{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,6]],"date-time":"2025-12-06T17:03:26Z","timestamp":1765040606464,"version":"3.41.0"},"reference-count":48,"publisher":"Springer Science and Business Media LLC","issue":"4","license":[{"start":{"date-parts":[[2016,7,22]],"date-time":"2016-07-22T00:00:00Z","timestamp":1469145600000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Nat Comput"],"published-print":{"date-parts":[[2016,12]]},"DOI":"10.1007\/s11047-016-9572-3","type":"journal-article","created":{"date-parts":[[2016,7,22]],"date-time":"2016-07-22T03:59:40Z","timestamp":1469159980000},"page":"597-610","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":12,"title":["A multi-objective membrane algorithm guided by the skin membrane"],"prefix":"10.1007","volume":"15","author":[{"given":"Xingyi","family":"Zhang","sequence":"first","affiliation":[]},{"given":"Jun","family":"Li","sequence":"additional","affiliation":[]},{"given":"Lei","family":"Zhang","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2016,7,22]]},"reference":[{"issue":"10","key":"9572_CR1","doi-asserted-by":"crossref","first-page":"1911","DOI":"10.1007\/s00500-013-1032-8","volume":"17","author":"JC Bansal","year":"2013","unstructured":"Bansal JC, Sharma H, Arya K, Nagar A (2013) Memetic search in artificial bee colony algorithm. Soft Comput. 17(10):1911\u20131928","journal-title":"Soft Comput."},{"issue":"7","key":"9572_CR2","doi-asserted-by":"crossref","first-page":"1150","DOI":"10.1166\/jctn.2015.3866","volume":"12","author":"J Cheng","year":"2015","unstructured":"Cheng J, Zhang G, Wang T (2015) A membrane-inspired evolutionary algorithm based on population P systems and differential evolution for multi-objective optimization. J Comput Theor Nanosci 12(7):1150\u20131160","journal-title":"J Comput Theor Nanosci"},{"issue":"3","key":"9572_CR3","doi-asserted-by":"crossref","first-page":"256","DOI":"10.1109\/TEVC.2004.826067","volume":"8","author":"CAC Coello","year":"2004","unstructured":"Coello CAC, Pulido GT, Lechuga MS (2004) Handling multiple objectives with particle swarm optimization. IEEE Trans Evol Comput 8(3):256\u2013279","journal-title":"IEEE Trans Evol Comput"},{"issue":"2","key":"9572_CR4","doi-asserted-by":"crossref","first-page":"163","DOI":"10.1007\/s10710-005-6164-x","volume":"6","author":"CAC Coello","year":"2005","unstructured":"Coello CAC, Cort\u00e9s NC (2005) Solving multiobjective optimization problems using an artificial immune system. Genet Program Evolv Mach 6(2):163\u2013190","journal-title":"Genet Program Evolv Mach"},{"key":"9572_CR5","volume-title":"Multi-objective optimization using evolutionary algorithms","author":"K Deb","year":"2001","unstructured":"Deb K (2001) Multi-objective optimization using evolutionary algorithms, vol 16. Wiley, New York"},{"issue":"3","key":"9572_CR7","first-page":"1","volume":"9","author":"K Deb","year":"1994","unstructured":"Deb K, Agrawal RB (1994) Simulated binary crossover for continuous search space. Complex Syst 9(3):1\u201315","journal-title":"Complex Syst"},{"key":"9572_CR8","first-page":"30","volume":"26","author":"K Deb","year":"1996","unstructured":"Deb K, Goyal M (1996) A combined genetic adaptive search (GeneAS) for engineering design. Comput Sci Inform 26:30\u201345","journal-title":"Comput Sci Inform"},{"key":"9572_CR9","unstructured":"Deb K, Jain S (2002) Running performance metrics for evolutionary multi-objective optimizations. In: Proceedings