Agent-based modeling and simulation for 5G and beyond networks : A comprehensive survey
Modeling and simulation of telecommunication networks have captivated significant inter-disciplinary attention, notably since the release of the fifth-generation (5G) technology and the heavy public interest associated with its Non-Standalone (NSA) and eventual Standalone (SA) architecture deploymen...
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| Published in: | Simulation modelling practice and theory Vol. 130; p. 102855 |
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| Main Authors: | , , |
| Format: | Journal Article |
| Language: | English |
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Elsevier
01.01.2024
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| ISSN: | 1569-190X, 1878-1462 |
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| Abstract | Modeling and simulation of telecommunication networks have captivated significant inter-disciplinary attention, notably since the release of the fifth-generation (5G) technology and the heavy public interest associated with its Non-Standalone (NSA) and eventual Standalone (SA) architecture deployment. However, 5G and beyond (5G+) network simulation is rather challenging as the complexity of networks has massively multiplied, given the manifold network intricacies demanded by stringent 5G requirements like mobile mmWave, Massive Multiple-Input Multiple-Output (MIMO), Advanced Channel Coding, and more. Furthermore, the arrival of 5G marks a turning point in the evolution of mobile networks as it progresses towards the softwarization of networks and paves the path for future Artificial Intelligence (AI) native 6G and beyond networks. Consequently, classical simulation techniques have a high risk of becoming insufficient to model the demands of such drastically changing network dynamics, prompting researchers to view 5G+ networks from the perspective of Complex System Science (CSS). We move in that direction as we shed light on Agent-based modeling and simulation as a pragmatic and powerful tool to model 5G+ communication networks. Our approach involves a comprehensive survey of Agent-Based Simulation (ABS) and 5G+ networks, utilizing its insights to dissect the advantages, potential, and challenges of ABS in the context of 5G+ networks. Through proposing a prospective architecture for a simulator and its envisioned evolution into a Digital Twin (DT), we not only offer insights into the lessons learned but also chart out future research pathways in the flourishing domain of 5G+ modeling and simulation. To the best of our knowledge, this is the first study in the literature that tackles the complexities of modeling and simulating 5G+ networks, by adopting an ABS approach. |
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| AbstractList | Modeling and simulation of telecommunication networks have captivated significant inter-disciplinary attention, notably since the release of the fifth-generation (5G) technology and the heavy public interest associated with its Non-Standalone (NSA) and eventual Standalone (SA) architecture deployment. However, 5G and beyond (5G+) network simulation is rather challenging as the complexity of networks has massively multiplied, given the manifold network intricacies demanded by stringent 5G requirements like mobile mmWave, Massive Multiple-Input Multiple-Output (MIMO), Advanced Channel Coding, and more. Furthermore, the arrival of 5G marks a turning point in the evolution of mobile networks as it progresses towards the softwarization of networks and paves the path for future Artificial Intelligence (AI) native 6G and beyond networks. Consequently, classical simulation techniques have a high risk of becoming insufficient to model the demands of such drastically changing network dynamics, prompting researchers to view 5G+ networks from the perspective of Complex System Science (CSS). We move in that direction as we shed light on Agent-based modeling and simulation as a pragmatic and powerful tool to model 5G+ communication networks. Our approach involves a comprehensive survey of Agent-Based Simulation (ABS) and 5G+ networks, utilizing its insights to dissect the advantages, potential, and challenges of ABS in the context of 5G+ networks. Through proposing a prospective architecture for a simulator and its envisioned evolution into a Digital Twin (DT), we not only offer insights into the lessons learned but also chart out future research pathways in the flourishing domain of 5G+ modeling and simulation. To the best of our knowledge, this is the first study in the literature that tackles the complexities of modeling and simulating 5G+ networks, by adopting an ABS approach. |
| ArticleNumber | 102855 |
| Author | Shakya, Joshua Ghribi, Chaima Merghem-Boulahia, Leila |
| Author_xml | – sequence: 1 givenname: Joshua orcidid: 0000-0002-7927-9790 surname: Shakya fullname: Shakya, Joshua – sequence: 2 givenname: Chaima orcidid: 0000-0001-8961-3505 surname: Ghribi fullname: Ghribi, Chaima – sequence: 3 givenname: Leila orcidid: 0000-0002-6608-1005 surname: Merghem-Boulahia fullname: Merghem-Boulahia, Leila |
| BackLink | https://utt.hal.science/hal-04429479$$DView record in HAL |
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| Cites_doi | 10.1016/j.comnet.2020.107151 10.1016/j.knosys.2017.02.015 10.1109/MCOM.2016.7452271 10.23919/JCC.2020.09.008 10.1007/s10586-015-0460-x 10.1109/MCOM.2019.1900271 10.1016/j.procs.2015.03.168 10.1186/s12913-018-3456-4 10.23919/JCC.2022.9745421 10.1016/j.ejor.2015.08.036 10.1016/j.enbuild.2015.11.067 10.1109/JSAC.2016.2525439 10.1145/1764873.1764876 10.1177/1548512920963904 10.1016/j.enconman.2016.01.011 10.1109/MCOMSTD.0001.2200001 10.3390/s18020417 10.1007/s10707-018-00339-6 10.1186/s13638-018-1238-7 10.1016/j.ecolmodel.2021.109685 10.1109/MWC.2019.1800234 10.1016/j.compeleceng.2016.07.007 10.1109/MCOM.001.2000578 10.1109/OJCOMS.2021.3057679 10.1016/j.rcim.2022.102349 10.1007/s11432-018-9596-5 10.3389/fpubh.2020.563247 10.1016/S0165-1889(00)00030-0 10.1109/ACCESS.2020.3028550 10.1109/MCOM.001.2001237 10.1016/j.asoc.2009.11.022 10.1109/MCOM.001.2000343 10.1109/MCOM.001.21143 10.1017/S026988890000789X 10.1007/s11069-014-1303-4 10.1007/s00285-021-01675-2 10.1109/MCE.2016.2519051 10.1109/MCOM.2019.1800629 10.1177/1609406918782557 10.1155/2017/8575842 10.1108/JEIM-06-2015-0050 10.1177/0037549706073695 10.1016/j.apenergy.2017.06.007 10.1016/j.scs.2015.07.006 10.1016/j.ress.2016.06.003 10.1109/JIOT.2017.2768498 10.1007/s10922-022-09693-1 10.1186/s13638-018-1239-6 10.1080/10408363.2020.1783198 10.1109/JPROC.2014.2371999 10.26599/TST.2021.9010005 10.1002/sdr.4260100211 10.1109/COMST.2021.3135829 10.1177/1354068815605671 10.1371/journal.pone.0083488 10.1371/journal.pone.0154175 10.1109/ACCESS.2019.2919657 10.1134/S1064226920060029 10.1177/0037549705058073 10.1109/COMST.2014.2330903 10.1016/j.ijtst.2017.05.004 10.1016/j.comcom.2020.07.035 10.5220/0004624304640469 10.1017/S0269888913000118 10.34196/ijm.00151 10.1016/j.jksuci.2015.09.001 10.5194/isprsarchives-XL-2-87-2014 10.1002/atr.1283 10.1109/ACCESS.2019.2938534 10.1016/j.comnet.2020.107418 10.1016/j.cose.2021.102542 10.1002/nem.2132 10.1016/j.simpat.2022.102580 10.1007/s11269-008-9328-7 10.1049/trit.2020.0024 10.1007/s10980-017-0605-9 10.1038/s41591-020-1001-6 10.1016/j.procs.2018.04.071 10.1109/COMST.2018.2828880 10.1038/nature16961 10.1093/comjnl/bxl009 10.1109/TNSM.2021.3056222 10.1155/2014/907171 10.1109/MCOM.2015.7045396 10.1109/COMST.2015.2477041 10.1109/MCOM.2017.1600951 10.1109/ACCESS.2020.2993527 10.1515/auto-2021-0081 10.1109/ACCESS.2018.2831228 10.1007/s10614-020-10038-w 10.1109/CC.2018.8485472 10.1109/MCOMSTD.0001.2000041 10.1109/JIOT.2021.3079510 10.1016/j.cities.2018.03.018 10.1109/MWC.001.1900292 10.1080/01944360208976274 10.1109/ACCESS.2017.2725984 10.1016/j.apenergy.2017.12.074 10.3390/s19051196 10.1109/MDSO.2004.10 10.1016/j.aei.2022.101526 10.1007/s11116-017-9811-1 10.1145/2500468.2500473 10.1016/j.comnet.2018.01.021 10.1016/j.procir.2016.11.034 10.1016/0020-0190(87)90114-1 10.5751/ES-08841-220125 10.1016/j.jss.2015.02.039 10.1002/1097-024X(200102)31:2<103::AID-SPE358>3.0.CO;2-O |
