{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,21]],"date-time":"2025-12-21T06:24:15Z","timestamp":1766298255800,"version":"3.37.3"},"reference-count":48,"publisher":"Springer Science and Business Media LLC","issue":"3","license":[{"start":{"date-parts":[[2016,7,12]],"date-time":"2016-07-12T00:00:00Z","timestamp":1468281600000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61074108 & 61374185"],"award-info":[{"award-number":["61074108 & 61374185"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Cluster Comput"],"published-print":{"date-parts":[[2016,9]]},"DOI":"10.1007\/s10586-016-0596-3","type":"journal-article","created":{"date-parts":[[2016,7,12]],"date-time":"2016-07-12T02:15:30Z","timestamp":1468289730000},"page":"1359-1372","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":26,"title":["Adaptive immune genetic algorithm for weapon system portfolio optimization in military big data environment"],"prefix":"10.1007","volume":"19","author":[{"given":"Shanliang","family":"Yang","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mei","family":"Yang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Song","family":"Wang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Kedi","family":"Huang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2016,7,12]]},"reference":[{"unstructured":"James, M., Michael, C., Brad, B., et al.: Big data: the next frontier for innovation, competition, and productivity. McKinsey Global Institute (2011)","key":"596_CR1"},{"issue":"1","key":"596_CR2","doi-asserted-by":"crossref","first-page":"51","DOI":"10.1089\/big.2013.1508","volume":"1","author":"F Provost","year":"2013","unstructured":"Provost, F., Fawcett, T.: Data science and its relationship to big data and data-driven decision making. Big Data 1(1), 51\u201359 (2013)","journal-title":"Big Data"},{"issue":"10","key":"596_CR3","first-page":"61","volume":"90","author":"A McAfee","year":"2012","unstructured":"McAfee, A., Brynjolfsson, E.: Big data: the management revolution. Harv. Bus. Rev. 90(10), 61\u201367 (2012)","journal-title":"Harv. Bus. Rev."},{"doi-asserted-by":"publisher","unstructured":"Song, X., Wu, Y., Ma, Y., Cui, Y., Gong, G.: Military simulation big data: background, state of the art, and challenges. Math. Probl. Eng., pp., 1\u201320 (2015). Article ID: 298356. doi: 10.1155\/2015\/298356","key":"596_CR4","DOI":"10.1155\/2015\/298356"},{"unstructured":"Wu, W., Guo, S., He, X., Hu, X.: Research on temporal network of combat SoS coordination based on big data. J. Command Control. 1(2), 150\u2013159 (2015)","key":"596_CR5"},{"doi-asserted-by":"crossref","unstructured":"McGregor, C., Bonnis, B., Stanfield, B., Stanfield, M.: A method for real-time stimulation and response monitoring using big data and its application to tactical training. In: IEEE 28th International Symposium on Computer-Based Medical Systems, pp. 169\u2013170 (2015)","key":"596_CR6","DOI":"10.1109\/CBMS.2015.44"},{"key":"596_CR7","volume-title":"Application of Big Data for National Security","author":"B Akhgar","year":"2015","unstructured":"Akhgar, B., Saathoff, G.B., Arabnia, H.R., Hill, R., et al.: Application of Big Data for National Security. Elsevier Butterworth-Heinemann, Oxford (2015)"},{"doi-asserted-by":"publisher","unstructured":"Kulshrestha, S.: Big data in military information & intelligence. IndraStra Global. doi: 10.6084\/m9.figshare.2066640 , 2(1), 1\u20139 (2016)","key":"596_CR8","DOI":"10.6084\/m9.figshare.2066640"},{"issue":"4","key":"596_CR9","doi-asserted-by":"crossref","first-page":"132","DOI":"10.11627\/jkise.2015.38.4.132","volume":"38","author":"Y-H Cha","year":"2015","unstructured":"Cha, Y.-H., Bang, J.-Y.: A branch-and-bound algorithm to minimize the makespan in a fire scheduling problem. J. Soc. Korea Ind. Syst. Eng. 38(4), 132\u2013141 (2015)","journal-title":"J. Soc. Korea Ind. Syst. Eng."