{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,16]],"date-time":"2026-02-16T18:48:49Z","timestamp":1771267729675,"version":"3.50.1"},"reference-count":44,"publisher":"Springer Science and Business Media LLC","issue":"6","license":[{"start":{"date-parts":[[2023,4,28]],"date-time":"2023-04-28T00:00:00Z","timestamp":1682640000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2023,4,28]],"date-time":"2023-04-28T00:00:00Z","timestamp":1682640000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"funder":[{"name":"Communication Soft Science Program of Ministry of Industry and Information Technology of China","award":["No. 2022-R-43"],"award-info":[{"award-number":["No. 2022-R-43"]}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Wireless Netw"],"published-print":{"date-parts":[[2024,8]]},"DOI":"10.1007\/s11276-023-03339-z","type":"journal-article","created":{"date-parts":[[2023,4,28]],"date-time":"2023-04-28T16:02:12Z","timestamp":1682697732000},"page":"5743-5757","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["An edge server deployment approach for delay reduction and reliability enhancement in the industrial internet"],"prefix":"10.1007","volume":"30","author":[{"given":"Zhongmin","family":"Wang","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7624-3752","authenticated-orcid":false,"given":"Yichi","family":"Zhou","sequence":"additional","affiliation":[]},{"given":"Xiaomin","family":"Jin","sequence":"additional","affiliation":[]},{"given":"Yanping","family":"Chen","sequence":"additional","affiliation":[]},{"given":"Chen","family":"Lu","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2023,4,28]]},"reference":[{"issue":"3","key":"3339_CR1","doi-asserted-by":"publisher","first-page":"1504","DOI":"10.1109\/COMST.2017.2691349","volume":"19","author":"J Li","year":"2017","unstructured":"Li, J., Yu, F., Deng, G., Luo, C., Ming, Z., & Yan, Q. (2017). Industrial internet: A survey on the enabling technologies, applications, and challenges. IEEE Communications Surveys and Tutorials, 19(3), 1504\u20131526.","journal-title":"IEEE Communications Surveys and Tutorials"},{"issue":"4","key":"3339_CR2","doi-asserted-by":"publisher","first-page":"1563","DOI":"10.1007\/s11276-022-02920-2","volume":"28","author":"X Jin","year":"2022","unstructured":"Jin, X., Hua, W., Wang, Z., & Chen, Y. (2022). A survey of research on computation offloading in mobile cloud computing. Wireless Networks, 28(4), 1563\u20131585.","journal-title":"Wireless Networks"},{"issue":"5","key":"3339_CR3","doi-asserted-by":"publisher","first-page":"2985","DOI":"10.1109\/TII.2020.3023507","volume":"17","author":"M Serror","year":"2021","unstructured":"Serror, M., Hack, S., Henze, M., Schuba, M., & Wehrle, K. (2021). Challenges and opportunities in securing the industrial internet of things. IEEE Transactions on Industrial Informatics, 17(5), 2985\u20132996.","journal-title":"IEEE Transactions on Industrial Informatics"},{"issue":"8","key":"3339_CR4","doi-asserted-by":"publisher","first-page":"6077","DOI":"10.1007\/s11276-020-02418-9","volume":"26","author":"Z Wang","year":"2020","unstructured":"Wang, Z., Gao, F., & Jin, X. (2020). Optimal deployment of cloudlets based on cost and latency in Internet of Things networks. Wireless Network, 26(8), 6077\u20136093.","journal-title":"Wireless Network"},{"key":"3339_CR5","doi-asserted-by":"crossref","unstructured":"Gedeon, J., Stein, M., Krisztinkovics, J., Felka, P., Keller, K., Meurisch, C., Wang, L., & M\u00fchlh\u00e4user, M. (2018). From cell towers to smart street lamps: Placing cloudlets on existing urban infrastructures. In 3rd ACM\/IEEE Symposium on Edge Computing (SEC 2018), IEEE (pp. 182\u2013202).","DOI":"10.1109\/SEC.2018.00021"},{"issue":"4","key":"3339_CR6","doi-asserted-by":"publisher","first-page":"1031","DOI":"10.1109\/TPDS.2016.2604803","volume":"28","author":"H