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| Keywords | Agent-based modeling and simulation Complex system science Artificial intelligence 5G+ networks |
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| References | Mallanda (10.1016/j.simpat.2023.102855_b206) 2005 Mnih (10.1016/j.simpat.2023.102855_b226) 2013 Borshchev (10.1016/j.simpat.2023.102855_b223) 2004 Bojarski (10.1016/j.simpat.2023.102855_b228) 2016 Maier (10.1016/j.simpat.2023.102855_b233) 2017; 3 Fieldhouse (10.1016/j.simpat.2023.102855_b59) 2016; 22 Chen (10.1016/j.simpat.2023.102855_b140) 2019 Bouras (10.1016/j.simpat.2023.102855_b195) 2019 Ferreira (10.1016/j.simpat.2023.102855_b177) 2021; 18 Gonçalves (10.1016/j.simpat.2023.102855_b29) 2010 Sobeih (10.1016/j.simpat.2023.102855_b193) 2007 Ciotti (10.1016/j.simpat.2023.102855_b15) 2020; 57 Yeo (10.1016/j.simpat.2023.102855_b232) 2020 Axhausen (10.1016/j.simpat.2023.102855_b145) 2016 Sheth (10.1016/j.simpat.2023.102855_b167) 2020; 161 Jiménez (10.1016/j.simpat.2023.102855_b22) 2018; 18 10.1016/j.simpat.2023.102855_b203 Motieyan (10.1016/j.simpat.2023.102855_b53) 2018; 81 Jayaprakash (10.1016/j.simpat.2023.102855_b129) 2014; 9 Mishra (10.1016/j.simpat.2023.102855_b211) 2018; 6 Anvari-Moghaddam (10.1016/j.simpat.2023.102855_b70) 2017; 203 Kabir (10.1016/j.simpat.2023.102855_b197) 2014; 5 Drogoul (10.1016/j.simpat.2023.102855_b23) 1992 Macias-Huerta (10.1016/j.simpat.2023.102855_b146) 2020; 149 Kreutz (10.1016/j.simpat.2023.102855_b152) 2014; 103 Wang (10.1016/j.simpat.2023.102855_b231) 2021 Klaue (10.1016/j.simpat.2023.102855_b47) 2001 Silver (10.1016/j.simpat.2023.102855_b227) 2016; 529 Letaief (10.1016/j.simpat.2023.102855_b168) 2019; 57 Brockman (10.1016/j.simpat.2023.102855_b103) 2016 Regragui (10.1016/j.simpat.2023.102855_b57) 2016; 56 Kponyo (10.1016/j.simpat.2023.102855_b125) 2016 Ivanov (10.1016/j.simpat.2023.102855_b219) 2021 Bhattacharya (10.1016/j.simpat.2023.102855_b108) 2019 Gutknecht (10.1016/j.simpat.2023.102855_b143) 2000 Foukas (10.1016/j.simpat.2023.102855_b160) 2017; 55 Nwana (10.1016/j.simpat.2023.102855_b24) 1996 Tisue (10.1016/j.simpat.2023.102855_b7) 2004 Yang (10.1016/j.simpat.2023.102855_b67) 2020; 5 Braglia (10.1016/j.simpat.2023.102855_b258) 2019 Cristiani (10.1016/j.simpat.2023.102855_b49) 2021; 83 Chu (10.1016/j.simpat.2023.102855_b213) 2019; 19 Neumann (10.1016/j.simpat.2023.102855_b13) 1966 Martinez (10.1016/j.simpat.2023.102855_b87) 2015; 49 10.1016/j.simpat.2023.102855_b202 Shah (10.1016/j.simpat.2023.102855_b113) 2018 Zhang (10.1016/j.simpat.2023.102855_b96) 2018; 18 Bertella (10.1016/j.simpat.2023.102855_b45) 2014; 9 Chouikhi (10.1016/j.simpat.2023.102855_b71) 2022 Zhong (10.1016/j.simpat.2023.102855_b39) 2015 Beattie (10.1016/j.simpat.2023.102855_b104) 2016 Wu (10.1016/j.simpat.2023.102855_b246) 2021; 8 Wymann (10.1016/j.simpat.2023.102855_b114) 2000 Su (10.1016/j.simpat.2023.102855_b130) 2011; 11 (10.1016/j.simpat.2023.102855_b189) 2022 Pappalardo (10.1016/j.simpat.2023.102855_b237) 2019 Nandy (10.1016/j.simpat.2023.102855_b105) 2018 Habibi (10.1016/j.simpat.2023.102855_b156) 2019; 7 Raghuvanshi (10.1016/j.simpat.2023.102855_b64) 2015; 6 Leon (10.1016/j.simpat.2023.102855_b116) 2015 Yi (10.1016/j.simpat.2023.102855_b154) 2018; 133 Alba (10.1016/j.simpat.2023.102855_b239) 2019 Bazzan (10.1016/j.simpat.2023.102855_b36) 2014; 29 El Fazziki (10.1016/j.simpat.2023.102855_b56) 2017; 5 Rajaram (10.1016/j.simpat.2023.102855_b220) 2016; 5 Forrester (10.1016/j.simpat.2023.102855_b95) 1994; 10 Wai (10.1016/j.simpat.2023.102855_b30) 2021 Scheltes (10.1016/j.simpat.2023.102855_b73) 2017; 6 Vorotnikov (10.1016/j.simpat.2023.102855_b21) 2018 10.1016/j.simpat.2023.102855_b260 Siebers (10.1016/j.simpat.2023.102855_b26) 2008 Hibler (10.1016/j.simpat.2023.102855_b182) 2008 Singh (10.1016/j.simpat.2023.102855_b82) 2015; 45 Xiang (10.1016/j.simpat.2023.102855_b184) 2021; 59 Angerhofer (10.1016/j.simpat.2023.102855_b94) 2000 Schumaker (10.1016/j.simpat.2023.102855_b110) 2018; 33 Eckhoff (10.1016/j.simpat.2023.102855_b109) 2016 Coakley (10.1016/j.simpat.2023.102855_b100) 2012 Armendáriz (10.1016/j.simpat.2023.102855_b126) 2011 QuanLi (10.1016/j.simpat.2023.102855_b54) 2015; 75 3GPP TR29.891 (10.1016/j.simpat.2023.102855_b224) 2017 Lin (10.1016/j.simpat.2023.102855_b243) 2022; 6 Antonova (10.1016/j.simpat.2023.102855_b136) 2020; 65 Ţundrea (10.1016/j.simpat.2023.102855_b32) 2021 Barzegar (10.1016/j.simpat.2023.102855_b149) 2020 Müller (10.1016/j.simpat.2023.102855_b216) 2018; 2018 Winz (10.1016/j.simpat.2023.102855_b93) 2009; 23 Eclipse (10.1016/j.simpat.2023.102855_b137) 2009 Briot (10.1016/j.simpat.2023.102855_b28) 2001 ITU-T (10.1016/j.simpat.2023.102855_b148) 2018 Liu (10.1016/j.simpat.2023.102855_b250) 2020; 17 Chliaoutakis (10.1016/j.simpat.2023.102855_b42) 2014 Masad (10.1016/j.simpat.2023.102855_b118) 2015 Liu (10.1016/j.simpat.2023.102855_b257) 2022 Clemen (10.1016/j.simpat.2023.102855_b256) 2021 Sulieman (10.1016/j.simpat.2023.102855_b176) 2017 Thamilarasu (10.1016/j.simpat.2023.102855_b65) 2015 Khan (10.1016/j.simpat.2023.102855_b249) 2022; 60 Kaur (10.1016/j.simpat.2023.102855_b183) 2014 Ben-Dor (10.1016/j.simpat.2023.102855_b75) 2018; 130 Hoertel (10.1016/j.simpat.2023.102855_b38) 2020; 26 Groshev (10.1016/j.simpat.2023.102855_b254) 2021; 59 Xu (10.1016/j.simpat.2023.102855_b48) 2001 Routray (10.1016/j.simpat.2023.102855_b1) 2017 Wijethilaka (10.1016/j.simpat.2023.102855_b214) 2022 Kirkpatrick (10.1016/j.simpat.2023.102855_b151) 2013; 56 Oliveira (10.1016/j.simpat.2023.102855_b187) 2020; 9 Morin (10.1016/j.simpat.2023.102855_b185) 2022 Baril (10.1016/j.simpat.2023.102855_b90) 2016; 249 Wan (10.1016/j.simpat.2023.102855_b68) 2022; 77 Van den Abeele (10.1016/j.simpat.2023.102855_b209) 2017; 4 Chen (10.1016/j.simpat.2023.102855_b19) 2013 Choi (10.1016/j.simpat.2023.102855_b210) 2010 Dinesh (10.1016/j.simpat.2023.102855_b190) 2014 Niazi (10.1016/j.simpat.2023.102855_b52) 2010 Jian (10.1016/j.simpat.2023.102855_b218) 2022 Bennett (10.1016/j.simpat.2023.102855_b240) 2010 Fan (10.1016/j.simpat.2023.102855_b230) 2021; 26 Kountouriotis (10.1016/j.simpat.2023.102855_b40) 2016 Moreira (10.1016/j.simpat.2023.102855_b3) 2020; 30 Anylogic.fr (10.1016/j.simpat.2023.102855_b6) 2022 Omogbai (10.1016/j.simpat.2023.102855_b91) 2016; 57 Liu (10.1016/j.simpat.2023.102855_b251) 2022; 19 Tetcos (10.1016/j.simpat.2023.102855_b9) 2022 Moro (10.1016/j.simpat.2023.102855_b61) 2016; 11 Mijumbi (10.1016/j.simpat.2023.102855_b155) 2015; 18 García-Magariño (10.1016/j.simpat.2023.102855_b85) 2017; 2017 Hauge (10.1016/j.simpat.2023.102855_b107) 2001 Pan (10.1016/j.simpat.2023.102855_b31) 2005 Gear (10.1016/j.simpat.2023.102855_b4) 2018; 17 Pratschner (10.1016/j.simpat.2023.102855_b217) 2018; 2018 Pretel (10.1016/j.simpat.2023.102855_b255) 2022 Yazan (10.1016/j.simpat.2023.102855_b44) 2018; 212 Han (10.1016/j.simpat.2023.102855_b153) 2015; 53 Lussange (10.1016/j.simpat.2023.102855_b79) 2021; 57 Marchetti (10.1016/j.simpat.2023.102855_b171) 2017 Minar (10.1016/j.simpat.2023.102855_b5) 1996 Shakya (10.1016/j.simpat.2023.102855_b241) 2023 Collier (10.1016/j.simpat.2023.102855_b134) 2015 Franceschini (10.1016/j.simpat.2023.102855_b235) 2019 Gutierrez-Garcia (10.1016/j.simpat.2023.102855_b83) 2015; 18 Bordini (10.1016/j.simpat.2023.102855_b142) 2009 Köpke (10.1016/j.simpat.2023.102855_b205) 2008 Parrish (10.1016/j.simpat.2023.102855_b50) 2005 Michel (10.1016/j.simpat.2023.102855_b12) 2018 Bellifemine (10.1016/j.simpat.2023.102855_b123) 2001; 31 Augustijn (10.1016/j.simpat.2023.102855_b229) 2020 Ma (10.1016/j.simpat.2023.102855_b159) 2018; 15 Wang (10.1016/j.simpat.2023.102855_b89) 2015 Varga (10.1016/j.simpat.2023.102855_b8) 