},{"key":"596_CR10","doi-asserted-by":"crossref","first-page":"30","DOI":"10.1016\/j.ins.2013.08.004","volume":"255","author":"MA Sahin","year":"2014","unstructured":"Sahin, M.A., Leblebicioglu, K.: Approximating the optimal mapping for weapon target assignment by fuzzy reasoning. Inf. Sci. 255, 30\u201344 (2014)","journal-title":"Inf. Sci."},{"key":"596_CR11","doi-asserted-by":"crossref","first-page":"18","DOI":"10.1016\/j.ijepes.2014.12.091","volume":"69","author":"EE Elattar","year":"2015","unstructured":"Elattar, E.E.: A hybrid genetic algorithm and bacterial foraging approach for dynamic economic dispatch problem. Electr. Power Energy Syst. 69, 18\u201326 (2015)","journal-title":"Electr. Power Energy Syst."},{"key":"596_CR12","doi-asserted-by":"crossref","first-page":"2685","DOI":"10.1016\/j.camwa.2011.06.050","volume":"62","author":"H Han","year":"2011","unstructured":"Han, H., Ding, Y.S., Hao, K.R., Liang, X.: An evolutionary particle filter with the immune genetic algorithm for intelligent video target tracking. Comput. Math. Appl. 62, 2685\u20132695 (2011)","journal-title":"Comput. Math. Appl."},{"unstructured":"Ministry of National Defence of The People\u2019s Republic of China. http:\/\/www.mod.gov.cn","key":"596_CR13"},{"key":"596_CR14","doi-asserted-by":"crossref","first-page":"521","DOI":"10.1016\/j.cie.2009.11.013","volume":"58","author":"J Lee","year":"2010","unstructured":"Lee, J., Kang, S.-H., Rosenberger, J., Kim, S.B.: A hybrid approach of goal programming for weapon systems selection. Comput. Ind. Eng. 58, 521\u2013527 (2010)","journal-title":"Comput. Ind. Eng."},{"key":"596_CR15","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1089\/big.2015.1530","volume":"3","author":"LL Vie","year":"2015","unstructured":"Vie, L.L., Scheier, L.M., Lester, P.B., Ho, T.E.: The U.S. army person-event data environment: a military-civilian big data enterprise. Big Data 3, 1\u201313 (2015)","journal-title":"Big Data"},{"issue":"3","key":"596_CR16","doi-asserted-by":"crossref","first-page":"287","DOI":"10.1080\/02533839.2002.9670703","volume":"25","author":"Z-J Lee","year":"2002","unstructured":"Lee, Z.-J., Su, S.-F., Lee, C.-Y.: A genetic algorithm with domain knowledge for weapon-target assignment problems. J. Chin. Inst. Eng. 25(3), 287\u2013295 (2002)","journal-title":"J. Chin. Inst. Eng."},{"issue":"1","key":"596_CR17","first-page":"198","volume":"40","author":"MZ Lee","year":"2010","unstructured":"Lee, M.Z.: Constrained weapon-target assignment: enhanced very large scale neighborhood search algorithm. IEEE Trans. Syst. Man Cybern. Part A 40(1), 198\u2013204 (2010)","journal-title":"IEEE Trans. Syst. Man Cybern. Part A"},{"key":"596_CR18","doi-asserted-by":"crossref","first-page":"1965","DOI":"10.1016\/j.camwa.2009.07.082","volume":"58","author":"ZR Bogdanowicz","year":"2009","unstructured":"Bogdanowicz, Z.R.: A new efficient algorithm for optimal assignment of smart weapons to targets. Comput. Math. Appl. 58, 1965\u20131969 (2009)","journal-title":"Comput. Math. Appl."},{"issue":"6","key":"596_CR19","doi-asserted-by":"crossref","first-page":"1835","DOI":"10.1109\/TSMCB.2012.2231673","volume":"43","author":"ZR Bogdanowicz","year":"2013","unstructured":"Bogdanowicz, Z.R., Tolano, A., Patel, K., Coleman, N.P.: Optimization of weapon-target pairings based on kill probabilities. IEEE Trans. Cybern. 43(6), 1835\u20131844 (2013)","journal-title":"IEEE Trans. Cybern."},{"issue":"1","key":"596_CR20","doi-asserted-by":"crossref","first-page":"113","DOI":"10.1109\/TSMCB.2003.808174","volume":"33","author":"Z-J Lee","year":"2003","unstructured":"Lee, Z.-J., Su, S.