{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,25]],"date-time":"2026-03-25T14:49:16Z","timestamp":1774450156536,"version":"3.50.1"},"reference-count":22,"publisher":"Springer Science and Business Media LLC","issue":"35","license":[{"start":{"date-parts":[[2023,1,6]],"date-time":"2023-01-06T00:00:00Z","timestamp":1672963200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2023,1,6]],"date-time":"2023-01-06T00:00:00Z","timestamp":1672963200000},"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":["Neural Comput & Applic"],"published-print":{"date-parts":[[2023,12]]},"DOI":"10.1007\/s00521-022-08170-9","type":"journal-article","created":{"date-parts":[[2023,1,6]],"date-time":"2023-01-06T06:05:01Z","timestamp":1672985101000},"page":"24587-24594","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":7,"title":["Early warning control model and simulation study of engineering safety risk based on a convolutional neural network"],"prefix":"10.1007","volume":"35","author":[{"given":"Qixin","family":"Liu","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ziwei","family":"Chen","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2023,1,6]]},"reference":[{"issue":"12","key":"8170_CR1","doi-asserted-by":"publisher","first-page":"108102","DOI":"10.1016\/j.ress.2021.108102","volume":"218","author":"S Seo","year":"2022","unstructured":"Seo S, Yoon Y, Lee J, Na J, Lee C (2022) Deep neural network-based optimization framework for safety evacuation route during toxic gas leak incidents. Reliab Eng Syst Saf 218(12):108102","journal-title":"Reliab Eng Syst Saf"},{"key":"8170_CR2","doi-asserted-by":"publisher","first-page":"108324","DOI":"10.1109\/ACCESS.2020.3001306","volume":"8","author":"T Zhu","year":"2020","unstructured":"Zhu T, Yin X, Na X, Li B (2020) Research on a novel vehicle rollover risk warning algorithm based on support vector machine model. IEEE Access 8:108324\u2013108334","journal-title":"IEEE Access"},{"issue":"4","key":"8170_CR3","doi-asserted-by":"publisher","first-page":"85","DOI":"10.1109\/MVT.2019.2935793","volume":"14","author":"J Zhao","year":"2019","unstructured":"Zhao J, Ni S, Yang L, Zhang Z, Gong Y, You X (2019) Multiband cooperation for 5g hetnets: a promising network paradigm. IEEE Veh Technol Mag 14(4):85\u201393","journal-title":"IEEE Veh Technol Mag"},{"issue":"11","key":"8170_CR4","doi-asserted-by":"publisher","first-page":"7839","DOI":"10.1007\/s00500-019-03917-4","volume":"24","author":"T Shen","year":"2020","unstructured":"Shen T, Nagai Y, Gao C (2020) Design of building construction safety prediction model based on optimized BP neural network algorithm. Soft Comput 24(11):7839\u20137850","journal-title":"Soft Comput"},{"key":"8170_CR5","doi-asserted-by":"publisher","first-page":"39442","DOI":"10.1109\/ACCESS.2018.2855144","volume":"6","author":"L Zhang","year":"2018","unstructured":"Zhang L, Zhou G, Han Y, Lin H, Wu Y (2018) Application of internet of things technology and convolutional neural network model in bridge crack detection. IEEE Access 6:39442\u201339451","journal-title":"IEEE Access"},{"key":"8170_CR6","doi-asserted-by":"publisher","first-page":"101752","DOI":"10.1016\/j.phycom.2022.101752","volume":"53","author":"C Ge","year":"2022","unstructured":"Ge C, Rao Y, Ou J, Fan C, Ou J, Fan D (2022) Joint offloading design and bandwidth allocation for ris-aided multiuser mec networks. Phys Commun 53:101752","journal-title":"Phys Commun"},{"key":"8170_CR7","doi-asserted-by":"publisher","first-page":"17","DOI":"10.1016\/j.ress.2014.10.008","volume":"136","author":"NG Leveson","year":"2015","unstructured":"Leveson NG (2015) A systems approach to risk management through leading safety indicators. Reliab Eng Syst Saf 136:17\u201334","journal-title":"Reliab Eng Syst Saf"},{"issue":"6","key":"8170_CR8","doi-asserted-by":"publisher","first-page":"1082","DOI":"10.3390\/sym13061082","volume":"13","author":"F Meng","year":"2021","unstructured":"Meng F (2021) Safety warning model of coal face based on FCM fuzzy clustering and GA-BP neural network. Symmetry 13(6):1082","journal-title":"Symmetry"},{"key":"8170_CR9","first-page":"1","volume":"2022","author":"W Xu","year":"2022","unstructured":"Xu W, Yang Z, Ng DW-K, Levorato M, Eldar YC, Debbah M (2022) Edge learning for b5g networks with distributed signal processing: Semantic communication, edge computing, and wireless sensing. IEEE J Sel Top Signal Process 2022:1\u201310","journal-title":"IEEE J Sel Top Signal Process"},{"issue":"8","key":"8170_CR10","doi-asserted-by":"publisher","first-page":"7944","DOI":"10.1109\/TVT.2019.2917890","volume":"68","author":"J Zhao","year":"2019","unstructured":"Zhao J, Li Q, Gong Y, Zhang K (2019) Computation offloading and resource allocation for cloud assisted mobile edge computing in vehicular networks. IEEE Trans Veh Technol 68(8):7944\u20137956","journal-title":"IEEE Trans Veh Technol"},{"issue":"4","key":"8170_CR11","doi-asserted-by":"publisher","first-page":"2183","DOI":"10.1109\/TITS.2020.3012966","volume":"22","author":"J Zhao","year":"2020","unstructured":"Zhao J, Sun X, Li Q, Ma X (2020) Edge caching and computation management for real-time internet of vehicles: an online and distributed approach. IEEE Trans Intell Transp