2010 Benomar (10.1016/j.simpat.2023.102855_b16) 2022 Kaminski (10.1016/j.simpat.2023.102855_b76) 2016 Borshchev (10.1016/j.simpat.2023.102855_b99) 2007 Lemos (10.1016/j.simpat.2023.102855_b111) 2017 Richiardi (10.1016/j.simpat.2023.102855_b144) 2017; 10 Vogel-Heuser (10.1016/j.simpat.2023.102855_b259) 2021; 69 Spies (10.1016/j.simpat.2023.102855_b51) 2017; 22 Thantharate (10.1016/j.simpat.2023.102855_b222) 2023; 31 Abdelwahab (10.1016/j.simpat.2023.102855_b2) 2016; 54 Dorri (10.1016/j.simpat.2023.102855_b80) 2018; 6 Bordini (10.1016/j.simpat.2023.102855_b115) 2006; 30 Cainelli (10.1016/j.simpat.2023.102855_b244) 2021 Railsback (10.1016/j.simpat.2023.102855_b117) 2006; 82 Jiang (10.1016/j.simpat.2023.102855_b253) 2021; 2 Cerob (10.1016/j.simpat.2023.102855_b204) 2022 Collier (10.1016/j.simpat.2023.102855_b119) 2011 Vasić (10.1016/j.simpat.2023.102855_b181) 2012 Macal (10.1016/j.simpat.2023.102855_b98) 2010 Khasawneh (10.1016/j.simpat.2023.102855_b236) 2010 Zhang (10.1016/j.simpat.2023.102855_b161) 2019; 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123 Patel (10.1016/j.simpat.2023.102855_b196) 2018; 182 BenDor (10.1016/j.simpat.2023.102855_b43) 2018 Guessoum (10.1016/j.simpat.2023.102855_b27) 2004; 5 Nguyen (10.1016/j.simpat.2023.102855_b245) 2021; 59 An (10.1016/j.simpat.2023.102855_b170) 2021; 457 Kim (10.1016/j.simpat.2023.102855_b200) 2018 Taillandier (10.1016/j.simpat.2023.102855_b131) 2019; 23 Zhang (10.1016/j.simpat.2023.102855_b74) 2015; 19 (10.1016/j.simpat.2023.102855_b11) 1999 Kushwah (10.1016/j.simpat.2023.102855_b186) 2016 Wang (10.1016/j.simpat.2023.102855_b221) 2022; 113 Bazghandi (10.1016/j.simpat.2023.102855_b225) 2012 Yao (10.10 |
| References_xml | – start-page: 45 year: 2021 ident: 10.1016/j.simpat.2023.102855_b256 article-title: Multi-agent systems and digital twins for smarter cities – volume: 173 year: 2020 ident: 10.1016/j.simpat.2023.102855_b180 article-title: 5G-air-simulator: An open-source tool modeling the 5G air interface publication-title: Comput. Netw. doi: 10.1016/j.comnet.2020.107151 – volume: 123 start-page: 200 year: 2017 ident: 10.1016/j.simpat.2023.102855_b60 article-title: An agent-based model for understanding the influence of the 11-M terrorist attacks on the 2004 Spanish elections publication-title: Knowl.-Based Syst. doi: 10.1016/j.knosys.2017.02.015 – volume: 54 start-page: 84 issue: 4 year: 2016 ident: 10.1016/j.simpat.2023.102855_b2 article-title: Network function virtualization in 5G publication-title: IEEE Commun. Mag. doi: 10.1109/MCOM.2016.7452271 – volume: 182 issue: 21 year: 2018 ident: 10.1016/j.simpat.2023.102855_b196 article-title: Survey on network simulators publication-title: Int. J. Comput. Appl. – start-page: 70 year: 2015 ident: 10.1016/j.simpat.2023.102855_b89 article-title: Simulating cancer growth with multiscale agent-based modeling – volume: 17 start-page: 92 issue: 9 year: 2020 ident: 10.1016/j.simpat.2023.102855_b250 article-title: Vision, requirements and network architecture of 6G mobile network beyond 2030 publication-title: China Commun. doi: 10.23919/JCC.2020.09.008 – start-page: 195 year: 2004 ident: 10.1016/j.simpat.2023.102855_b101 article-title: Jadex: A short overview – start-page: 69 year: 2007 ident: 10.1016/j.simpat.2023.102855_b41 article-title: Agent-based simulation of group learning – start-page: 523 year: 2020 ident: 10.1016/j.simpat.2023.102855_b232 article-title: Integrate multi-agent simulation environment and multi-agent reinforcement learning (MARL) for real-world scenario – start-page: 1294 year: 2013 ident: 10.1016/j.simpat.2023.102855_b19 article-title: Agent-based modeling and simulation for supply chain risk management-a survey of the state-of-the-art – start-page: 1 year: 2021 ident: 10.1016/j.simpat.2023.102855_b231 article-title: MADES: A unified framework for integrating agent-based simulation with multi-agent reinforcement learning – volume: 18 start-page: 1041 issue: 3 year: 2015 ident: 10.1016/j.simpat.2023.102855_b83 article-title: Agent-based load balancing in cloud data centers publication-title: Cluster Comput. doi: 10.1007/s10586-015-0460-x – volume: 57 start-page: 84 issue: 8 year: 2019 ident: 10.1016/j.simpat.2023.102855_b168 article-title: The roadmap to 6G: AI empowered wireless networks publication-title: IEEE Commun. Mag. doi: 10.1109/MCOM.2019.1900271 – volume: 149 start-page: 15 issue: 12 year: 2020 ident: 10.1016/j.simpat.2023.102855_b146 article-title: CARLA: Conversational agent in virtual reality with analytics publication-title: Res. Comput. Sci. – volume: 45 start-page: 832 year: 2015 ident: 10.1016/j.simpat.2023.102855_b82 article-title: Autonomous agent based load balancing algorithm in cloud computing publication-title: Procedia Comput. Sci. doi: 10.1016/j.procs.2015.03.168 – volume: 18 start-page: 1 issue: 1 year: 2018 ident: 10.1016/j.simpat.2023.102855_b96 article-title: Application of discrete event simulation in health care: a systematic review publication-title: BMC Health Serv. Res. doi: 10.1186/s12913-018-3456-4 – volume: 19 start-page: iii issue: 3 year: 2022 ident: 10.1016/j.simpat.2023.102855_b251 article-title: Guest editorial: 6G towards 2030: From key technology to network architecture publication-title: China Commun. doi: 10.23919/JCC.2022.9745421 – start-page: 78 year: 2000 ident: 10.1016/j.simpat.2023.102855_b143 article-title: Madkit: A generic multi-agent platform – start-page: 12 year: 2005 ident: 10.1016/j.simpat.2023.102855_b31 article-title: A multi-agent based simulation framework for the study of human and social behavior in egress analysis – volume: 249 start-page: 327 issue: 1 year: 2016 ident: 10.1016/j.simpat.2023.102855_b90 article-title: Use of a discrete-event simulation in a Kaizen event: A case study in healthcare publication-title: European J. Oper. Res. doi: 10.1016/j.ejor.2015.08.036 – start-page: 1 year: 2022 ident: 10.1016/j.simpat.2023.102855_b121 article-title: Mesa-geo: A GIS extension for the mesa agent-based modeling framework in python – year: 2022 ident: 10.1016/j.simpat.2023.102855_b16 – volume: 116 start-page: 151 year: 2016 ident: 10.1016/j.simpat.2023.102855_b55 article-title: Energy-efficiency impacts of an air-quality feedback device in residential buildings: an agent-based modeling assessment publication-title: Energy Build. doi: 10.1016/j.enbuild.2015.11.067 – volume: 34 start-page: 528 issue: 3 year: 2016 ident: 10.1016/j.simpat.2023.102855_b238 article-title: User mobility evaluation for 5G small cell networks based on individual mobility model publication-title: IEEE J. Sel. Areas Commun. doi: 10.1109/JSAC.2016.2525439 – start-page: 371 year: 2010 ident: 10.1016/j.simpat.2023.102855_b98 article-title: To agent-based simulation from system dynamics – start-page: 342 year: 2000 ident: 10.1016/j.simpat.2023.102855_b94 article-title: System dynamics modelling in supply chain management: research review – year: 2021 ident: 10.1016/j.simpat.2023.102855_b128 – year: 2007 ident: 10.1016/j.simpat.2023.102855_b99 article-title: Multi-method simulation modeling using anylogic – volume: 40 start-page: 12 issue: 2 year: 2010 ident: 10.1016/j.simpat.2023.102855_b188 article-title: Dummynet revisited publication-title: ACM SIGCOMM Comput. Commun. Rev. doi: 10.1145/1764873.1764876 – volume: 19 start-page: 481 issue: 3 year: 2022 ident: 10.1016/j.simpat.2023.102855_b58 article-title: An agent-based modeling approach for simulating the impact of small unmanned aircraft systems on future battlefields publication-title: J. Def. Model. Simul. doi: 10.1177/1548512920963904 – volume: 112 start-page: 288 year: 2016 ident: 10.1016/j.simpat.2023.102855_b69 article-title: Multi-agent based distributed control architecture for microgrid energy management and optimization publication-title: Energy Convers. Manage. doi: 10.1016/j.enconman.2016.01.011 – year: 2012 ident: 10.1016/j.simpat.2023.102855_b192 – year: 2022 ident: 10.1016/j.simpat.2023.102855_b102 – volume: 6 start-page: 77 issue: 3 year: 2022 ident: 10.1016/j.simpat.2023.102855_b243 article-title: An overview of 5G advanced evolution in 3GPP release 18 publication-title: IEEE Commun. Stand. Mag. doi: 10.1109/MCOMSTD.0001.2200001 – volume: 18 start-page: 417 issue: 2 year: 2018 ident: 10.1016/j.simpat.2023.102855_b22 article-title: A decentralized framework for multi-agent robotic systems publication-title: Sensors doi: 10.3390/s18020417 – volume: 23 start-page: 299 issue: 2 year: 2019 ident: 10.1016/j.simpat.2023.102855_b131 article-title: Building, composing and experimenting complex spatial models with the GAMA platform publication-title: Geoinformatica doi: 10.1007/s10707-018-00339-6 – volume: 2018 start-page: 1 issue: 1 year: 2018 ident: 10.1016/j.simpat.2023.102855_b216 article-title: Flexible multi-node simulation of cellular mobile communications: the Vienna 5G System Level Simulator publication-title: EURASIP J. Wireless Commun. Networking doi: 10.1186/s13638-018-1238-7 – volume: 457 year: 2021 ident: 10.1016/j.simpat.2023.102855_b170 article-title: Challenges, tasks, and opportunities in modeling agent-based complex systems publication-title: Ecol. Model. doi: 10.1016/j.ecolmodel.2021.109685 – volume: 26 start-page: 111 issue: 3 year: 2019 ident: 10.1016/j.simpat.2023.102855_b161 article-title: An overview of network slicing for 5G publication-title: IEEE Wirel. Commun. doi: 10.1109/MWC.2019.1800234 – start-page: 85 year: 2017 ident: 10.1016/j.simpat.2023.102855_b111 article-title: Agent-based model implemented using the TerraME framework to simulate the dynamic transmission of dengue fever publication-title: Rev. Geogr. – volume: 56 start-page: 313 year: 2016 ident: 10.1016/j.simpat.2023.102855_b57 article-title: Agent-based system simulation of wireless battlefield networks publication-title: Comput. Electr. Eng. doi: 10.1016/j.compeleceng.2016.07.007 – start-page: 259 year: 2016 ident: 10.1016/j.simpat.2023.102855_b40 article-title: Icrowd: agent-based behavior modeling and crowd simulator – volume: 30 issue: 1 year: 2006 ident: 10.1016/j.simpat.2023.102855_b115 article-title: A survey of programming languages and platforms for multi-agent systems publication-title: Informatica – volume: 59 start-page: 77 issue: 2 year: 2021 ident: 10.1016/j.simpat.2023.102855_b184 article-title: An open source testbed for virtualized communication networks publication-title: IEEE Commun. Mag. doi: 10.1109/MCOM.001.2000578 – start-page: 1 year: 2007 ident: 10.1016/j.simpat.2023.102855_b193 article-title: J-Sim: An integrated environment for simulation and model checking of network protocols – volume: 2 start-page: 334 year: 2021 ident: 10.1016/j.simpat.2023.102855_b253 article-title: The road towards 6G: A comprehensive survey publication-title: IEEE Open J. Commun. Soc. doi: 10.1109/OJCOMS.2021.3057679 – volume: 77 year: 2022 ident: 10.1016/j.simpat.2023.102855_b68 article-title: Design and implementation of agent-based robotic system for agile manufacturing: A case study of ARIAC 2021 publication-title: Robot. Comput.-Integr. Manuf. doi: 10.1016/j.rcim.2022.102349 – volume: 62 start-page: 1 issue: 2 year: 2019 ident: 10.1016/j.simpat.2023.102855_b164 article-title: AI for 5G: research directions and paradigms publication-title: Sci. China Inf. Sci. doi: 10.1007/s11432-018-9596-5 – volume: 8 year: 2020 ident: 10.1016/j.simpat.2023.102855_b14 article-title: Comokit: A modeling kit to understand, analyze, and compare the impacts of mitigation policies against the covid-19 epidemic at the scale of a city publication-title: Front. Public Health doi: 10.3389/fpubh.2020.563247 – volume: 25 start-page: 363 issue: 3–4 year: 2001 ident: 10.1016/j.simpat.2023.102855_b46 article-title: Evolving traders and the business school with genetic programming: A new architecture of the agent-based artificial stock market publication-title: J. Econom. Dynam. Control doi: 10.1016/S0165-1889(00)00030-0 – start-page: 50 year: 2005 ident: 10.1016/j.simpat.2023.102855_b50 article-title: Traffic rules of fish schools: a review of agent-based approaches publication-title: Self-Organ. Evol. Soc. Syst. – year: 2007 ident: 10.1016/j.simpat.2023.102855_b122 – start-page: 16 year: 2004 ident: 10.1016/j.simpat.2023.102855_b7 article-title: Netlogo: A simple environment for modeling complexity – volume: 8 year: 2020 ident: 10.1016/j.simpat.2023.102855_b198 article-title: Simu5g–an omnet++ library for end-to-end performance evaluation of 5 g networks publication-title: IEEE Access doi: 10.1109/ACCESS.2020.3028550 – start-page: 35 year: 2010 ident: 10.1016/j.simpat.2023.102855_b8 article-title: OMNeT++ – start-page: 936 year: 2010 ident: 10.1016/j.simpat.2023.102855_b29 article-title: Towards the modeling reactive and proactive agents by using MAS-ML – volume: 59 start-page: 14 issue: 8 year: 2021 ident: 10.1016/j.simpat.2023.102855_b254 article-title: Toward intelligent cyber–physical systems: Digital twin meets artificial intelligence publication-title: IEEE Commun. Mag. doi: 10.1109/MCOM.001.2001237 – year: 2022 ident: 10.1016/j.simpat.2023.102855_b71 article-title: Energy consumption scheduling as a fog computing service in smart grid publication-title: IEEE Trans. Serv. Comput. – year: 2016 ident: 10.1016/j.simpat.2023.102855_b104 – start-page: 1 year: 2020 ident: 10.1016/j.simpat.2023.102855_b229 article-title: Machine learning to derive complex behaviour in agent-based modellzing – start-page: 1 year: 2019 ident: 10.1016/j.simpat.2023.102855_b239 article-title: Large-and small-scale modeling of user traffic in 5G networks – volume: 11 start-page: 315 issue: 1 year: 2011 ident: 10.1016/j.simpat.2023.102855_b130 article-title: JADE implemented mobile multi-agent based, distributed information platform for pervasive health care monitoring publication-title: Appl. Soft Comput. doi: 10.1016/j.asoc.2009.11.022 – ident: 10.1016/j.simpat.2023.102855_b203 – volume: 59 start-page: 10 issue: 2 year: 2021 ident: 10.1016/j.simpat.2023.102855_b245 article-title: Digital twin for 5G and beyond publication-title: IEEE Commun. Mag. doi: 10.1109/MCOM.001.2000343 – volume: 60 start-page: 74 issue: 1 year: 2022 ident: 10.1016/j.simpat.2023.102855_b249 article-title: Digital-twin-enabled 6G: Vision, architectural trends, and future directions publication-title: IEEE Commun. Mag. doi: 10.1109/MCOM.001.21143 – year: 1996 ident: 10.1016/j.simpat.2023.102855_b24 article-title: Software agents: An overview publication-title: Knowl. Eng. Rev. doi: 10.1017/S026988890000789X – volume: 6 start-page: 347 issue: 8 year: 2018 ident: 10.1016/j.simpat.2023.102855_b211 article-title: Performance analysis of TCP Tahoe, Reno and New Reno for scalable IoT network clusters in QualNet®network simulator publication-title: Int. J. Comput. Sci. Eng. – volume: 75 start-page: 95 issue: 1 year: 2015 ident: 10.1016/j.simpat.2023.102855_b54 article-title: Agent-based modeling and simulations of land-use and land-cover change according to ant colony optimization: a case study of the Erhai Lake Basin, China publication-title: Nat. Hazards doi: 10.1007/s11069-014-1303-4 – volume: 83 start-page: 1 issue: 4 year: 2021 ident: 10.1016/j.simpat.2023.102855_b49 article-title: An all-leader agent-based model for turning and flocking birds publication-title: J. Math. Biol. doi: 10.1007/s00285-021-01675-2 – start-page: 437 year: 2021 ident: 10.1016/j.simpat.2023.102855_b32 article-title: A comprehensive simulation framework for modeling a dynamic multi-agent emergency system – volume: 5 start-page: 63 issue: 2 year: 2016 ident: 10.1016/j.simpat.2023.102855_b220 article-title: Wireless sensor network simulation frameworks: A tutorial review: MATLAB/Simulink bests the rest publication-title: IEEE Consum. Electron. Mag. doi: 10.1109/MCE.2016.2519051 – volume: 57 start-page: 14 issue: 3 year: 2019 ident: 10.1016/j.simpat.2023.102855_b166 article-title: Artificial intelligence defined 