-F., Lee, C.Y.: Efficiently solving general weapon-target assignment problem by genetic algorithms with greedy eugenics. IEEE Trans. Syst. Man Cybern. Part B 33(1), 113\u2013120 (2003)","journal-title":"IEEE Trans. Syst. Man Cybern. Part B"},{"issue":"4","key":"596_CR21","doi-asserted-by":"crossref","first-page":"326","DOI":"10.1109\/48.180301","volume":"17","author":"S Silven","year":"1992","unstructured":"Silven, S.: A neural approach to the assignment algorithm for multiple-target tracking. IEEE J. Ocean. Eng. 17(4), 326\u2013332 (1992)","journal-title":"IEEE J. Ocean. Eng."},{"issue":"11","key":"596_CR22","doi-asserted-by":"crossref","first-page":"2006","DOI":"10.1007\/s11432-009-0190-x","volume":"52","author":"J Chen","year":"2009","unstructured":"Chen, J., Xin, B., Peng, Z., Dou, L., Zhang, J.: Evolutionary decision-makings for the dynamic weapon-target assignment problem. Sci. China Ser. F 52(11), 2006\u20132018 (2009)","journal-title":"Sci. China Ser. F"},{"issue":"5","key":"596_CR23","doi-asserted-by":"crossref","first-page":"939","DOI":"10.1016\/S1004-4132(08)60179-6","volume":"19","author":"W Yanxia","year":"2008","unstructured":"Yanxia, W., Longjun, Q., Zhi, G., Lifeng, M.: Weapon target assignment problem satisfying expected damage probabilities based on ant colony algorithm. J. Syst. Eng. Electron. 19(5), 939\u2013944 (2008)","journal-title":"J. Syst. Eng. Electron."},{"issue":"10","key":"596_CR24","first-page":"2115","volume":"35","author":"S Wang","year":"2013","unstructured":"Wang, S., Chen, W., Gu, X.: Solving weapon-target assignment problems based on self-adaptive differential evolution algorithm. Syst. Eng. Electron. 35(10), 2115\u20132120 (2013)","journal-title":"Syst. Eng. Electron."},{"key":"596_CR25","first-page":"58","volume":"6","author":"G Feng","year":"2013","unstructured":"Feng, G., Yan, M., Tong, F.: A hybrid quantum-based step tuning algorithm for weapon target assignment problem. Tactical Missile Technol. 6, 58\u201361 (2013)","journal-title":"Tactical Missile Technol."},{"issue":"2","key":"596_CR26","first-page":"336","volume":"37","author":"C Fan","year":"2015","unstructured":"Fan, C., Xing, Q., Zheng, M., Wang, Z.: Weapon-target allocation optimization algorithm based on IDPSO. Syst. Eng. Electron. 37(2), 336\u2013342 (2015)","journal-title":"Syst. Eng. Electron."},{"issue":"10","key":"596_CR27","first-page":"1424","volume":"40","author":"J Yan","year":"2014","unstructured":"Yan, J., Li, X., Liu, L., Zhang, F.: Weapon-target assignment based on Memetic optimization algorithm in beyond-visual-rang cooperative air combat. J. Beijing Univ. Aeronaut. Astronaut. 40(10), 1424\u20131429 (2014)","journal-title":"J. Beijing Univ. Aeronaut. Astronaut."},{"issue":"6","key":"596_CR28","doi-asserted-by":"crossref","first-page":"829","DOI":"10.1109\/TSMC.2015.2470645","volume":"46","author":"J Xuan","year":"2016","unstructured":"Xuan, J., Luo, X., Zhang, G., Lu, J., Xu, Z.: Uncertainty analysis for the keyword system of web events. IEEE Trans. Syst. Man Cybern. 46(6), 829\u2013842 (2016)","journal-title":"IEEE Trans. Syst. Man Cybern."},{"key":"596_CR29","doi-asserted-by":"crossref","first-page":"217","DOI":"10.1016\/j.jss.2014.07.024","volume":"102","author":"Z Xu","year":"2015","unstructured":"Xu, Z., et al.: Semantic based representing and organizing surveillance big data using video structural description technology. J. Syst. Softw. 102, 217\u2013225 (2015)","journal-title":"J. Syst. Softw."},{"doi-asserted-by":"publisher","unstructured":"Xu, Z., Mei, L., Hu, C., Liu, Y.: The big data analytics and applications of the surveillance system using video structured description technology. Clust. Comput. (2016). doi: 10.1007\/s10586-016-0581-x","key":"596_CR30","DOI":"10.1007\/s10586-016-0581-x"},{"key":"596_CR31","doi-asserted-by":"crossref","first-page":"992","DOI":"10.1287\/opre.14.6.992","volume":"14","author":"RH Day","year":"1966","unstructured":"Day, R.H.: Allocating weapons to target complexes by means of non-linear programming. Operat. Res. 14, 992\u20131013 (1966)","journal-title":"Operat. Res."