of the fourth Asia-Pacific conference on simulated evolution and learning, pp 13\u201320"},{"issue":"2","key":"9572_CR6","doi-asserted-by":"crossref","first-page":"182","DOI":"10.1109\/4235.996017","volume":"6","author":"K Deb","year":"2002","unstructured":"Deb K, Pratap A, Agarwal S, Meyarivan T (2002a) A fast and elitist multiobjective genetic algorithm: NSGA-II. IEEE Trans Evol Comput 6(2):182\u2013197","journal-title":"IEEE Trans Evol Comput"},{"key":"9572_CR10","doi-asserted-by":"crossref","unstructured":"Deb K, Thiele L, Laumanns M, Zitzler E (2002b) Scalable multi-objective optimization test problems. In: Proceedings of the congress on evolutionary computation (CEC-2002), pp 825\u2013830","DOI":"10.1109\/CEC.2002.1007032"},{"key":"9572_CR11","doi-asserted-by":"crossref","unstructured":"Haynes W (2013) Wilcoxon rank sum test. In: Dubitzky W, Wolkenhauer O, Cho K-H, Yokota H (eds) Reference Work Entry: Encyclopedia of systems biology, Springer, New York, pp 2354\u20132355","DOI":"10.1007\/978-1-4419-9863-7_1185"},{"issue":"5","key":"9572_CR12","doi-asserted-by":"crossref","first-page":"1377","DOI":"10.1016\/S0252-9602(14)60090-4","volume":"34","author":"J He","year":"2014","unstructured":"He J, Xiao J, Shao Z (2014) An adaptive membrane algorithm for solving combinatorial optimization problems. Acta Math Sci 34(5):1377\u20131394","journal-title":"Acta Math Sci"},{"issue":"4","key":"9572_CR13","doi-asserted-by":"crossref","first-page":"458","DOI":"10.1080\/10020070708541023","volume":"17","author":"L Huang","year":"2007","unstructured":"Huang L, He X, Wang N, Xie Y (2007) P systems based multi-objective optimization algorithm. Prog Nat Sci 17(4):458\u2013465","journal-title":"Prog Nat Sci"},{"issue":"5","key":"9572_CR14","doi-asserted-by":"crossref","first-page":"477","DOI":"10.1109\/TEVC.2005.861417","volume":"10","author":"S Huband","year":"2006","unstructured":"Huband S, Hingston P, Barone L, While L (2006) A review of multiobjective test problems and a scalable test problem toolkit. IEEE Trans Evol Comput 10(5):477\u2013506","journal-title":"IEEE Trans Evol Comput"},{"issue":"4","key":"9572_CR15","doi-asserted-by":"crossref","first-page":"681","DOI":"10.1007\/s11047-008-9091-y","volume":"8","author":"A Leporati","year":"2009","unstructured":"Leporati A, Mauri G, Zandron C, P\u0103un G, P\u00e9rez-Jim\u00e9nez MJ (2009) Uniform solutions to SAT and subset sum by spiking neural P systems. Nat Comput 8(4):681\u2013702","journal-title":"Nat Comput"},{"key":"9572_CR18","doi-asserted-by":"crossref","unstructured":"Liu C, Zhang G, Zhang X, Liu H (2009) A memetic algorithm based on p systems for iir digital filter design. In: Dependable, autonomic and secure computing, 2009. DASC\u201909. Eighth IEEE international conference on, pp 330\u2013334. IEEE","DOI":"10.1109\/DASC.2009.63"},{"key":"9572_CR17","doi-asserted-by":"crossref","unstructured":"Liu C, Han M, Wang X (2011) A multi-objective evolutionary algorithm based on membrane systems. In: Fourth international workshop on advanced computational intelligence (IWACI2011), pp 103\u2013109","DOI":"10.1109\/IWACI.2011.6159983"},{"key":"9572_CR16","doi-asserted-by":"crossref","first-page":"151","DOI":"10.1016\/j.neucom.2015.01.072","volume":"159","author":"X Liu","year":"2015","unstructured":"Liu X, Suo J, Leung SC, Liu J, Zeng X (2015) The power of time-free tissue P systems: attacking NP-complete problems. Neurocomputing 