{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,9]],"date-time":"2026-03-09T21:31:18Z","timestamp":1773091878463,"version":"3.50.1"},"reference-count":24,"publisher":"Springer Science and Business Media LLC","issue":"5","license":[{"start":{"date-parts":[[2021,1,20]],"date-time":"2021-01-20T00:00:00Z","timestamp":1611100800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2021,1,20]],"date-time":"2021-01-20T00:00:00Z","timestamp":1611100800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"funder":[{"DOI":"10.13039\/501100010240","name":"National Planning Office of Philosophy and Social Science","doi-asserted-by":"publisher","award":["19ZDA082"],"award-info":[{"award-number":["19ZDA082"]}],"id":[{"id":"10.13039\/501100010240","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Neural Comput &amp; Applic"],"published-print":{"date-parts":[[2022,3]]},"DOI":"10.1007\/s00521-021-05712-5","type":"journal-article","created":{"date-parts":[[2021,1,20]],"date-time":"2021-01-20T22:02:35Z","timestamp":1611180155000},"page":"3365-3374","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":18,"title":["The improved genetic and BP hybrid algorithm and neural network economic early warning system"],"prefix":"10.1007","volume":"34","author":[{"given":"Xinzhe","family":"Yin","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jinghua","family":"Li","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Shoujun","family":"Huang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2021,1,20]]},"reference":[{"issue":"5","key":"5712_CR1","first-page":"052057","volume":"227","author":"Y Liu","year":"2019","unstructured":"Liu Y, Lu S (2019) Early-warning of socioeconomic-traffic resource-environment compound system carrying capacity in Yangtze River Economic Belt. IopConf 227(5):052057","journal-title":"IopConf"},{"issue":"2","key":"5712_CR2","first-page":"125","volume":"27","author":"A Faraz","year":"2015","unstructured":"Faraz A, Saniga E (2015) Economic statistical design of a T2 control chart with double warning lines. QualReliabEngInt 27(2):125\u2013139","journal-title":"QualReliabEngInt"},{"issue":"4","key":"5712_CR3","first-page":"265","volume":"23","author":"L Ma","year":"2017","unstructured":"Ma L, Wang B, Yan S et al (2017) Temperature error correction based on BP neural network in meteorological wireless sensor network. Int J SensNetw 23(4):265","journal-title":"Int J SensNetw"},{"issue":"4","key":"5712_CR4","doi-asserted-by":"publisher","first-page":"646","DOI":"10.1108\/K-09-2014-0201","volume":"44","author":"Z Cheng","year":"2015","unstructured":"Cheng Z, Juncheng T (2015) Adaptive combination forecasting model for China\u2019s logistics freight volume based on an improved PSO-BP neural network. Kybernetes 44(4):646\u2013666","journal-title":"Kybernetes"},{"key":"5712_CR5","doi-asserted-by":"publisher","first-page":"93","DOI":"10.1016\/j.ijpe.2016.01.016","volume":"174","author":"X Li","year":"2016","unstructured":"Li X, Gao L (2016) An effective hybrid genetic algorithm and tabu search for flexible job shop scheduling problem. Int J Prod Econ 174:93\u2013110","journal-title":"Int J Prod Econ"},{"key":"5712_CR6","doi-asserted-by":"crossref","unstructured":"Huang DZ, Ren-Xi Gong\u2020, Gong S (2015) Prediction of Wind Power by Chaos and BP Artificial Neural Networks Approach Based on Genetic Algorithm. Journal of Electrical Engineering & Technology, 10(1):41\u201346.","DOI":"10.5370\/JEET.2015.10.1.041"},{"issue":"3","key":"5712_CR7","first-page":"3782","volume":"5","author":"K Ostad-Ali-Askari","year":"2015","unstructured":"Ostad-Ali-Askari K, Akbari N, Shayannejad M (2015) Study of modifications of the river physical specifications on muskingum coefficients, through