5G radio access networks publication-title: IEEE Commun. Mag. doi: 10.1109/MCOM.2019.1800629 – start-page: 883 year: 2023 ident: 10.1016/j.simpat.2023.102855_b241 article-title: Agent-based simulation for placement and pricing of 5G network slices – year: 1999 ident: 10.1016/j.simpat.2023.102855_b11 – start-page: 81 year: 2011 ident: 10.1016/j.simpat.2023.102855_b119 article-title: Repast HPC: A platform for large-scale agent-based modeling – year: 2021 ident: 10.1016/j.simpat.2023.102855_b219 article-title: Energy detectors performance evaluation for interweave cognitive radio network scenario in 5G – year: 2017 ident: 10.1016/j.simpat.2023.102855_b224 – volume: 17 issue: 1 year: 2018 ident: 10.1016/j.simpat.2023.102855_b4 article-title: Advancing complexity theory as a qualitative research methodology publication-title: Int. J. Qual. Methods doi: 10.1177/1609406918782557 – volume: 2017 year: 2017 ident: 10.1016/j.simpat.2023.102855_b85 article-title: ABS-TrustSDN: An agent-based simulator of trust strategies in software-defined networks publication-title: Secur. Commun. Netw. doi: 10.1155/2017/8575842 – year: 2016 ident: 10.1016/j.simpat.2023.102855_b20 article-title: A multi-agent based system with big data processing for enhanced supply chain agility publication-title: J. Enterp. Inf. Manag. doi: 10.1108/JEIM-06-2015-0050 – year: 2018 ident: 10.1016/j.simpat.2023.102855_b201 – volume: 82 start-page: 609 issue: 9 year: 2006 ident: 10.1016/j.simpat.2023.102855_b117 article-title: Agent-based simulation platforms: Review and development recommendations publication-title: Simulation doi: 10.1177/0037549706073695 – volume: 203 start-page: 41 year: 2017 ident: 10.1016/j.simpat.2023.102855_b70 article-title: A multi-agent based energy management solution for integrated buildings and microgrid system publication-title: Appl. Energy doi: 10.1016/j.apenergy.2017.06.007 – volume: 106 issue: 11 year: 2014 ident: 10.1016/j.simpat.2023.102855_b207 article-title: Comparison of routing protocols in wsn using netsim simulator: Leach vs leach-c publication-title: Int. J. Comput. Appl. – year: 2015 ident: 10.1016/j.simpat.2023.102855_b169 – start-page: 1 year: 2010 ident: 10.1016/j.simpat.2023.102855_b210 article-title: Implementation and evaluation of proxy mobile IPv6 in NS-3 network simulator – volume: 19 start-page: 34 year: 2015 ident: 10.1016/j.simpat.2023.102855_b74 article-title: Exploring the impact of shared autonomous vehicles on urban parking demand: An agent-based simulation approach publication-title: Sustainable Cities Soc. doi: 10.1016/j.scs.2015.07.006 – start-page: 53 year: 2015 ident: 10.1016/j.simpat.2023.102855_b118 article-title: MESA: an agent-based modeling framework – start-page: 1 year: 2010 ident: 10.1016/j.simpat.2023.102855_b52 article-title: Verification & validation of an agent-based forest fire simulation model – start-page: 215 year: 2008 ident: 10.1016/j.simpat.2023.102855_b106 article-title: ExtendSim 7 – volume: 154 start-page: 160 year: 2016 ident: 10.1016/j.simpat.2023.102855_b92 article-title: A novel approach for modelling complex maintenance systems using discrete event simulation publication-title: Reliab. Eng. Syst. Saf. doi: 10.1016/j.ress.2016.06.003 – start-page: 30 year: 2021 ident: 10.1016/j.simpat.2023.102855_b215 article-title: Network slicing strategies for smart industry applications – year: 2022 ident: 10.1016/j.simpat.2023.102855_b257 – volume: 4 start-page: 2186 issue: 6 year: 2017 ident: 10.1016/j.simpat.2023.102855_b209 article-title: Scalability analysis of large-scale LoRaWAN networks in ns-3 publication-title: IEEE Internet Things J. doi: 10.1109/JIOT.2017.2768498 – volume: 31 start-page: 9 issue: 1 year: 2023 ident: 10.1016/j.simpat.2023.102855_b222 article-title: ADAPTIVE6G: Adaptive resource management for network slicing architectures in current 5G and future 6G systems publication-title: J. Netw. Syst. Manage. doi: 10.1007/s10922-022-09693-1 – volume: 2018 start-page: 1 year: 2018 ident: 10.1016/j.simpat.2023.102855_b217 article-title: Versatile mobile communications simulation: The Vienna 5G link level simulator publication-title: EURASIP J. Wireless Commun. Networking doi: 10.1186/s13638-018-1239-6 – start-page: 17 year: 2018 ident: 10.1016/j.simpat.2023.102855_b12 article-title: Multi-agent systems and simulation: A survey from the agent commu-nity’s perspective – volume: 57 start-page: 365 issue: 6 year: 2020 ident: 10.1016/j.simpat.2023.102855_b15 article-title: The COVID-19 pandemic publication-title: Crit. Rev. Clin. Lab. Sci. doi: 10.1080/10408363.2020.1783198 – volume: 103 start-page: 14 issue: 1 year: 2014 ident: 10.1016/j.simpat.2023.102855_b152 article-title: Software-defined networking: A comprehensive survey publication-title: Proc. IEEE doi: 10.1109/JPROC.2014.2371999 – year: 2018 ident: 10.1016/j.simpat.2023.102855_b148 – volume: 26 start-page: 608 issue: 5 year: 2021 ident: 10.1016/j.simpat.2023.102855_b230 article-title: Multi-agent modeling and simulation in the AI age publication-title: Tsinghua Sci. Technol. doi: 10.26599/TST.2021.9010005 – start-page: 11 year: 2001 ident: 10.1016/j.simpat.2023.102855_b48 article-title: An agent-based Petri net model with application to seller/buyer design in electronic commerce – start-page: 106 year: 2021 ident: 10.1016/j.simpat.2023.102855_b30 article-title: Towards software engineering perspective for BDI agent – start-page: 124 year: 2021 ident: 10.1016/j.simpat.2023.102855_b138 article-title: A self-adaptive agent-based dynamic processes simulation modelling framework – volume: 3 issue: E1 year: 2017 ident: 10.1016/j.simpat.2023.102855_b233 article-title: Model granularity in engineering design – concepts and framework publication-title: Des. Sci. – volume: 10 start-page: 245 year: 1994 ident: 10.1016/j.simpat.2023.102855_b95 article-title: System dynamics, systems thinking, and soft OR publication-title: Syst. Dyn. Rev. doi: 10.1002/sdr.4260100211 – start-page: 1 year: 2017 ident: 10.1016/j.simpat.2023.102855_b176 article-title: Link failure recovery via Diversity Coding in 5G fronthaul wireless networks – year: 2009 ident: 10.1016/j.simpat.2023.102855_b137 – volume: 24 start-page: 1 issue: 1 year: 2021 ident: 10.1016/j.simpat.2023.102855_b252 article-title: Holistic network virtualization and pervasive network intelligence for 6G publication-title: IEEE Commun. Surv. Tutor. doi: 10.1109/COMST.2021.3135829 – start-page: 524 year: 2022 ident: 10.1016/j.simpat.2023.102855_b255 article-title: Multi-agent systems in support of digital twins: A survey – start-page: 270 year: 2018 ident: 10.1016/j.simpat.2023.102855_b21 article-title: Multi-agent robotic systems in collaborative robotics – volume: 50 year: 2014 ident: 10.1016/j.simpat.2023.102855_b194 article-title: Analysis and comparison of different network simulators publication-title: Int. J. Appl. Innov. Eng. Manag. – volume: 22 start-page: 241 issue: 2 year: 2016 ident: 10.1016/j.simpat.2023.102855_b59 article-title: Cascade or echo chamber? A complex agent-based simulation of voter turnout publication-title: Party Politics doi: 10.1177/1354068815605671 – year: 2018 ident: 10.1016/j.simpat.2023.102855_b43 – year: 2019 ident: 10.1016/j.simpat.2023.102855_b237 – start-page: 11 year: 2016 ident: 10.1016/j.simpat.2023.102855_b125 article-title: A distributed intelligent traffic system using ant colony optimization: a NetLogo modeling approach – volume: 9 issue: 1 year: 2014 ident: 10.1016/j.simpat.2023.102855_b45 article-title: Confidence and the stock market: An agent-based approach publication-title: PLoS One doi: 10.1371/journal.pone.0083488 – volume: 11 start-page: 1 issue: 11 year: 2015 ident: 10.1016/j.simpat.2023.102855_b162 article-title: Mobile edge computing—A key technology towards 5G publication-title: ETSI White Pap. – start-page: 176 year: 2002 ident: 10.1016/j.simpat.2023.102855_b33 article-title: Multi agent simulation of unorganized