159:151\u2013156","journal-title":"Neurocomputing"},{"issue":"5","key":"9572_CR19","doi-asserted-by":"crossref","first-page":"991","DOI":"10.1109\/TEVC.2009.2012163","volume":"13","author":"A Mukhopadhyay","year":"2009","unstructured":"Mukhopadhyay A, Maulik U, Bandyopadhyay S (2009) Multiobjective genetic algorithm-based fuzzy clustering of categorical attributes. IEEE Trans Evol Comput 13(5):991\u20131005","journal-title":"IEEE Trans Evol Comput"},{"issue":"1","key":"9572_CR20","doi-asserted-by":"crossref","first-page":"872","DOI":"10.1016\/j.asoc.2010.01.007","volume":"11","author":"A Mukhopadhyay","year":"2011","unstructured":"Mukhopadhyay A, Maulik U (2011) A multi-objective approach to MR brain image segmentation. Appl Soft Comput 11(1):872\u2013880","journal-title":"Appl Soft Comput"},{"key":"9572_CR21","unstructured":"Nishida TY, Shiotani T, Takahashi Y (2008) Membrane algorithm solving job-shop scheduling problems. In: Proceedings of ninth workshop on membrane computing (WMC9), pp 363\u2013370"},{"key":"9572_CR22","unstructured":"Nishida TY (2004) An application of P system: a new algorithm for NP-complete optimization problems. In: Proceedings of the 8th world multi-conference on systems, cybernetics and informatics, pp 109\u2013112"},{"issue":"2","key":"9572_CR23","doi-asserted-by":"crossref","first-page":"471","DOI":"10.1007\/s00500-014-1266-0","volume":"19","author":"Y Niu","year":"2014","unstructured":"Niu Y, Wang S, He J, Xiao J (2014) A novel membrane algorithm for capacitated vehicle routing problem. Soft Comput 19(2):471\u2013482","journal-title":"Soft Comput"},{"issue":"1","key":"9572_CR24","doi-asserted-by":"crossref","first-page":"73","DOI":"10.1016\/S0304-3975(02)00136-6","volume":"287","author":"G P\u0103un","year":"2002","unstructured":"P\u0103un G, Rozenberg G (2002) A guide to membrane computing. Theor Comput Sci 287(1):73\u2013100","journal-title":"Theor Comput Sci"},{"key":"9572_CR25","unstructured":"Prakash VJ (2003) On the power of tissue P systems working in the maximal-one mode. In: Preproceedings of the workshop on membrane computing, pp 356\u2013364"},{"key":"9572_CR26","unstructured":"Schott JR (1995) Fault tolerant design using single and multicriteria genetic algorithm optimization. Technical report, DTIC document"},{"key":"9572_CR27","doi-asserted-by":"crossref","first-page":"546","DOI":"10.1016\/j.amc.2014.08.027","volume":"246","author":"G Singh","year":"2014","unstructured":"Singh G, Deep K, Nagar AK (2014) Cell-like P-systems based on rules of particle swarm optimization. Appl Math Comput 246:546\u2013560","journal-title":"Appl Math Comput"},{"issue":"1","key":"9572_CR29","doi-asserted-by":"crossref","first-page":"38","DOI":"10.1109\/TNB.2014.2367506","volume":"14","author":"T Song","year":"2015","unstructured":"Song T, Pan L (2015) Spiking neural P systems with rules on synapses working in maximum spikes consumption strategy. IEEE Trans Nanobiosci 14(1):38\u201344","journal-title":"IEEE Trans Nanobiosci"},{"key":"9572_CR28","doi-asserted-by":"crossref","first-page":"197","DOI":"10.1016\/j.ins.2012.07.023","volume":"219","author":"T Song","year":"2013","unstructured":"Song T, Pan L, P\u0103un G (2013) Asynchronous spiking neural P systems with local synchronization. Inform Sci 219:197\u2013207","journal-title":"Inform Sci"},{"issue":"1","key":"9572_CR30","first-page":"273","volume":"6","author":"T Wang","year":"2012","unstructured":"Wang T, Wang J, Peng H, Tu M (2012) Optimization