employment of genetic algorithm. Int J Drug Dev Res 5(3):3782\u20133785","journal-title":"Int J Drug Dev Res"},{"key":"5712_CR8","doi-asserted-by":"publisher","first-page":"370","DOI":"10.1016\/j.envsoft.2014.09.010","volume":"69","author":"W Bi","year":"2015","unstructured":"Bi W, Dandy GC, Maier HR (2015) Improved genetic algorithm optimization of water distribution system design by incorporating domain knowledge. Environ Model Softw 69:370\u2013381","journal-title":"Environ Model Softw"},{"key":"5712_CR9","doi-asserted-by":"publisher","first-page":"135","DOI":"10.1016\/j.enbuild.2014.11.063","volume":"88","author":"W Yu","year":"2015","unstructured":"Yu W, Li B, Jia H et al (2015) Application of multi-objective genetic algorithm to optimize energy efficiency and thermal comfort in building design. Energy Build 88:135\u2013143","journal-title":"Energy Build"},{"issue":"1","key":"5712_CR10","first-page":"1","volume":"21","author":"M Shayannejad","year":"2015","unstructured":"Shayannejad M, Akbari N, Askari KOA (2015) Determination of the nonlinear muskingum model coefficients using genetic algorithm and numerical solution of the continuity equation. Int J Sci Basic Appl Res (IJSBAR) 21(1):1\u201314","journal-title":"Int J Sci Basic Appl Res (IJSBAR)"},{"issue":"6","key":"5712_CR11","first-page":"46","volume":"8","author":"X Changyi","year":"2015","unstructured":"Changyi X, Lihua Z, Minzan L et al (2015) Apple detection from apple tree image based on BP neural network and Hough transform. Int J AgricBiolEng 8(6):46\u201353","journal-title":"Int J AgricBiolEng"},{"issue":"s2","key":"5712_CR12","doi-asserted-by":"publisher","first-page":"S231","DOI":"10.3233\/THC-150958","volume":"23","author":"J Fan","year":"2015","unstructured":"Fan J, Zhong J, Zhao J et al (2015) BP neural network tuned PID controller for position tracking of a pneumatic artificial muscle. Technol Health care Off J EurSocEng Med 23(s2):S231\u2013S238","journal-title":"Technol Health care Off J EurSocEng Med"},{"key":"5712_CR13","doi-asserted-by":"publisher","first-page":"400","DOI":"10.1016\/j.nucengdes.2017.06.013","volume":"320","author":"D Ma","year":"2017","unstructured":"Ma D, Zhou T, Chen J et al (2017) Supercritical water heat transfer coefficient prediction analysis based on BP neural network. Nuclear Eng Design 320:400\u2013408","journal-title":"Nuclear Eng Design"},{"issue":"4","key":"5712_CR14","first-page":"265","volume":"23","author":"B Wang","year":"2017","unstructured":"Wang B, Gu X, Ma L et al (2017) Temperature error correction based on BP neural network in meteorological wireless sensor network. Int J SensNetw 23(4):265","journal-title":"Int J SensNetw"},{"key":"5712_CR15","doi-asserted-by":"crossref","unstructured":"Liu J, Wang H, Sun Y, et al. (2015) Real-Coded Quantum-Inspired Genetic Algorithm-Based BP Neural Network Algorithm. Mathematical Problems in Engineering, 2015(pt.1):571295.1\u2013571295.10.","DOI":"10.1155\/2015\/571295"},{"issue":"9","key":"5712_CR16","doi-asserted-by":"publisher","first-page":"11961","DOI":"10.1007\/s11042-016-3776-5","volume":"76","author":"T Liu","year":"2017","unstructured":"Liu T, Yin S (2017) An improved particle swarm optimization algorithm used for BP neural network and multimedia course-ware evaluation. Multimed Tools Appl 76(9):11961\u201311974","journal-title":"Multimed Tools Appl"},{"key":"5712_CR17","doi-asserted-by":"publisher","first-page":"1981","DOI":"10.1007\/s00521-019-04379-3","volume":"32","author":"M Du","year":"2020","unstructured":"Du M, Luo J, Wang S et al (2020) Genetic algorithm combined with BP neural network in hospital drug inventory management system. Neural ComputAppl 32:1981\u20131994","journal-title":"Neural ComputAppl"},{"key":"5712_CR18","unstructured":"J. L\u00fc, Xie R, Zhou W, et al. Application of LM-BP neural network in simulation of shear wave velocity of shale formation. Zhongguo Shiyou Daxue Xuebao (Ziran Kexue Ban)\/Journal of China University of Petroleum (Edition of Natural Science), 2017, 41(3):75\u201383."