Yin","year":"2017","unstructured":"Yin, H., Zhang, X., Liu, H., Luo, Y., Tian, C., Zhao, S., & Li, F. (2017). Edge provisioning with flexible server placement. IEEE Transactions on Parallel and Distributed Systems, 28(4), 1031\u20131045.","journal-title":"IEEE Transactions on Parallel and Distributed Systems"},{"issue":"2","key":"3339_CR7","doi-asserted-by":"publisher","first-page":"787","DOI":"10.1109\/TNSM.2018.2816263","volume":"15","author":"M Bouet","year":"2018","unstructured":"Bouet, M., & Conan, V. (2018). Mobile edge computing resources optimization: A geo-clustering approach. IEEE Transactions on Network and Service Management, 15(2), 787\u2013796.","journal-title":"IEEE Transactions on Network and Service Management"},{"issue":"7","key":"3339_CR8","first-page":"3329","volume":"11","author":"J Jiao","year":"2017","unstructured":"Jiao, J., Chen, L., Hong, X., & Shi, J. (2017). A heuristic algorithm for optimal facility placement in mobile edge networks. KSII Transactions on Internet and Information Systems (TIIS), 11(7), 3329\u20133350.","journal-title":"KSII Transactions on Internet and Information Systems (TIIS)"},{"key":"3339_CR9","volume-title":"Facility location: Concepts, models, algorithms and case studies","year":"2009","unstructured":"Farahani, R., & Hekmatfar, M. (Eds.). (2009). Facility location: Concepts, models, algorithms and case studies. Berlin: Springer."},{"key":"3339_CR10","doi-asserted-by":"publisher","DOI":"10.1002\/spe.2685","author":"Y Guo","year":"2019","unstructured":"Guo, Y., Wang, S., Zhou, A., Xu, J., Yuan, J., & Hsu, C. (2019). User allocation-aware edge cloud placement in mobile edge computing. Software Practice and Experience. https:\/\/doi.org\/10.1002\/spe.2685","journal-title":"Software Practice and Experience"},{"issue":"4","key":"3339_CR11","doi-asserted-by":"publisher","first-page":"725","DOI":"10.1109\/TCC.2015.2449834","volume":"5","author":"M Jia","year":"2017","unstructured":"Jia, M., Cao, J., & Liang, W. (2017). Optimal cloudlet placement and user to cloudlet allocation in wireless metropolitan area networks. IEEE Transactions on Cloud Computing, 5(4), 725\u2013737.","journal-title":"IEEE Transactions on Cloud Computing"},{"key":"3339_CR12","doi-asserted-by":"publisher","first-page":"160","DOI":"10.1016\/j.jpdc.2018.06.008","volume":"127","author":"S Wang","year":"2019","unstructured":"Wang, S., Zhao, Y., Xu, J., Yuan, J., & Hsu, C. (2019). Edge server placement in mobile edge computing. Journal of Parallel and Distributed Computing, 127, 160\u2013168.","journal-title":"Journal of Parallel and Distributed Computing"},{"key":"3339_CR13","unstructured":"Liu, J., Paul, U., Troia, S., Falowo, O., & Maier, G. (2018). K-means based spatial base station clustering for facility location problem in 5G. In Proceedings of Southern Africa Telecommunication Networks and Applications Conference, SATNAC (pp. 406\u2013409)."},{"key":"3339_CR14","doi-asserted-by":"crossref","unstructured":"Mohan, N., Zavodovski, A., Zhou, P., & Kangasharju, J. (2018). Anveshak: Placing edge servers in the wild. In Proceedings of the 2018 Workshop on Mobile Edge Communications, ACM, United States (pp. 7\u201312).","DOI":"10.1145\/3229556.3229560"},{"issue":"3","key":"3339_CR15","doi-asserted-by":"publisher","first-page":"177","DOI":"10.1109\/MNET.2019.1800137","volume":"33","author":"H Sinky","year":"2019","unstructured":"Sinky, H., Khalfi, B., Hamdaoui, B., & Rayes, A. (2019). Adaptive edge-centric cloud content placement for responsive smart cities. IEEE Network, 33(3), 177\u2013183.","journal-title":"IEEE Network"},{"issue":"16","key":"3339_CR16","doi-asserted-by":"publisher","first-page":"e3975","DOI":"10.1002\/cpe.3975","volume":"29","author":"H