of PID controller parameters based on PSOPS algorithm. ICIC Express Lett 6(1):273\u2013280","journal-title":"ICIC Express Lett"},{"issue":"6","key":"9572_CR31","doi-asserted-by":"crossref","first-page":"698","DOI":"10.1007\/s11434-011-4928-7","volume":"57","author":"J Xiao","year":"2012","unstructured":"Xiao J, Zhang X, Xu J (2012) A membrane evolutionary algorithm for DNA sequence design in DNA computing. Chin Sci Bull 57(6):698\u2013706","journal-title":"Chin Sci Bull"},{"issue":"6","key":"9572_CR32","doi-asserted-by":"crossref","first-page":"1607","DOI":"10.1080\/00207543.2013.841329","volume":"52","author":"J Xiao","year":"2014","unstructured":"Xiao J, Liu B, Huang Y, Cheng Z (2014) An adaptive quantum swarm evolutionary algorithm for partner selection in virtual enterprise. Int J Prod Res 52(6):1607\u20131621","journal-title":"Int J Prod Res"},{"key":"9572_CR33","doi-asserted-by":"crossref","unstructured":"Zaharie D, Ciobanu G (2006) Distributed evolutionary algorithms inspired by membranes in solving continuous optimization problems. In: Proceedins of 7th international workshop on membrane computing, pp 536\u2013553","DOI":"10.1007\/11963516_34"},{"key":"9572_CR34","unstructured":"Zeng X, Zhang X, Zou Q (2015) Integrative approaches for predicting microRNA function and prioritizing disease-related microRNA using biological interaction networks. Brief Bioinform bbv033 17(2):193\u2013203"},{"issue":"6","key":"9572_CR46","doi-asserted-by":"crossref","first-page":"712","DOI":"10.1109\/TEVC.2007.892759","volume":"11","author":"Q Zhang","year":"2007","unstructured":"Zhang Q, Li H (2007) MOEA\/D: a multiobjective evolutionary algorithm based on decomposition. IEEE Trans Evol Comput 11(6):712\u2013731","journal-title":"IEEE Trans Evol Comput"},{"issue":"1","key":"9572_CR35","first-page":"93","volume":"87","author":"G Zhang","year":"2008","unstructured":"Zhang G, Gheorghe M, Wu C (2008) A quantum-inspired evolutionary algorithm based on P systems for knapsack problem. Fundam Inform 87(1):93","journal-title":"Fundam Inform"},{"key":"9572_CR47","doi-asserted-by":"crossref","unstructured":"Zhang G, Li Y, Gheorghe M (2010) A multi-objective membrane algorithm for knapsack problems. In: Fifth international conference on bio-inspired computing: theories and applications (BIC-TA2010), pp 604\u2013609","DOI":"10.1109\/BICTA.2010.5645194"},{"issue":"3","key":"9572_CR36","doi-asserted-by":"crossref","first-page":"1528","DOI":"10.1016\/j.asoc.2012.05.032","volume":"13","author":"G Zhang","year":"2013","unstructured":"Zhang G, Cheng J, Gheorghe M, Meng Q (2013) A hybrid approach based on differential evolution and tissue membrane systems for solving constrained manufacturing parameter optimization problems. Appl Soft Comput 13(3):1528\u20131542","journal-title":"Appl Soft Comput"},{"key":"9572_CR37","doi-asserted-by":"crossref","first-page":"528","DOI":"10.1016\/j.ins.2014.04.007","volume":"279","author":"G Zhang","year":"2014","unstructured":"Zhang G, Gheorghe M, Pan L, P\u00e9rez-Jim\u00e9nez MJ (2014a) Evolutionary membrane computing: a comprehensive survey and new results. Inform Sci 279:528\u2013551","journal-title":"Inform Sci"},{"key":"9572_CR38","doi-asserted-by":"crossref","first-page":"437","DOI":"10.23919\/CJE.2014.10851213","volume":"23","author":"G Zhang","year":"2014","unstructured":"Zhang G, Rong H, Cheng J, Qin Y (2014b) A population-membrane-system-inspired evolutionary algorithm for distribution