{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,12]],"date-time":"2026-03-12T19:07:23Z","timestamp":1773342443194,"version":"3.50.1"},"reference-count":49,"publisher":"Springer Science and Business Media LLC","issue":"2","license":[{"start":{"date-parts":[[2022,4,26]],"date-time":"2022-04-26T00:00:00Z","timestamp":1650931200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2022,4,26]],"date-time":"2022-04-26T00:00:00Z","timestamp":1650931200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Appl Intell"],"published-print":{"date-parts":[[2023,1]]},"DOI":"10.1007\/s10489-022-03358-x","type":"journal-article","created":{"date-parts":[[2022,4,26]],"date-time":"2022-04-26T05:15:00Z","timestamp":1650950100000},"page":"1233-1253","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":11,"title":["Energy efficiency-driven mobile base station deployment strategy for shopping malls using modified improved differential evolution algorithm"],"prefix":"10.1007","volume":"53","author":[{"given":"Xingping","family":"Sun","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Tian","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jing","family":"Xu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Haigang","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5466-7092","authenticated-orcid":false,"given":"Hongwei","family":"Kang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yong","family":"Shen","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Qingyi","family":"Chen","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2022,4,26]]},"reference":[{"key":"3358_CR1","doi-asserted-by":"crossref","unstructured":"Kadam S, Kasbekar GS (2020) Node Cardinality Estimation Using a Mobile Base Station in a Heterogeneous Wireless Network Deployed Over a Large Region. In: 2020 International Conference on Signal Processing and Communications (SPCOM). IEEE, pp 1\u20135","DOI":"10.1109\/SPCOM50965.2020.9179541"},{"issue":"2","key":"3358_CR2","doi-asserted-by":"publisher","first-page":"1160","DOI":"10.1109\/COMST.2021.3061981","volume":"23","author":"Y Siriwardhana","year":"2021","unstructured":"Siriwardhana Y, Porambage P, Liyanage M, Ylianttila M (2021) A survey on mobile augmented reality with 5G mobile edge computing: architectures, applications, and technical aspects. IEEE Commun Surv Tutorials 23(2):1160\u20131192","journal-title":"IEEE Commun Surv Tutorials"},{"key":"3358_CR3","doi-asserted-by":"crossref","unstructured":"Lei M, Qin R, Mao W, Lu H (2021) Traffic data prediction of mobile communication base station based on wavelet neural network. In: Journal of Physics: Conference Series, vol 1883. IOP Publishing, No. 1, pp 012065","DOI":"10.1088\/1742-6596\/1883\/1\/012065"},{"key":"3358_CR4","unstructured":"Xiang J, LIYU-shan, Tan MJ (2013) An optimization algorithm for signal frequency allocation of mobile communication base station. Journal of Hubei University for Nationalities(Natural Science Edition)"},{"key":"3358_CR5","unstructured":"Qiurui CWJ (2013) Optimum base station frequency allocation based on hierarchical genetic algorithms. Comput Digit Eng:02"},{"key":"3358_CR6","doi-asserted-by":"crossref","unstructured":"Yan Y (2021) Genetic Algorithm Based Method for Signal Channel Allocation of Mobile Base Station Optimization. In: Journal of Physics: Conference Series, vol 1952. IOP Publishing, No. 3, pp032040","DOI":"10.1088\/1742-6596\/1952\/3\/032040"},{"key":"3358_CR7","doi-asserted-by":"crossref","unstructured":"Giambene G, Addo EO, Kota S (2019) 5G Aerial Component for IoT Support in Remote Rural Areas. In: 2019 IEEE 2nd 5G World Forum (5GWF). IEEE, pp 572\u2013577","DOI":"10.1109\/5GWF.2019.8911667"},{"issue":"3","key":"3358_CR8","doi-asserted-by":"publisher","first-page":"6270","DOI":"10.3390\/s150306270","volume":"15","author":"X Ding","year":"2015","unstructured":"Ding X, Han J, Shi L (2015) The optimization based dynamic and cyclic working strategies