traffic – start-page: 554 year: 2008 ident: 10.1016/j.simpat.2023.102855_b26 article-title: Introduction to multi-agent simulation – volume: 11 issue: 4 year: 2016 ident: 10.1016/j.simpat.2023.102855_b61 article-title: Understanding the dynamics of violent political revolutions in an agent-based framework publication-title: PLOS One doi: 10.1371/journal.pone.0154175 – ident: 10.1016/j.simpat.2023.102855_b260 – year: 2017 ident: 10.1016/j.simpat.2023.102855_b171 – volume: 7 start-page: 70371 year: 2019 ident: 10.1016/j.simpat.2023.102855_b156 article-title: A comprehensive survey of RAN architectures toward 5G mobile communication system publication-title: IEEE Access doi: 10.1109/ACCESS.2019.2919657 – volume: 28 start-page: 10 issue: 5 year: 2011 ident: 10.1016/j.simpat.2023.102855_b212 article-title: A performance study of proactive, reactive and hybrid routing protocols using qualnet simulator publication-title: Int. J. Comput. Appl. – start-page: 13 year: 2019 ident: 10.1016/j.simpat.2023.102855_b195 article-title: Comparison of 4G and 5G network simulators – volume: 65 start-page: 712 year: 2020 ident: 10.1016/j.simpat.2023.102855_b136 article-title: Analysis of the modeling results for passenger traffic at an underground station using AnyLogic publication-title: J. Commun. Technol. Electron. doi: 10.1134/S1064226920060029 – start-page: 315 year: 2022 ident: 10.1016/j.simpat.2023.102855_b218 article-title: 5G base station scheduling – volume: 81 start-page: 517 issue: 7 year: 2005 ident: 10.1016/j.simpat.2023.102855_b120 article-title: Mason: A multiagent simulation environment publication-title: Simulation doi: 10.1177/0037549705058073 – start-page: 1 year: 2022 ident: 10.1016/j.simpat.2023.102855_b17 article-title: Agent-based simulations for coverage extensions in 5G networks and beyond – volume: 17 start-page: 27 issue: 1 year: 2014 ident: 10.1016/j.simpat.2023.102855_b150 article-title: A survey on software-defined networking publication-title: IEEE Commun. Surv. Tutor. doi: 10.1109/COMST.2014.2330903 – start-page: 538 year: 2012 ident: 10.1016/j.simpat.2023.102855_b100 article-title: Exploitation of high performance computing in the FLAME agent-based simulation framework – start-page: 1 year: 2018 ident: 10.1016/j.simpat.2023.102855_b200 article-title: 5G K-simulator: 5G system simulator for performance evaluation – volume: 6 start-page: 28 issue: 1 year: 2017 ident: 10.1016/j.simpat.2023.102855_b73 article-title: Exploring the use of automated vehicles as last mile connection of train trips through an agent-based simulation model: An application to Delft, Netherlands publication-title: Int. J. Transp. Sci. Technol. doi: 10.1016/j.ijtst.2017.05.004 – start-page: 1371 year: 2014 ident: 10.1016/j.simpat.2023.102855_b42 article-title: Utilizing agent-based modeling to gain new insights into the ancient minoan civilization – volume: 28 issue: 9 year: 2017 ident: 10.1016/j.simpat.2023.102855_b175 article-title: Traffic-aware overload control scheme in 5G ultra-dense M2M networks publication-title: Trans. Emerg. Telecommun. Technol. – volume: 161 start-page: 279 year: 2020 ident: 10.1016/j.simpat.2023.102855_b167 article-title: A taxonomy of AI techniques for 6G communication networks publication-title: Comput. Commun. doi: 10.1016/j.comcom.2020.07.035 – year: 2013 ident: 10.1016/j.simpat.2023.102855_b226 – volume: 57 year: 2021 ident: 10.1016/j.simpat.2023.102855_b135 article-title: Multi-agent optimization of the intermodal terminal main parameters by using AnyLogic simulation platform: Case study on the Ningbo-Zhoushan Port publication-title: Int. J. Inf. Manage. – ident: 10.1016/j.simpat.2023.102855_b77 doi: 10.5220/0004624304640469 – year: 2005 ident: 10.1016/j.simpat.2023.102855_b206 – year: 2016 ident: 10.1016/j.simpat.2023.102855_b228 – year: 1996 ident: 10.1016/j.simpat.2023.102855_b5 – start-page: 618 year: 2016 ident: 10.1016/j.simpat.2023.102855_b145 – start-page: 1 year: 2016 ident: 10.1016/j.simpat.2023.102855_b76 article-title: Agent-based modeling of an IoT network – volume: 5 start-page: 203 issue: 10 year: 2014 ident: 10.1016/j.simpat.2023.102855_b197 article-title: Detail comparison of network simulators publication-title: Int. J. Sci. Eng. Res. – volume: 29 start-page: 375 issue: 3 year: 2014 ident: 10.1016/j.simpat.2023.102855_b36 article-title: A review on agent-based technology for traffic and transportation publication-title: Knowl. Eng. Rev. doi: 10.1017/S0269888913000118 – start-page: 427 year: 2015 ident: 10.1016/j.simpat.2023.102855_b208 article-title: Analysis of random way point and random walk mobility model for reactive routing protocols for MANET using NetSim simulator – volume: 7 year: 2015 ident: 10.1016/j.simpat.2023.102855_b37 article-title: Modeling the 2014 ebola virus epidemic–agent-based simulations, temporal analysis and future predictions for liberia and sierra leone publication-title: PLoS Curr. – volume: 10 start-page: 106 issue: 1 year: 2017 ident: 10.1016/j.simpat.2023.102855_b144 article-title: JAS-mine: A new platform for microsimulation and agent-based modelling publication-title: Int. J. Microsimul. doi: 10.34196/ijm.00151 – volume: 29 start-page: 19 issue: 1 year: 2017 ident: 10.1016/j.simpat.2023.102855_b62 article-title: A novel agent based autonomous and service composition framework for cost optimization of resource provisioning in cloud computing publication-title: J. King Saud Univ.-Comput. Inf. Sci. doi: 10.1016/j.jksuci.2015.09.001 – volume: 40 start-page: 87 issue: 2 year: 2014 ident: 10.1016/j.simpat.2023.102855_b132 article-title: 3DGIS-based multi-agent geosimulation and visualization of building evacuation using GAMA platform publication-title: Int. Arch. Photogramm. Remote Sens. Spat. Inf. Sci. doi: 10.5194/isprsarchives-XL-2-87-2014 – start-page: 15 year: 2010 ident: 10.1016/j.simpat.2023.102855_b10 article-title: The ns-3 network simulator – year: 2022 ident: 10.1016/j.simpat.2023.102855_b204 – volume: 49 start-page: 475 issue: 3 year: 2015 ident: 10.1016/j.simpat.2023.102855_b87 article-title: An agent-based simulation model to assess the impacts of introducing a shared-taxi system: an application to Lisbon (Portugal) publication-title: J. Adv. Transp. doi: 10.1002/atr.1283 – start-page: 61 year: 2011 ident: 10.1016/j.simpat.2023.102855_b126 article-title: Carpooling: A multi-agent simulation in Netlogo – volume: 7 year: 2019 ident: 10.1016/j.simpat.2023.102855_b163 article-title: Edge computing in 5G: A review publication-title: IEEE Access doi: 10.1109/ACCESS.2019.2938534 – volume: 180 year: 2020 ident: 10.1016/j.simpat.2023.102855_b18 article-title: Intelligent multi-agent based C-RAN architecture for 5G radio resource management publication-title: Comput. Netw. doi: 10.1016/j.comnet.2020.107418 – volume: 113 year: 2022 ident: 10.1016/j.simpat.2023.102855_b221 article-title: Machine learning for encrypted malicious traffic detection: Approaches, datasets and comparative study publication-title: Comput. Secur. doi: 10.1016/j.cose.2021.102542 – volume: 30 issue: 6 year: 2020 ident: 10.1016/j.simpat.2023.102855_b3 article-title: Next generation of microservices for the 5G Service-Based Architecture publication-title: Int. J. Netw. Manage. doi: 10.1002/nem.2132 – year: 2006 ident: 10.1016/j.simpat.2023.102855_b147 article-title: Growlab: A toolbox for social simulation – year: 2017 ident: 10.1016/j.simpat.2023.102855_b242 – year: 2022 ident: 10.1016/j.simpat.2023.102855_b199 article-title: Calibration of the 5G-LENA system level simulator in 3GPP reference scenarios publication-title: Simul. Model. Pract. Theory doi: 10.1016/j.simpat.2022.102580 – volume: 23 start-page: 1301 issue: 7 year: 2009 ident: 10.1016/j.simpat.2023.102855_b93 article-title: The use of system dynamics simulation in water resources management publication-title: Water Resour. Manag. doi: 10.1007/s11269-008-9328-7 – volume: 5 start-page: 177 issue: 3 year: 