Yao","year":"2017","unstructured":"Yao, H., Bai, C., Xiong, M., Zeng, D., & Fu, Z. (2017). Heterogeneous cloudlet deployment and user-cloudlet association toward cost effective fog computing. Concurrency and Computation: Practice and Experience, 29(16), e3975.","journal-title":"Concurrency and Computation: Practice and Experience"},{"issue":"1","key":"3339_CR17","doi-asserted-by":"publisher","first-page":"32","DOI":"10.3390\/s19010032","volume":"19","author":"F Zeng","year":"2018","unstructured":"Zeng, F., Ren, Y., Deng, X., & Li, W. (2018). Cost-effective edge server placement in wireless metropolitan area networks. Sensors, 19(1), 32.","journal-title":"Sensors"},{"issue":"8","key":"3339_CR18","doi-asserted-by":"publisher","first-page":"4037","DOI":"10.1007\/s11227-018-2412-8","volume":"74","author":"L Chen","year":"2018","unstructured":"Chen, L., Wu, J., Zhou, G., & Ma, L. (2018). QUICK: QoS-guaranteed efficient cloudlet placement in wireless metropolitan area networks. The Journal of Supercomputing, 74(8), 4037\u20134059.","journal-title":"The Journal of Supercomputing"},{"issue":"18","key":"3339_CR19","doi-asserted-by":"publisher","first-page":"3975","DOI":"10.3390\/s19183975","volume":"19","author":"I LeyvaPupo","year":"2019","unstructured":"LeyvaPupo, I., Santoyo-Gonz\u00e1lez, A., & Cervell\u00f3-Pastor, C. (2019). A framework for the joint placement of edge service infrastructure and user plane functions for 5G. Sensors, 19(18), 3975.","journal-title":"Sensors"},{"issue":"11","key":"3339_CR20","doi-asserted-by":"publisher","first-page":"2445","DOI":"10.3390\/s19112445","volume":"19","author":"D Silva","year":"2019","unstructured":"Silva, D., & Fonseca, N. (2019). On the location of fog nodes in fog-cloud infrastructures. Sensors, 19(11), 2445.","journal-title":"Sensors"},{"key":"3339_CR21","doi-asserted-by":"crossref","unstructured":"Meng, J., Shi, W., Tan, H., & Li, X. (2017). Cloudlet placement and minimum-delay routing in cloudlet computing. In 3rd International Conference on Big Data Computing and Communications, IEEE (pp. 297\u2013304).","DOI":"10.1109\/BIGCOM.2017.58"},{"key":"3339_CR22","doi-asserted-by":"crossref","unstructured":"Mondal, S., Das, G., & Wong, E. (2018). CCOMPASSION: A hybrid cloudlet placement framework over passive optical access networks. In IEEE INFOCOM 2018 IEEE Conference on Computer Communications (pp. 216\u2013224).","DOI":"10.1109\/INFOCOM.2018.8485846"},{"issue":"1","key":"3339_CR23","doi-asserted-by":"publisher","first-page":"140","DOI":"10.1109\/MWC.2017.1700011","volume":"25","author":"A Machen","year":"2018","unstructured":"Machen, A., Wang, S., Leung, K., Ko, B., & Salonidis, T. (2018). Live service migration in mobile edge clouds. IEEE Wireless Communications, 25(1), 140\u2013147.","journal-title":"IEEE Wireless Communications"},{"issue":"3","key":"3339_CR24","doi-asserted-by":"publisher","first-page":"2178","DOI":"10.1109\/TCC.2020.3008440","volume":"10","author":"G Cui","year":"2020","unstructured":"Cui, G., He, Q., Chen, F., Jin, H., & Yang, Y. (2020). Trading off between user coverage and network robustness for edge server placement. IEEE Transactions on Cloud Computing, 10(3), 2178\u20132189.","journal-title":"IEEE Transactions on Cloud Computing"},{"key":"3339_CR25","doi-asserted-by":"crossref","unstructured":"Li, B., Wang, K., Xue, D., & Pei, Y. (2018). K-means based edge server deployment algorithm for edge computing environments. In 2018 IEEE SmartWorld, Ubiquitous Intelligence & Computing, Advanced & Trusted Computing, Scalable Computing & Communications, Cloud & Big Data Computing, Internet of People and Smart City Innovation (SmartWorld\/SCALCOM\/UIC\/ATC\/CBDCom\/IOP\/SCI) IEEE (pp. 1169\u20131174).","DOI":"10.1109\/SmartWorld.2018.00203"},{"key":"3339_CR26","doi-asserted-by":"crossref","unstructured":"Ma, L., Wu, J., Chen, L., & Liu, Z. (2017). Fast