},{"issue":"2","key":"596_CR32","first-page":"252","volume":"41","author":"JJ Gu","year":"2015","unstructured":"Gu, J.J., Zhao, J., Yan, J., Chen, X.: Cooperative weapon-target assignment based on multi-objective discrete particle swarm optimization-gravitational search algorithm in air combat. J. Beijing Univ. Aeronaut. Astronaut. 41(2), 252\u2013258 (2015)","journal-title":"J. Beijing Univ. Aeronaut. Astronaut."},{"issue":"3","key":"596_CR33","doi-asserted-by":"crossref","first-page":"598","DOI":"10.1109\/TSMCA.2010.2089511","volume":"41","author":"B Xin","year":"2011","unstructured":"Xin, B., Chen, J., Peng, Z., Dou, L., Zhang, J.: An efficient rule-based constructive heuristic to solve dynamic weapon-target assignment problem. IEEE Trans. Syst. Man Cybern. Part A 41(3), 598\u2013606 (2011)","journal-title":"IEEE Trans. Syst. Man Cybern. Part A"},{"doi-asserted-by":"publisher","unstructured":"Ni, M.F., Yu, Z.K., Ma, F., Wu, X.R.: A lagrange relaxation method for solving weapon-target assignment problem. Math. Probl. Eng., pp. 1\u201310 (2011). Article ID: 873292, doi: 10.1155\/2011\/873292","key":"596_CR34","DOI":"10.1155\/2011\/873292"},{"issue":"6","key":"596_CR35","doi-asserted-by":"crossref","first-page":"649","DOI":"10.1109\/TSMCC.2010.2049261","volume":"40","author":"B Xin","year":"2010","unstructured":"Xin, B., Chen, J., Zhang, J., Dou, L., Peng, Zhihong: Efficient decision makings for dynamic weapon-target assignment by virtual permutation and Tabu search heuristics. IEEE Trans. Syst. Man Cybern. Part C 40(6), 649\u2013662 (2010)","journal-title":"IEEE Trans. Syst. Man Cybern. Part C"},{"doi-asserted-by":"crossref","unstructured":"Liao, G.C.: Integrated isolation niche and immune genetic algorithm for solving bid-based dynamic economic dispatch. Electr. Power Energy Syst. 42, 264\u2013275 (2012)","key":"596_CR36","DOI":"10.1016\/j.ijepes.2012.03.005"},{"key":"596_CR37","doi-asserted-by":"crossref","first-page":"156","DOI":"10.1016\/j.resconrec.2012.12.010","volume":"74","author":"A Diabat","year":"2013","unstructured":"Diabat, A., Kannan, D., Kaliyan, M., Svetinovic, D.: An optimization model for product returns using genetic algorithms and artificial immune system. Resour. Conserv. Recycl. 74, 156\u2013169 (2013)","journal-title":"Resour. Conserv. Recycl."},{"key":"596_CR38","doi-asserted-by":"crossref","first-page":"902","DOI":"10.1016\/j.cie.2008.09.036","volume":"56","author":"D Wang","year":"2009","unstructured":"Wang, D., Fung, R.Y.K., Ip, W.H.: An immune-genetic algorithm for introduction planning of new products. Comput. Ind. Eng. 56, 902\u2013917 (2009)","journal-title":"Comput. Ind. Eng."},{"key":"596_CR39","doi-asserted-by":"crossref","first-page":"420","DOI":"10.1016\/j.mcm.2007.09.019","volume":"48","author":"TC Chen","year":"2008","unstructured":"Chen, T.C., Hsieh, Y.C.: Using immune-based genetic algorithms for single trader\u2019s periodic marketing problem. Math. Comput. Model. 48, 420\u2013428 (2008)","journal-title":"Math. Comput. Model."},{"key":"596_CR40","doi-asserted-by":"crossref","first-page":"1136","DOI":"10.1107\/S0021889813015987","volume":"46","author":"M Rabiej","year":"2013","unstructured":"Rabiej, M.: Application of immune and genetic algorithm to the identification of a polymer based on its X-ray diffraction curve. J. Appl. Crystallogr. 46, 1136\u20131144 (2013)","journal-title":"J. Appl. Crystallogr."},{"key":"596_CR41","doi-asserted-by":"crossref","first-page":"119","DOI":"10.1166\/jctn.2015.3707","volume":"12","author":"DH Jiang","year":"2015","unstructured":"Jiang, D.H., Hua, G.: Research on image enhancement method based on adaptive immune genetic algorithm. J. Comput. Theor. Nanosci. 