2020 ident: 10.1016/j.simpat.2023.102855_b67 article-title: Multi-robot path planning based on a deep reinforcement learning DQN algorithm publication-title: CAAI Trans. Intell. Technol. doi: 10.1049/trit.2020.0024 – year: 1992 ident: 10.1016/j.simpat.2023.102855_b23 article-title: Multigent simulation as a tool for analysing emergent processes in societies – volume: 33 start-page: 197 issue: 2 year: 2018 ident: 10.1016/j.simpat.2023.102855_b110 article-title: HexSim: a modeling environment for ecology and conservation publication-title: Landsc. Ecol. doi: 10.1007/s10980-017-0605-9 – volume: 26 start-page: 1417 issue: 9 year: 2020 ident: 10.1016/j.simpat.2023.102855_b38 article-title: A stochastic agent-based model of the SARS-CoV-2 epidemic in France publication-title: Nat. Med. doi: 10.1038/s41591-020-1001-6 – year: 2022 ident: 10.1016/j.simpat.2023.102855_b185 – volume: 130 start-page: 824 year: 2018 ident: 10.1016/j.simpat.2023.102855_b75 article-title: Assessing the impacts of dedicated bus lanes on urban traffic congestion and modal split with an agent-based model publication-title: Procedia Comput. Sci. doi: 10.1016/j.procs.2018.04.071 – start-page: 3613 year: 2001 ident: 10.1016/j.simpat.2023.102855_b84 article-title: Swarm intelligence for routing in communication networks – start-page: 164 year: 2020 ident: 10.1016/j.simpat.2023.102855_b35 article-title: An agent based simulation system for open source software development – start-page: 451 year: 2009 ident: 10.1016/j.simpat.2023.102855_b142 article-title: Agent-based simulation using BDI programming in Jason – volume: 20 start-page: 2237 issue: 3 year: 2018 ident: 10.1016/j.simpat.2023.102855_b173 article-title: End-to-end simulation of 5G mmwave networks publication-title: IEEE Commun. Surv. Tutor. doi: 10.1109/COMST.2018.2828880 – volume: 529 start-page: 484 issue: 7587 year: 2016 ident: 10.1016/j.simpat.2023.102855_b227 article-title: Mastering the game of Go with deep neural networks and tree search publication-title: nature doi: 10.1038/nature16961 – volume: 49 year: 2006 ident: 10.1016/j.simpat.2023.102855_b25 article-title: Development, analysis and evaluation of performance models for mobile multi-agent networks publication-title: Comput. J. doi: 10.1093/comjnl/bxl009 – start-page: 185 year: 2016 ident: 10.1016/j.simpat.2023.102855_b186 article-title: AODV and ZRP protocols performance study using OPNET simulator and exata emulator – year: 1998 ident: 10.1016/j.simpat.2023.102855_b78 – volume: 9 start-page: 28785 issue: 24 year: 2014 ident: 10.1016/j.simpat.2023.102855_b129 article-title: JADE implementation of Multi-agent based Inventory routing problem publication-title: Int. J. Appl. Eng. Res. – ident: 10.1016/j.simpat.2023.102855_b202 – volume: 18 start-page: 1817 issue: 2 year: 2021 ident: 10.1016/j.simpat.2023.102855_b177 article-title: A forecasting approach to improve control and management for 5G networks publication-title: IEEE Trans. Netw. Serv. Manag. doi: 10.1109/TNSM.2021.3056222 – volume: 2014 year: 2014 ident: 10.1016/j.simpat.2023.102855_b124 article-title: Agent-based modeling of the immune system: NetLogo, a promising framework publication-title: BioMed Res. Int. doi: 10.1155/2014/907171 – volume: 53 start-page: 90 issue: 2 year: 2015 ident: 10.1016/j.simpat.2023.102855_b153 article-title: Network function virtualization: Challenges and opportunities for innovations publication-title: IEEE Commun. Mag. doi: 10.1109/MCOM.2015.7045396 – start-page: 1 year: 2008 ident: 10.1016/j.simpat.2023.102855_b205 article-title: Simulating wireless and mobile networks in OMNeT++ the MiXiM vision – year: 2022 ident: 10.1016/j.simpat.2023.102855_b6 – year: 2000 ident: 10.1016/j.simpat.2023.102855_b114 – volume: 18 start-page: 236 issue: 1 year: 2015 ident: 10.1016/j.simpat.2023.102855_b155 article-title: Network function virtualization: State-of-the-art and research challenges publication-title: IEEE Commun. Surv. Tutor. doi: 10.1109/COMST.2015.2477041 – volume: 55 start-page: 94 issue: 5 year: 2017 ident: 10.1016/j.simpat.2023.102855_b160 article-title: Network slicing in 5G: Survey and challenges publication-title: IEEE Commun. Mag. doi: 10.1109/MCOM.2017.1600951 – start-page: 1422 year: 2021 ident: 10.1016/j.simpat.2023.102855_b139 article-title: PAMELA: a generic and light multi-agent platform – volume: 9 issue: 11 year: 2020 ident: 10.1016/j.simpat.2023.102855_b187 article-title: Eve-NG simulator in projects of heterogeneous networks: a study on the importance of simulation in computer networks publication-title: Res. Soc. Dev. – start-page: 3446 year: 2017 ident: 10.1016/j.simpat.2023.102855_b66 article-title: Decentralized navigation of multiple agents based on ORCA and model predictive control – volume: 8 start-page: 89007 year: 2020 ident: 10.1016/j.simpat.2023.102855_b86 article-title: Complex systems: A communication networks perspective towards 6G publication-title: IEEE Access doi: 10.1109/ACCESS.2020.2993527 – start-page: 185 year: 2016 ident: 10.1016/j.simpat.2023.102855_b109 article-title: The EMOD individual-based model – year: 1966 ident: 10.1016/j.simpat.2023.102855_b13 – volume: 69 start-page: 1026 issue: 12 year: 2021 ident: 10.1016/j.simpat.2023.102855_b259 article-title: An approach for leveraging digital twins in agent-based production systems publication-title: at-Automatisierungstechnik doi: 10.1515/auto-2021-0081 – start-page: 25 year: 2004 ident: 10.1016/j.simpat.2023.102855_b223 article-title: From system dynamics and discrete event to practical agent based modeling: reasons, techniques, tools – volume: 6 start-page: 28573 year: 2018 ident: 10.1016/j.simpat.2023.102855_b80 article-title: Multi-agent systems: A survey publication-title: IEEE Access doi: 10.1109/ACCESS.2018.2831228 – start-page: 464 year: 2019 ident: 10.1016/j.simpat.2023.102855_b258 article-title: Using RFID technology and Discrete-Events, Agent-Based simulation tools to build Digital-Twins of large warehouses – start-page: 454 year: 2015 ident: 10.1016/j.simpat.2023.102855_b134 article-title: Large-scale agent-based modeling with repast HPC: A case study in parallelizing an agent-based model – volume: 57 start-page: 113 issue: 1 year: 2021 ident: 10.1016/j.simpat.2023.102855_b79 article-title: Modelling stock markets by multi-agent reinforcement learning publication-title: Comput. Econ. doi: 10.1007/s10614-020-10038-w – start-page: 27 year: 2018 ident: 10.1016/j.simpat.2023.102855_b105 article-title: Unity ml-agents – start-page: 1 year: 2021 ident: 10.1016/j.simpat.2023.102855_b247 article-title: Digital twin-empowered network slicing in B5G networks: Experience-driven approach – start-page: 192 year: 2022 ident: 10.1016/j.simpat.2023.102855_b133 article-title: Distributed agent-based simulation with Repast4Py – start-page: 1 year: 2015 ident: 10.1016/j.simpat.2023.102855_b65 article-title: Autonomous mobile agent based intrusion detection framework in wireless body area networks – start-page: 1 year: 2017 ident: 10.1016/j.simpat.2023.102855_b1 article-title: Software defined networking for 5G – start-page: 276 year: 2022 ident: 10.1016/j.simpat.2023.102855_b214 article-title: A comprehensive analysis on network slicing for smart hospital applications – start-page: 1 year: 2012 ident: 10.1016/j.simpat.2023.102855_b181 article-title: Improving distributed traffic generation performance by using IMUNES network emulator – year: 2022 ident: 10.1016/j.simpat.2023.102855_b189 – volume: 15 start-page: 86 issue: 10 year: 2018 ident: 10.1016/j.simpat.2023.102855_b159 article-title: An SDN/NFV based framework for management and deployment of service based 5G core network publication-title: China Commun. doi: 10.1109/CC.2018.8485472 – year: 2008 ident: 10.1016/j.simpat.2023.102855_b182 article-title: Large-scale virtualization in the emulab network testbed – volume: 5 start-page: 154 issue: 4 year: 2021 ident: 10.1016/j.simpat.2023.102855_b248 