},{"issue":"4","key":"5712_CR19","first-page":"534","volume":"41","author":"WAN Chen","year":"2015","unstructured":"Chen WAN, Jianfeng LI, Yong ZHAO (2015) Prediction of Dam Settlement Using Metabolism BP Neural Network and Markov Chain. J Yangtze River Sci Res Inst 41(4):534\u2013541","journal-title":"J Yangtze River Sci Res Inst"},{"issue":"s1","key":"5712_CR20","first-page":"154","volume":"89","author":"T Ji","year":"2015","unstructured":"Ji T, Lu S, Tang M et al (2015) Application of BP neural network model in fracturing productivity prediction of fuyu tight oil reservoir in jilin oilfield. ActaGeolSinica English Ed 89(s1):154\u2013155","journal-title":"ActaGeolSinica English Ed"},{"issue":"5","key":"5712_CR21","first-page":"17","volume":"42","author":"S Wang","year":"2015","unstructured":"Wang S, Chen D, Wei M et al (2015) Application of fluorescence spectroscopy and PSO-BP neural network in the detection of potassium sorbate concentration. Chin J Lasers 42(5):17\u201334","journal-title":"Chin J Lasers"},{"issue":"2","key":"5712_CR22","doi-asserted-by":"publisher","first-page":"1869","DOI":"10.1007\/s11063-019-10172-z","volume":"51","author":"S Panda","year":"2020","unstructured":"Panda S, Panda G (2020) Performance evaluation of a new BP algorithm for a modified artificial neural network. Neural Process Lett 51(2):1869\u20131889","journal-title":"Neural Process Lett"},{"issue":"5","key":"5712_CR23","first-page":"1289","volume":"11","author":"J Li","year":"2016","unstructured":"Li J, Guo B, Shen Y et al (2016) A modeling approach for energy saving based on GA-BP neural network. J ElectrEngTechnol 11(5):1289\u20131298","journal-title":"J ElectrEngTechnol"},{"key":"5712_CR24","doi-asserted-by":"crossref","unstructured":"Wang W, Tang R, Li C, et al. (2018) A BP neural network model optimized by Mind Evolutionary Algorithm for predicting the ocean wave heights. Ocean Engineering, 162(aug.15):98\u2013107.","DOI":"10.1016\/j.oceaneng.2018.04.039"}],"container-title":["Neural Computing and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-021-05712-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s00521-021-05712-5\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-021-05712-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,2,24]],"date-time":"2022-02-24T06:30:25Z","timestamp":1645684225000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s00521-021-05712-5"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,1,20]]},"references-count":24,"journal-issue":{"issue":"5","published-print":{"date-parts":[[2022,3]]}},"alternative-id":["5712"],"URL":"https:\/\/doi.org\/10.1007\/s00521-021-05712-5","relation":{},"ISSN":["0941-0643","1433-3058"],"issn-type":[{"value":"0941-0643","type":"print"},{"value":"1433-3058","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021,1,20]]},"assertion":[{"value":"22 September 2020","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"5 January 2021","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"20 January 2021","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Compliance with ethical standards"}},{"value":"These no potential competing interests in our paper and all authors have seen the manuscript and approved to submit to your journal. We confirm that the content of the manuscript has not been published or submitted for publication elsewhere.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interests"}}]}}