12, 119\u2013127 (2015)","journal-title":"J. Comput. Theor. Nanosci."},{"issue":"1","key":"596_CR42","doi-asserted-by":"crossref","first-page":"18","DOI":"10.15837\/ijccc.2013.1.164","volume":"8","author":"D Arivudainambi","year":"2013","unstructured":"Arivudainambi, D., Rekha, D.: Broadcast scheduling problem in TDMA Ad Hoc Networks using immune genetic algorithm. Int. J. Comput. Commun. 8(1), 18\u201329 (2013)","journal-title":"Int. J. Comput. Commun."},{"key":"596_CR43","doi-asserted-by":"crossref","first-page":"163","DOI":"10.1061\/(ASCE)ME.1943-5479.0000189","volume":"30","author":"L Zhang","year":"2014","unstructured":"Zhang, L., Du, J., Shushan, Z.: Solution to the time-cost-quality trade-off problem in construction projects based on immune genetic particle swarm optimization. J. Manag. Eng. 30, 163\u2013172 (2014)","journal-title":"J. Manag. Eng."},{"key":"596_CR44","doi-asserted-by":"crossref","first-page":"9932","DOI":"10.1007\/s10916-013-9932-9","volume":"37","author":"C Liang","year":"2013","unstructured":"Liang, C., Peng, L.: An automated diagnosis system of liver disease using artificial immune and genetic algorithms. J. Med. Syst. 37, 9932\u20139941 (2013)","journal-title":"J. Med. Syst."},{"key":"596_CR45","doi-asserted-by":"crossref","first-page":"4461","DOI":"10.1016\/j.asoc.2013.08.005","volume":"13","author":"M Duma","year":"2013","unstructured":"Duma, M., Marwala, T., Twala, B., Nelwamondo, F.: Partial imputation of unseen records to improve classification using a hybrid multi-layered artificial immune system and genetic algorithm. Appl. Soft Comput. 13, 4461\u20134480 (2013)","journal-title":"Appl. Soft Comput."},{"key":"596_CR46","doi-asserted-by":"crossref","first-page":"631","DOI":"10.1016\/j.eswa.2010.07.013","volume":"38","author":"I Mahdavi","year":"2011","unstructured":"Mahdavi, I., Movahednejad, M., Adbesh, F.: Designing customer-oriented catalogs in E-CRM using an effective self-adaptive genetic algorithm. Expert Syst. Appl. 38, 631\u2013639 (2011)","journal-title":"Expert Syst. Appl."},{"key":"596_CR47","doi-asserted-by":"crossref","first-page":"1155","DOI":"10.1016\/j.camwa.2011.12.032","volume":"63","author":"C Xue","year":"2012","unstructured":"Xue, C., Dong, L., Liu, J.: Enterprise information system structure optimization based on time property with improved immune genetic algorithm and binary tree. Comput. Math. Appl. 63, 1155\u20131168 (2012)","journal-title":"Comput. Math. Appl."},{"key":"596_CR48","doi-asserted-by":"crossref","first-page":"1013","DOI":"10.1016\/j.amc.2015.06.025","volume":"266","author":"RJ Kuo","year":"2015","unstructured":"Kuo, R.J., Lee, Y.H., Zulvia, F.E., Tien, F.C.: Solving bi-level linear programming problem through hybrid of immune genetic algorithm and particle swarm optimization algorithm. Appl. Math. Comput. 266, 1013\u20131026 (2015)","journal-title":"Appl. Math. Comput."}],"container-title":["Cluster Computing"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10586-016-0596-3.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s10586-016-0596-3\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10586-016-0596-3","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2017,6,24]],"date-time":"2017-06-24T14:14:26Z","timestamp":1498313666000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s10586-016-0596-3"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016,7,12]]},"references-count":48,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2016,9]]}},"alternative-id":["596"],"URL":"https:\/\/doi.org\/10.1007\/s10586-016-0596-3","relation":{},"ISSN":["1386-7857","1573-7543"],"issn-type":[{"type":"print","value":"1386-7857"},{"type":"electronic","value":"1573-7543"}],"subject":[],"published":{"date-parts":[[2016,7,12]]}}}