article-title: Networked twins and twins of networks: An overview on the relationship between digital twins and 6G publication-title: IEEE Commun. Stand. Mag. doi: 10.1109/MCOMSTD.0001.2000041 – volume: 8 start-page: 13789 issue: 18 year: 2021 ident: 10.1016/j.simpat.2023.102855_b246 article-title: Digital twin networks: A survey publication-title: IEEE Internet Things J. doi: 10.1109/JIOT.2021.3079510 – volume: 2018 year: 2018 ident: 10.1016/j.simpat.2023.102855_b174 article-title: 5G visualization: the METIS-II project approach publication-title: Mob. Inf. Syst. – volume: 81 start-page: 91 year: 2018 ident: 10.1016/j.simpat.2023.102855_b53 article-title: An agent-based modeling approach for sustainable urban planning from land use and public transit perspectives publication-title: Cities doi: 10.1016/j.cities.2018.03.018 – start-page: 1 year: 2019 ident: 10.1016/j.simpat.2023.102855_b179 article-title: Verification of the vienna 5G link and system level simulators and their interaction – year: 2012 ident: 10.1016/j.simpat.2023.102855_b225 – year: 2010 ident: 10.1016/j.simpat.2023.102855_b236 article-title: An exploratory study of the butterfly effect using agent-based modeling – start-page: 621 year: 2018 ident: 10.1016/j.simpat.2023.102855_b113 article-title: Airsim: High-fidelity visual and physical simulation for autonomous vehicles – start-page: 48 year: 2019 ident: 10.1016/j.simpat.2023.102855_b140 article-title: UniSim: An autonomous multi-agent simulation method with intelligent perception – year: 2016 ident: 10.1016/j.simpat.2023.102855_b141 article-title: Cormas, une plate-forme multi-agent pour concevoir collectivement des modèles et interagir avec les simulations – ident: 10.1016/j.simpat.2023.102855_b158 – year: 2001 ident: 10.1016/j.simpat.2023.102855_b28 – year: 2022 ident: 10.1016/j.simpat.2023.102855_b9 – start-page: 16 year: 2020 ident: 10.1016/j.simpat.2023.102855_b97 article-title: Discrete event simulation for manufacturing performance management and optimization: a case study for model factory – year: 2001 ident: 10.1016/j.simpat.2023.102855_b34 article-title: Multi-agent based simulation of consumer behaviour: Towards a new marketing approach – year: 2001 ident: 10.1016/j.simpat.2023.102855_b107 – volume: 27 start-page: 16 issue: 1 year: 2020 ident: 10.1016/j.simpat.2023.102855_b165 article-title: Artificial intelligence enabled wireless networking for 5G and beyond: Recent advances and future challenges publication-title: IEEE Wirel. Commun. doi: 10.1109/MWC.001.1900292 – year: 2015 ident: 10.1016/j.simpat.2023.102855_b63 – volume: 68 start-page: 297 issue: 3 year: 2002 ident: 10.1016/j.simpat.2023.102855_b112 article-title: UrbanSim: Modeling urban development for land use, transportation, and environmental planning publication-title: J. Am. Plan. Assoc. doi: 10.1080/01944360208976274 – volume: 5 start-page: 13192 year: 2017 ident: 10.1016/j.simpat.2023.102855_b56 article-title: An agent based traffic regulation system for the roadside air quality control publication-title: IEEE Access doi: 10.1109/ACCESS.2017.2725984 – volume: 212 start-page: 820 year: 2018 ident: 10.1016/j.simpat.2023.102855_b44 article-title: Cooperation in manure-based biogas production networks: An agent-based modeling approach publication-title: Appl. Energy doi: 10.1016/j.apenergy.2017.12.074 – start-page: 2725 year: 2019 ident: 10.1016/j.simpat.2023.102855_b235 article-title: Towards adaptive abstraction in agent based simulation – start-page: 139 year: 2014 ident: 10.1016/j.simpat.2023.102855_b183 article-title: Mininet as software defined networking testing platform – year: 2019 ident: 10.1016/j.simpat.2023.102855_b127 – volume: 19 start-page: 1196 issue: 5 year: 2019 ident: 10.1016/j.simpat.2023.102855_b213 article-title: A novel link-to-system mapping technique based on machine learning for 5G/IoT wireless networks publication-title: Sensors doi: 10.3390/s19051196 – issn: 0974-2239 year: 2014 ident: 10.1016/j.simpat.2023.102855_b190 article-title: Qualnet simulator publication-title: Int. J. Inf. Comput. Technol. – start-page: 1 year: 2015 ident: 10.1016/j.simpat.2023.102855_b116 article-title: A review of agent platforms – volume: 5 issue: 7 year: 2004 ident: 10.1016/j.simpat.2023.102855_b27 article-title: Adaptive agents and multiagent systems publication-title: IEEE Distrib. Syst. Online doi: 10.1109/MDSO.2004.10 – ident: 10.1016/j.simpat.2023.102855_b157 – volume: 52 year: 2022 ident: 10.1016/j.simpat.2023.102855_b72 article-title: A federated learning approach for thermal comfort management publication-title: Adv. Eng. Inform. doi: 10.1016/j.aei.2022.101526 – volume: 44 start-page: 1261 issue: 6 year: 2017 ident: 10.1016/j.simpat.2023.102855_b88 article-title: Tracking a system of shared autonomous vehicles across the Austin, Texas network using agent-based simulation publication-title: Transportation doi: 10.1007/s11116-017-9811-1 – start-page: 1635 year: 2019 ident: 10.1016/j.simpat.2023.102855_b108 article-title: The matrix: an agent-based modeling framework for data intensive simulations – start-page: 3054 year: 2021 ident: 10.1016/j.simpat.2023.102855_b172 article-title: Complexity in 5G network applications and use cases – ident: 10.1016/j.simpat.2023.102855_b191 – start-page: 78 year: 2020 ident: 10.1016/j.simpat.2023.102855_b149 article-title: Wireless network evolution towards service continuity in 5G enabled mobile edge computing – start-page: 33 year: 2021 ident: 10.1016/j.simpat.2023.102855_b244 article-title: Introducing resilience in industrial 5G systems using a digital twin approach – volume: 56 start-page: 16 issue: 9 year: 2013 ident: 10.1016/j.simpat.2023.102855_b151 article-title: Software-defined networking publication-title: Commun. ACM doi: 10.1145/2500468.2500473 – start-page: 8 year: 2001 ident: 10.1016/j.simpat.2023.102855_b47 article-title: Automated negotiation on agent-based e-marketplaces: an overview – volume: 133 start-page: 212 year: 2018 ident: 10.1016/j.simpat.2023.102855_b154 article-title: A comprehensive survey of network function virtualization publication-title: Comput. Netw. doi: 10.1016/j.comnet.2018.01.021 – start-page: 801 year: 2015 ident: 10.1016/j.simpat.2023.102855_b39 article-title: Learning behavior patterns from video: A data-driven framework for agent-based crowd modeling – volume: 6 start-page: 3298 issue: 4 year: 2015 ident: 10.1016/j.simpat.2023.102855_b64 article-title: A modified agent based AODV routing protocol for MANET’s publication-title: IJCSIT Int. J. Comput. Sci. Inf. Technol. – year: 2022 ident: 10.1016/j.simpat.2023.102855_b178 – volume: 57 start-page: 195 year: 2016 ident: 10.1016/j.simpat.2023.102855_b91 article-title: Manufacturing system lean improvement design using discrete event simulation publication-title: Procedia CIRP doi: 10.1016/j.procir.2016.11.034 – year: 2016 ident: 10.1016/j.simpat.2023.102855_b103 – year: 2010 ident: 10.1016/j.simpat.2023.102855_b240 – volume: 24 start-page: 377 issue: 6 year: 1987 ident: 10.1016/j.simpat.2023.102855_b234 article-title: Occam’s razor publication-title: Inform. Process. Lett. doi: 10.1016/0020-0190(87)90114-1 – volume: 22 issue: 1 year: 2017 ident: 10.1016/j.simpat.2023.102855_b51 article-title: Using an agent-based model to examine forest management outcomes in a fire-prone landscape in Oregon, USA publication-title: Ecol. Soc. doi: 10.5751/ES-08841-220125 – volume: 104 start-page: 17 year: 2015 ident: 10.1016/j.simpat.2023.102855_b81 article-title: Agent-based cloud bag-of-tasks execution publication-title: J. Syst. Softw. doi: 10.1016/j.jss.2015.02.039 – volume: 31 start-page: 103 issue: 2 year: 2001 ident: 10.1016/j.simpat.2023.102855_b123 article-title: Developing multi-agent systems with a FIPA-compliant agent framework publication-title: Softw. - Pract. Exp. doi: 10.1002/1097-024X(200102)31:2<103::AID-SPE358>3.0.CO;2-O |
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