for rechargeable wireless sensor networks with multiple base stations and wireless energy transfer devices. Sensors 15 (3):6270\u20136305","journal-title":"Sensors"},{"issue":"8","key":"3358_CR9","doi-asserted-by":"publisher","first-page":"2763","DOI":"10.1109\/JSEN.2016.2517084","volume":"16","author":"H Chen","year":"2016","unstructured":"Chen H, Li X, Zhao F (2016) A reinforcement learning-based sleep scheduling algorithm for desired area coverage in solar-powered wireless sensor networks. IEEE Sens J 16(8):2763\u20132774","journal-title":"IEEE Sens J"},{"key":"3358_CR10","doi-asserted-by":"crossref","unstructured":"Wang A, Meng X, Wang L, Ji X, Chen H, Liu B, Yin G (2020) TLFW: A Three-Layer framework in wireless rechargeable sensor network with a mobile base station. Wirel Commun Mob Comput","DOI":"10.1155\/2020\/3627826"},{"key":"3358_CR11","doi-asserted-by":"crossref","unstructured":"Gao Y, Chen J, Liu Z, Liu L, Hu N (2021) Deep Learning based Location Prediction with Multiple Features in Communication Network. In: 2021 IEEE Wireless Communications and Networking Conference (WCNC). IEEE, pp 1\u20135","DOI":"10.1109\/WCNC49053.2021.9417278"},{"key":"3358_CR12","doi-asserted-by":"publisher","first-page":"143607","DOI":"10.1016\/j.scitotenv.2020.143607","volume":"756","author":"EB Tirkolaee","year":"2021","unstructured":"Tirkolaee EB, Abbasian P, Weber GW (2021) Sustainable fuzzy multi-trip location-routing problem for medical waste management during the COVID-19 outbreak. Sci Total Environ 756:143607","journal-title":"Sci Total Environ"},{"key":"3358_CR13","doi-asserted-by":"crossref","unstructured":"Tirkolaee EB, Goli A, Weber GW (2020) A Robust Two-Echelon Periodic Multi-commodity RFID-Based Location Routing Problem to Design Petroleum Logistics Networks: A Case Study. In: International Conference on Logistics and Supply Chain Management. Springer, Cham, pp 3\u201323","DOI":"10.1007\/978-3-030-89743-7_1"},{"key":"3358_CR14","doi-asserted-by":"publisher","first-page":"106790","DOI":"10.1016\/j.cie.2020.106790","volume":"149","author":"EB Tirkolaee","year":"2020","unstructured":"Tirkolaee EB, Ayd\u0131n NS, Ranjbar-Bourani M, Weber GW (2020) A robust bi-objective mathematical model for disaster rescue units allocation and scheduling with learning effect. Comput Indust Eng 149:106790","journal-title":"Comput Indust Eng"},{"issue":"1","key":"3358_CR15","doi-asserted-by":"publisher","first-page":"80","DOI":"10.1111\/coin.12240","volume":"36","author":"EB Tirkolaee","year":"2020","unstructured":"Tirkolaee EB, Hadian S, Weber GW, Mahdavi I (2020) A robust green traffic-based routing problem for perishable products distribution. Comput Intell 36(1):80\u2013101","journal-title":"Comput Intell"},{"key":"3358_CR16","doi-asserted-by":"publisher","first-page":"122927","DOI":"10.1016\/j.jclepro.2020.122927","volume":"276","author":"EB Tirkolaee","year":"2020","unstructured":"Tirkolaee EB, Goli A, Faridnia A, Soltani M, Weber GW (2020) Multi-objective optimization for the reliable pollution-routing problem with cross-dock selection using Pareto-based algorithms. J Clean Prod 276:122927","journal-title":"J Clean Prod"},{"key":"3358_CR17","unstructured":"Han JK, Park BS, Choi YS, Park HK (2001) Genetic approach with a new representation for base station placement in mobile communications. In: IEEE 54th Vehicular Technology Conference. VTC Fall 2001. Proceedings (Cat. No. 01CH37211), vol 4. IEEE, pp 2703\u20132707"},{"key":"3358_CR18","unstructured":"Wang Y, Zhang L (2019) Mobile base station location planning based on clustering genetic algorithm. Information Communications"},{"key":"3358_CR19","doi-asserted-by":"crossref","unstructured":"Dinh TD, Le DT, Tran TTT, Kirichek R (2019) Flying ad-hoc network for emergency based on IEEE 802.11 p multichannel MAC protocol. In: International Conference on Distributed Computer and Communication Networks. Springer, Cham, pp 