title: Procedia Comput. Sci. doi: 10.1016/j.procs.2013.09.098 – start-page: 985 year: 2018 ident: 10.1016/j.cor.2021.105358_b0020 article-title: Linking Sustainable Tourism and Electric Mobility-Moveletur – volume: 119 start-page: 103359 year: 2020 ident: 10.1016/j.cor.2021.105358_b0290 article-title: Generalized task allocation and route planning for robots with multiple depots in indoor building environments publication-title: Autom. Constr. doi: 10.1016/j.autcon.2020.103359 – volume: 60 start-page: 1247 issue: 3 year: 2019 ident: 10.1016/j.cor.2021.105358_b0295 article-title: Tour recommendation and trip planning using location-based social media: A survey publication-title: Knowl. Inf. Syst. doi: 10.1007/s10115-018-1297-4 – volume: 5 start-page: 345 issue: 6 year: 1962 ident: 10.1016/j.cor.2021.105358_b0185 article-title: Algorithm 97: shortest path publication-title: Commun. ACM doi: 10.1145/367766.368168 – start-page: 278 year: 2019 ident: 10.1016/j.cor.2021.105358_b0335 article-title: Diversity over dominance approach for many-objective optimization on reference-points-based framework – volume: 20 start-page: 291 issue: 3 year: 2014 ident: 10.1016/j.cor.2021.105358_b0010 article-title: A survey on algorithmic approaches for solving tourist trip design problems publication-title: Journal of Heuristics doi: 10.1007/s10732-014-9242-5 – ident: 10.1016/j.cor.2021.105358_b0275 doi: 10.1007/978-0-85729-652-8_1 – volume: 209 start-page: 1 issue: 1 year: 2011 ident: 10.1016/j.cor.2021.105358_b0150 article-title: The orienteering problem: A survey publication-title: Eur. J. Oper. Res. doi: 10.1016/j.ejor.2010.03.045 – volume: 104950 year: 2020 ident: 10.1016/j.cor.2021.105358_b0155 article-title: Quota travelling salesman problem with passengers, incomplete ride and collection time optimization by ant-based algorithms publication-title: Comput. Oper. Res. – start-page: 1 year: 2020 ident: 10.1016/j.cor.2021.105358_b0055 – start-page: 872 year: 2019 ident: 10.1016/j.cor.2021.105358_b0180 article-title: An Optimal Travel Route Recommendation System for Tourists’ First Visit to Japan – volume: 29 start-page: 105 issue: 2 year: 2006 ident: 10.1016/j.cor.2021.105358_b0215 article-title: Bi-level GA and GIS for multi-objective TSP route planning publication-title: Transportation planning and technology doi: 10.1080/03081060600753404
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Snippet	Personalized tourist route planning (TRP) and navigation are online or real-time applications whose mathematical modeling leads to complex optimization...
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SubjectTerms	Algorithms Computing time Convergence Convergence analysis Customization Electric vehicles Mathematical programming Mixed integer non-linear programming Multiple objective analysis Operations research Optimization Path search algorithm Quadratic programming Real time Route planning Search algorithms Smoothness Solution space Swarm intelligence Swarm intelligence algorithm Tourist route planning
Title	A swarm intelligence graph-based pathfinding algorithm (SIGPA) for multi-objective route planning
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