network reconfiguration. Chin J Electron 23:437\u2013441","journal-title":"Chin J Electron"},{"key":"9572_CR39","doi-asserted-by":"crossref","first-page":"285","DOI":"10.1016\/j.ins.2014.03.053","volume":"278","author":"X Zhang","year":"2014","unstructured":"Zhang X, Liu Y, Luo B, Pan L (2014c) Computational power of tissue P systems for generating control languages. Inform Sci 278:285\u2013297","journal-title":"Inform Sci"},{"issue":"12","key":"9572_CR40","doi-asserted-by":"crossref","first-page":"2925","DOI":"10.1162\/NECO_a_00665","volume":"26","author":"X Zhang","year":"2014","unstructured":"Zhang X, Wang B, Pan L (2014d) Spiking neural P systems with a generalized use of rules. Neural Comput 26(12):2925\u20132943","journal-title":"Neural Comput"},{"issue":"5","key":"9572_CR41","doi-asserted-by":"crossref","first-page":"974","DOI":"10.1162\/NECO_a_00580","volume":"26","author":"X Zhang","year":"2014","unstructured":"Zhang X, Zeng X, Luo B, Pan L (2014e) On some classes of sequential spiking neural P systems. Neural Comput 26(5):974\u2013997","journal-title":"Neural Comput"},{"issue":"11","key":"9572_CR42","doi-asserted-by":"crossref","first-page":"2816","DOI":"10.1109\/TNNLS.2015.2396940","volume":"26","author":"X Zhang","year":"2015","unstructured":"Zhang X, Pan L, P\u0103un A (2015a) On the universality of axon P systems. IEEE Trans Neural Netw Learn Syst 26(11):2816\u20132829","journal-title":"IEEE Trans Neural Netw Learn Syst"},{"issue":"2","key":"9572_CR43","doi-asserted-by":"crossref","first-page":"201","DOI":"10.1109\/TEVC.2014.2308305","volume":"19","author":"X Zhang","year":"2015","unstructured":"Zhang X, Tian Y, Cheng R, Jin Y (2015b) An efficient approach to non-dominated sorting for evolutionary multi-objective optimization. IEEE Trans Evol Comput 19(2):201\u2013213","journal-title":"IEEE Trans Evol Comput"},{"issue":"6","key":"9572_CR44","doi-asserted-by":"crossref","first-page":"761","DOI":"10.1109\/TEVC.2014.2378512","volume":"19","author":"X Zhang","year":"2015","unstructured":"Zhang X, Tian Y, Jin Y (2015c) A knee point driven evolutionary algorithm for many-objective optimization. IEEE Trans Evol Comput 19(6):761\u2013776","journal-title":"IEEE Trans Evol Comput"},{"key":"9572_CR45","unstructured":"Zhang G, Cheng J, Wang T, Wang X, Zhu J (2015d) Membrane computing: theory and applications, vol 184. Science Press, Beijing"},{"key":"9572_CR48","unstructured":"Zitzler E, Laumanns M, Thiele L (2001) SPEA2: improving thestrength pareto evolutionary algorithm. Technical report, Computer Engineering and Networks Laboratory (TIK)"}],"container-title":["Natural Computing"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11047-016-9572-3.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11047-016-9572-3\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11047-016-9572-3.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,4]],"date-time":"2025-06-04T03:50:08Z","timestamp":1749009008000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11047-016-9572-3"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016,7,22]]},"references-count":48,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2016,12]]}},"alternative-id":["9572"],"URL":"https:\/\/doi.org\/10.1007\/s11047-016-9572-3","relation":{},"ISSN":["1567-7818","1572-9796"],"issn-type":[{"type":"print","value":"1567-7818"},{"type":"electronic","value":"1572-9796"}],"subject":[],"published":{"date-parts":[[2016,7,22]]}}}