479\u2013494","DOI":"10.1007\/978-3-030-36614-8_37"},{"key":"3358_CR20","doi-asserted-by":"crossref","unstructured":"Kang H, Wang M, Shen Y, Sun X, Chen Q (2021) Trust-based partner switching among partitioned regions promotes cooperation in public goods game. Plos one 16(6):e0253527","DOI":"10.1371\/journal.pone.0253527"},{"issue":"1","key":"3358_CR21","doi-asserted-by":"publisher","first-page":"86","DOI":"10.1109\/MNET.2016.7389836","volume":"30","author":"T Sakano","year":"2016","unstructured":"Sakano T, Kotabe S, Komukai T, Kumagai T, Shimizu Y, Takahara A (2016) Bringing movable and deployable networks to disaster areas: development and field test of MDRU. IEEE Netw 30(1):86\u201391","journal-title":"IEEE Netw"},{"key":"3358_CR22","doi-asserted-by":"crossref","unstructured":"Wang Y, Meyer MC, Wang J, Jia X (2017) Delay minimization for spatial data processing in wireless networked disaster areas. In: GLOBECOM 2017-2017 IEEE Global Communications Conference. IEEE, pp 1\u20136","DOI":"10.1109\/GLOCOM.2017.8254983"},{"key":"3358_CR23","doi-asserted-by":"publisher","first-page":"53","DOI":"10.1109\/OJCS.2021.3050998","volume":"2","author":"MC Meyer","year":"2021","unstructured":"Meyer MC, Wang Y, Watanabe T (2021) Real-Time Cost minimization of fog computing in Mobile-Base-Station networked disaster areas. IEEE Open J Comput Soc 2:53\u201361","journal-title":"IEEE Open J Comput Soc"},{"issue":"11","key":"3358_CR24","doi-asserted-by":"publisher","first-page":"48","DOI":"10.1109\/MCOM.2016.1600178CM","volume":"54","author":"I Bor-Yaliniz","year":"2016","unstructured":"Bor-Yaliniz I, Yanikomeroglu H (2016) The new frontier in RAN heterogeneity: Multi-tier drone-cells. IEEE Commun Mag 54(11):48\u201355","journal-title":"IEEE Commun Mag"},{"issue":"1","key":"3358_CR25","doi-asserted-by":"publisher","first-page":"62","DOI":"10.3390\/pr9010062","volume":"9","author":"X Sun","year":"2021","unstructured":"Sun X, Wang Y, Kang H, Shen Y, Chen Q, Wang D (2021) Modified Multi-Crossover operator NSGA-III for solving low carbon flexible job shop scheduling problem. Processes 9(1): 62","journal-title":"Processes"},{"key":"3358_CR26","doi-asserted-by":"crossref","unstructured":"Bor-Yaliniz RI, El-Keyi A, Yanikomeroglu H (2016) Efficient 3-D placement of an aerial base station in next generation cellular networks. In: 2016 IEEE international conference on communications (ICC), pp 1\u20135","DOI":"10.1109\/ICC.2016.7510820"},{"issue":"6","key":"3358_CR27","doi-asserted-by":"publisher","first-page":"3949","DOI":"10.1109\/TWC.2016.2531652","volume":"15","author":"M Mozaffari","year":"2016","unstructured":"Mozaffari M, Saad W, Bennis M, Debbah M (2016) Unmanned aerial vehicle with underlaid device-to-device communications: performance and tradeoffs. IEEE Trans Wirel Commun 15(6):3949\u20133963","journal-title":"IEEE Trans Wirel Commun"},{"key":"3358_CR28","doi-asserted-by":"publisher","first-page":"71775","DOI":"10.1109\/ACCESS.2020.2987851","volume":"8","author":"M Huang","year":"2020","unstructured":"Huang M, Huang L, Zhong S, Zhang P (2020) UAV-Mounted mobile base station placement via sparse recovery. IEEE Access 8:71775\u201371781","journal-title":"IEEE Access"},{"issue":"1","key":"3358_CR29","doi-asserted-by":"publisher","first-page":"90","DOI":"10.1109\/MCOM.2015.7010521","volume":"53","author":"SF Yunas","year":"2015","unstructured":"Yunas SF, Valkama M, Niemel\u00e4 J (2015) Spectral and energy efficiency of ultra-dense networks under different deployment strategies. IEEE Commun Mag 53(1):90\u2013100","journal-title":"IEEE Commun Mag"},{"key":"3358_CR30","first-page":"3591","volume":"4","author":"J Zhang","year":"2016","unstructured":"Zhang J, Zhang X, Wang W (2016) Cache-enabled software defined heterogeneous networks for green and flexible 5G networks. IEEE Access 4:3591\u20133604","journal-title":"IEEE Access"},{"key":"3358_CR31","doi-asserted-by":"crossref","unstructured":"Wisdom DD, Saidu