algorithms for capacitated cloudlet placements. In IEEE 21st International Conference on Computer Supported Cooperative Work in Design (pp. 439\u2013444).","DOI":"10.1109\/CSCWD.2017.8066734"},{"issue":"10","key":"3339_CR27","doi-asserted-by":"publisher","first-page":"2866","DOI":"10.1109\/TPDS.2015.2510638","volume":"27","author":"Z Xu","year":"2016","unstructured":"Xu, Z., Liang, W., Xu, W., Jia, M., & Guo, S. (2016). Efficient algorithms for capacitated cloudlet placements. IEEE Transactions on Parallel and Distributed Systems, 27(10), 2866\u20132880.","journal-title":"IEEE Transactions on Parallel and Distributed Systems"},{"key":"3339_CR28","doi-asserted-by":"crossref","unstructured":"Li, Y., & Wang, S. (2018). An energy-aware edge server placement algorithm in mobile edge computing. In 2018 IEEE International Conference on Edge Computing (EDGE), IEEE (pp. 66\u201373).","DOI":"10.1109\/EDGE.2018.00016"},{"key":"3339_CR29","doi-asserted-by":"crossref","unstructured":"Fan, Q., & Ansari, N. (2017). Cost aware cloudlet placement for big data processing at the edge. In 2017 IEEE International Conference on Communications, ICC (pp. 1\u20136).","DOI":"10.1109\/ICC.2017.7996722"},{"issue":"6","key":"3339_CR30","doi-asserted-by":"publisher","first-page":"6172","DOI":"10.1109\/TVT.2021.3078482","volume":"70","author":"Y Xun","year":"2021","unstructured":"Xun, Y., Qin, J., & Liu, J. (2021). Deep learning enhanced driving behavior evaluation based on vehicle-edge-cloud architecture. IEEE Transactions on Vehicular Technology, 70(6), 6172\u20136177.","journal-title":"IEEE Transactions on Vehicular Technology"},{"issue":"5","key":"3339_CR31","doi-asserted-by":"publisher","first-page":"637","DOI":"10.1109\/JIOT.2016.2579198","volume":"3","author":"W Shi","year":"2016","unstructured":"Shi, W., Cao, J., Zhang, Q., Li, Y., & Xu, L. (2016). Edge computing: Vision and challenges. IEEE Internet of Things Journal, 3(5), 637\u2013646.","journal-title":"IEEE Internet of Things Journal"},{"key":"3339_CR32","doi-asserted-by":"crossref","unstructured":"Bhatta, D., & Mashayekhy, L. (2019). Generalized cost-aware cloudlet placement for vehicular edge computing systems. In: 2019 IEEE International Conference on Cloud Computing Technology and Science, CloudCom (pp. 159\u2013166).","DOI":"10.1109\/CloudCom.2019.00033"},{"key":"3339_CR33","doi-asserted-by":"crossref","unstructured":"Charikar, M., Guha, S., Tardos, \u00c9., & Shmoys, D. (1999). A constantfactor approximation algorithm for the k-median problem. In Proceedings of the 31th ACM symposium on Theory of computing, ACM (pp. 1\u201310).","DOI":"10.1145\/301250.301257"},{"key":"3339_CR34","doi-asserted-by":"crossref","unstructured":"Chaudhary, D., Tailor, A., & Sharma, V. (2019). HyGADE: Hybrid of genetic algorithm and differential evolution algorithm. In: 2019 10th International Conference on Computing, Communication and Networking Technologies (ICCCNT). IEEE (pp. 1\u20134).","DOI":"10.1109\/ICCCNT45670.2019.8944822"},{"key":"3339_CR35","doi-asserted-by":"crossref","unstructured":"Chaudhary, D., Tailor, A., & Sharma, V. (2019). HyGADE: Hybrid of genetic algorithm and differential evolution algorithm. In 2019 10th International Conference on Computing, Communication and Networking Technologies (ICCCNT). IEEE (pp. 1\u20134)","DOI":"10.1109\/ICCCNT45670.2019.8944822"},{"key":"3339_CR36","doi-asserted-by":"crossref","unstructured":"Bharot, N., & Shukla, S. (2020). A review on task scheduling in cloud computing using parallel genetic algorithm. In 2020 International Conference on Computing and Information Technology (ICCIT-1441). IEEE (pp. 1\u20134).","DOI":"10.1109\/ICCIT-144147971.2020.9213822"},{"key":"3339_CR37","doi-asserted-by":"crossref","unstructured":"Martin, B., Marot, J., & Bourennane, S. (2018). Improved