Syst 22(4):2183\u20132197","journal-title":"IEEE Trans Intell Transp Syst"},{"key":"8170_CR12","doi-asserted-by":"crossref","unstructured":"Liu W, Chen Z, Zheng M (2020) An audio-based fault diagnosis method for quadrotors using convolutional neural network and transfer learning. In: 2020 American Control Conference, ACC 2020, Denver, CO, USA, July 1\u20133, 2020. IEEE, 2020, pp 1367\u20131372","DOI":"10.23919\/ACC45564.2020.9148044"},{"issue":"1","key":"8170_CR13","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1186\/s13634-022-00876-1","volume":"2022","author":"L Zhang","year":"2022","unstructured":"Zhang L, Zhou W, Xia J, Gao C, Zhu F, Fan C, Ou J (2022) Dqn-based mobile edge computing for smart internet of vehicle. EURASIP J Adv Signal Process 2022(1):1\u201316","journal-title":"EURASIP J Adv Signal Process"},{"issue":"8","key":"8170_CR14","doi-asserted-by":"publisher","first-page":"1763","DOI":"10.1109\/JSAC.2020.3000809","volume":"38","author":"X Hu","year":"2020","unstructured":"Hu X, Zhong C, Zhu Y, Chen X, Zhang Z (2020) Programmable metasurface-based multicast systems: design and analysis. IEEE J Sel Areas Commun 38(8):1763\u20131776","journal-title":"IEEE J Sel Areas Commun"},{"issue":"12","key":"8170_CR15","doi-asserted-by":"publisher","first-page":"7948","DOI":"10.1109\/TCOMM.2020.3020577","volume":"68","author":"X Hu","year":"2020","unstructured":"Hu X, Zhong C, Zhang Y, Chen X, Zhang Z (2020) Location information aided multiple intelligent reflecting surface systems. IEEE Trans Commun 68(12):7948\u20137962","journal-title":"IEEE Trans Commun"},{"issue":"12","key":"8170_CR16","doi-asserted-by":"publisher","first-page":"222303","DOI":"10.1007\/s11432-020-3033-3","volume":"63","author":"X Hu","year":"2020","unstructured":"Hu X, Wang J, Zhong C (2020) Statistical CSI based design for intelligent reflecting surface assisted MISO systems. Sci China Inf Sci 63(12):222303","journal-title":"Sci China Inf Sci"},{"key":"8170_CR17","doi-asserted-by":"crossref","unstructured":"Tang S, Xia J, Fan L, Lei X, Xu W, Nallanathan A (2022) A Dilated convolution based CSI feedback compression for massive MIMO systems. IEEE Trans Veh Technol","DOI":"10.1109\/TVT.2022.3183596"},{"issue":"1","key":"8170_CR18","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1186\/s13634-022-00867-2","volume":"2022","author":"J Lu","year":"2022","unstructured":"Lu J, Chen L, Xia J, Zhu F, Tang M, Fan C, Ou J (2022) Analytical offloading design for mobile edge computing-based smart internet of vehicle. EURASIP J Adv Signal Process 2022(1):1\u201319","journal-title":"EURASIP J Adv Signal Process"},{"key":"8170_CR19","doi-asserted-by":"publisher","first-page":"113244","DOI":"10.1016\/j.eswa.2020.113244","volume":"150","author":"R He","year":"2020","unstructured":"He R, Li X, Chen G, Chen G, Liu Y (2020) Generative adversarial network-based semi-supervised learning for real-time risk warning of process industries. Expert Syst Appl 150:113244","journal-title":"Expert Syst Appl"},{"issue":"5","key":"8170_CR20","doi-asserted-by":"publisher","first-page":"3433","DOI":"10.1007\/s00521-021-05755-8","volume":"34","author":"Y Liang","year":"2022","unstructured":"Liang Y, Liu Q (2022) Early warning and real-time control of construction safety risk of underground engineering based on building information modeling and internet of things. Neural Comput Appl 34(5):3433\u20133442","journal-title":"Neural Comput Appl"},{"key":"8170_CR21","first-page":"1","volume":"25","author":"L Chen","year":"2021","unstructured":"Chen L, Zhao R, He K, Zhao Z, Fan L (2021) Intelligent ubiquitous computing for future uav-enabled mec network systems. Cluster Comput 25:1\u201311","journal-title":"Cluster Comput"},{"key":"8170_CR22","doi-asserted-by":"crossref","unstructured":"Lai X, Xia J, Fan L, Duong TQ, Nallanathan A (2022) Outdated access point selection for mobile edge computing with cochannel interference. IEEE Trans Veh Technol","DOI":"10.1109\/TVT.2022.3167405"}],"container-title":["Neural Computing and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-022-08170-9.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s00521-022-08170-9\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-022-08170-9.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,11,16]],"date-time":"2023-11-16T12:03:09Z","timestamp":1700136189000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s00521-022-08170-9"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,1,6]]},"references-count":22,"journal-issue":{"issue":"35","published-print":{"date-parts":[[2023,12]]}},"alternative-id":["8170"],"URL":"https:\/\/doi.org\/10.1007\/s00521-022-08170-9","relation":{},"ISSN":["0941-0643","1433-3058"],"issn-type":[{"value":"0941-0643","type":"print"},{"value":"1433-3058","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,1,6]]},"assertion":[{"value":"25 July 2022","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"6 December 2022","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"6 January 2023","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The author(s) declare(s) that there are no conflicts of interest regarding the publication of this paper.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}]}}