I, Tambuwal AY, Isaac S, Ahmad MA, Faruk N (2019) An Efficient Sleep-Window-Based Power Saving Scheme (ESPSS) in IEEE 802.16 e Networks. In: 2019 15th International Conference on Electronics, Computer and Computation (ICECCO). IEEE, pp 1\u20136","DOI":"10.1109\/ICECCO48375.2019.9438963"},{"key":"3358_CR32","unstructured":"Saidu I, Musa H, Lawal MA, Kane IL (2017) Hyper-erlang Battery-Life Energy Scheme in IEEE 802.16 e Networks. Covenant J Inf Commun Technol 5(2)"},{"key":"3358_CR33","doi-asserted-by":"crossref","unstructured":"Fihri WF, Salahdine F, El Ghazi H, Kaabouch N (2016) A survey on decentralized random access MAC protocols for cognitive radio networks. In: 2016 International Conference on Advanced Communication Systems and Information Security (ACOSIS). IEEE, pp 1\u20137","DOI":"10.1109\/ACOSIS.2016.7843917"},{"issue":"4","key":"3358_CR34","doi-asserted-by":"publisher","first-page":"51","DOI":"10.1109\/MVT.2018.2871740","volume":"13","author":"H Pervaiz","year":"2018","unstructured":"Pervaiz H, Onireti O, Mohamed A, Imran MA, Tafazolli R, Ni Q (2018) Energy-efficient and load-proportional eNodeB for 5G user-centric networks: a multilevel sleep strategy mechanism. IEEE Veh Technol Mag 13(4):51\u201359","journal-title":"IEEE Veh Technol Mag"},{"key":"3358_CR35","doi-asserted-by":"publisher","first-page":"171292","DOI":"10.1109\/ACCESS.2020.3025047","volume":"8","author":"G Fragkos","year":"2020","unstructured":"Fragkos G, Lebien S, Tsiropoulou EE (2020) Artificial intelligent multi-access edge computing servers management. IEEE Access 8:171292\u2013171304","journal-title":"IEEE Access"},{"key":"3358_CR36","doi-asserted-by":"publisher","first-page":"11727","DOI":"10.1109\/ACCESS.2017.2711784","volume":"5","author":"P Gandotra","year":"2017","unstructured":"Gandotra P, Jha RK, Jain S (2017) Green communication in next generation cellular networks: a survey. IEEE Access 5:11727\u201311758","journal-title":"IEEE Access"},{"key":"3358_CR37","doi-asserted-by":"crossref","unstructured":"Merluzzi M, di Pietro N, Di Lorenzo P, Strinati EC, Barbarossa S (2019) Network Energy Efficient Mobile Edge Computing with Reliability Guarantees. In: 2019 IEEE Global Communications Conference (GLOBECOM). IEEE, pp 1\u20136","DOI":"10.1109\/GLOBECOM38437.2019.9013164"},{"key":"3358_CR38","unstructured":"Zakarya M, Gillam L, Ali H, Rahman I, Salah K, Khan R, Buyya R (2020) Epcaware: A game-based, energy, performance and cost efficient resource management technique for multi-access edge computing. IEEE Transactions on Services Computing"},{"issue":"8","key":"3358_CR39","doi-asserted-by":"publisher","first-page":"e3922","DOI":"10.1002\/dac.3922","volume":"32","author":"P Gandotra","year":"2019","unstructured":"Gandotra P, Jha RK (2019) Energy-efficient device-to-device communication using adaptive resource-block allocation. Int J Commun Syst 32(8):e3922","journal-title":"Int J Commun Syst"},{"key":"3358_CR40","doi-asserted-by":"publisher","first-page":"5","DOI":"10.1016\/j.comcom.2013.09.011","volume":"37","author":"A De Domenico","year":"2014","unstructured":"De Domenico A, Strinati EC, Capone A (2014) Enabling green cellular networks: a survey and outlook. Comput Commun 37:5\u201324","journal-title":"Comput Commun"},{"key":"3358_CR41","doi-asserted-by":"publisher","first-page":"32935","DOI":"10.1109\/ACCESS.2020.2973648","volume":"8","author":"KC Chang","year":"2020","unstructured":"Chang KC, Chu KC, Wang HC, Lin YC, Pan JS (2020) Energy saving technology of 5G base station based on internet of things collaborative control. IEEE Access 8:32935\u201332946","journal-title":"IEEE Access"},{"issue":"11","key":"3358_CR42","doi-asserted-by":"publisher","first-page":"629","DOI":"10.3390\/ijgi9110629","volume":"9","author":"T Pei","year":"2020","unstructured":"Pei T, Liu Y, Shu H, Ou Y, Wang M, Xu L (2020) What influences customer flows in shopping malls: Perspective from indoor positioning