discrete grey wolf optimizer. In: 2018 European Signal Processing Conference (EUSIPCO). IEEE (pp. 494\u2013498).","DOI":"10.23919\/EUSIPCO.2018.8552925"},{"key":"3339_CR38","doi-asserted-by":"crossref","unstructured":"Ming, L., Wang, Y., & Cheung, Y. (2006). On convergence rate of a class of genetic algorithms. In 2006 World Automation Congress. IEEE (pp. 1\u20136).","DOI":"10.1109\/WAC.2006.376051"},{"key":"3339_CR39","doi-asserted-by":"crossref","unstructured":"Wang, Z., & Rajasekaran, S. (2019). Efcient randomized feature selection algorithms. In 2019 IEEE International Conference on High Performance Computing and Communications. IEEE (pp. 796\u2013803).","DOI":"10.1109\/HPCC\/SmartCity\/DSS.2019.00117"},{"key":"3339_CR40","doi-asserted-by":"crossref","unstructured":"Kupriyashina, N, & Kupriyashin, M. (2021). Evaluating the probability of successful knapsack cipher system analysis with genetic algorithms. In 2021 IEEE Conference of Russian Young Researchers in Electrical and Electronic Engineering. IEEE (pp. 2372\u20132376).","DOI":"10.1109\/ElConRus51938.2021.9396359"},{"key":"3339_CR41","doi-asserted-by":"crossref","unstructured":"Patra, M., Patel, D., & Sahoo, B. (2020). A randomized algorithm for load balancing in containerized cloud. In 2020 International Conference on Cloud Computing, Data Science & Engineering. IEEE (pp. 410\u2013414).","DOI":"10.1109\/ICICT48043.2020.9112525"},{"issue":"1","key":"3339_CR42","doi-asserted-by":"publisher","first-page":"268","DOI":"10.1093\/molbev\/msu300","volume":"32","author":"L Nguyen","year":"2014","unstructured":"Nguyen, L., Schmidt, H., Haeseler, A., & Minh, B. (2014). IQ-TREE: A fast and effective stochastic algorithm for estimating maximum-likelihood phylogenies. Molecular Biology and Evolution, 32(1), 268\u2013274.","journal-title":"Molecular Biology and Evolution"},{"key":"3339_CR43","doi-asserted-by":"publisher","first-page":"604","DOI":"10.1016\/j.asoc.2015.02.006","volume":"30","author":"JY Ding","year":"2015","unstructured":"Ding, J. Y., Chiong, R., Zhang, R., et al. (2015). An improved iterated greedy algorithm with a tabu-based reconstruction strategy for the no-wait flowshop scheduling problem. Applied Soft Computing, 30, 604\u2013613.","journal-title":"Applied Soft Computing"},{"key":"3339_CR44","doi-asserted-by":"publisher","first-page":"413","DOI":"10.1016\/j.comcom.2019.12.014","volume":"150","author":"K Wang","year":"2020","unstructured":"Wang, K. (2020). Migration strategy of cloud collaborative computing for delay-sensitive industrial iot applications in the context of intelligent manufacturing. Computer Communications, 150, 413\u2013420.","journal-title":"Computer Communications"}],"container-title":["Wireless Networks"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11276-023-03339-z.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s11276-023-03339-z\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11276-023-03339-z.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,8,2]],"date-time":"2024-08-02T16:37:26Z","timestamp":1722616646000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s11276-023-03339-z"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,4,28]]},"references-count":44,"journal-issue":{"issue":"6","published-print":{"date-parts":[[2024,8]]}},"alternative-id":["3339"],"URL":"https:\/\/doi.org\/10.1007\/s11276-023-03339-z","relation":{},"ISSN":["1022-0038","1572-8196"],"issn-type":[{"value":"1022-0038","type":"print"},{"value":"1572-8196","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,4,28]]},"assertion":[{"value":"29 March 2023","order":1,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"28 April 2023","order":2,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}