data. ISPRS Int J Geo-Inf 9(11):629","journal-title":"ISPRS Int J Geo-Inf"},{"issue":"11","key":"3358_CR43","doi-asserted-by":"publisher","first-page":"2033","DOI":"10.1109\/LCOMM.2013.091213.131042","volume":"17","author":"H Holtkamp","year":"2013","unstructured":"Holtkamp H, Auer G, Giannini V, Haas H (2013) A parameterized base station power model. IEEE Commun Lett 17(11):2033\u20132035","journal-title":"IEEE Commun Lett"},{"key":"3358_CR44","doi-asserted-by":"crossref","unstructured":"Kharitonov D (2012) Green telecom metrics in perspective. In: 2012 18th Asia-Pacific Conference on Communications (APCC). IEEE, pp 548\u2013553","DOI":"10.1109\/APCC.2012.6388255"},{"issue":"3","key":"3358_CR45","doi-asserted-by":"publisher","first-page":"657","DOI":"10.1109\/JSAC.2004.842536","volume":"23","author":"A Zemlianov","year":"2005","unstructured":"Zemlianov A, De Veciana G (2005) Capacity of ad hoc wireless networks with infrastructure support. IEEE J Sel Areas Commun 23(3):657\u2013667","journal-title":"IEEE J Sel Areas Commun"},{"key":"3358_CR46","doi-asserted-by":"publisher","first-page":"359","DOI":"10.1016\/j.cie.2015.04.012","volume":"85","author":"AW Mohamed","year":"2015","unstructured":"Mohamed AW (2015) An improved differential evolution algorithm with triangular mutation for global numerical optimization. Comput Ind Eng 85:359\u2013375","journal-title":"Comput Ind Eng"},{"key":"3358_CR47","doi-asserted-by":"publisher","first-page":"100768","DOI":"10.1016\/j.swevo.2020.100768","volume":"60","author":"TJ Choi","year":"2021","unstructured":"Choi TJ, Togelius J, Cheong YG (2021) A fast and efficient stochastic opposition-based learning for differential evolution in numerical optimization. Swarm Evol Comput 60 :100768","journal-title":"Swarm Evol Comput"},{"key":"3358_CR48","doi-asserted-by":"publisher","first-page":"100816","DOI":"10.1016\/j.swevo.2020.100816","volume":"61","author":"J Cheng","year":"2021","unstructured":"Cheng J, Pan Z, Liang H, Gao Z, Gao J (2021) Differential evolution algorithm with fitness and diversity ranking-based mutation operator. Swarm Evol Comput 61:100816","journal-title":"Swarm Evol Comput"},{"key":"3358_CR49","doi-asserted-by":"publisher","first-page":"100990","DOI":"10.1016\/j.swevo.2021.100990","volume":"69","author":"J Peng","year":"2022","unstructured":"Peng J, Li Y, Kang H, Shen Y, Sun X, Chen Q (2022) Impact of population topology on particle swarm optimization and its variants: an information propagation perspective. Swarm Evol Comput 69:100990","journal-title":"Swarm Evol Comput"}],"container-title":["Applied Intelligence"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10489-022-03358-x.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s10489-022-03358-x\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10489-022-03358-x.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,1,4]],"date-time":"2023-01-04T04:32:43Z","timestamp":1672806763000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s10489-022-03358-x"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,4,26]]},"references-count":49,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2023,1]]}},"alternative-id":["3358"],"URL":"https:\/\/doi.org\/10.1007\/s10489-022-03358-x","relation":{},"ISSN":["0924-669X","1573-7497"],"issn-type":[{"value":"0924-669X","type":"print"},{"value":"1573-7497","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,4,26]]},"assertion":[{"value":"7 February 2022","order":1,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"26 April 2022","order":2,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"All authors certify that they have no afiliations with or involvement in any organization or entity with any financial interest or non-financial interest in the subject matter or materials discussed in this manuscript.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"<!--Emphasis Type='Bold' removed-->Conflict of Interests"}}]}}