{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,29]],"date-time":"2026-03-29T16:11:24Z","timestamp":1774800684708,"version":"3.50.1"},"reference-count":59,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2001,1,1]],"date-time":"2001-01-01T00:00:00Z","timestamp":978307200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2001,1,1]],"date-time":"2001-01-01T00:00:00Z","timestamp":978307200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Journal of Global Optimization"],"published-print":{"date-parts":[[2001,1]]},"DOI":"10.1023\/a:1008350810199","type":"journal-article","created":{"date-parts":[[2002,12,22]],"date-time":"2002-12-22T14:41:38Z","timestamp":1040568098000},"page":"27-50","source":"Crossref","is-referenced-by-count":59,"title":["Parallel Simulated Annealing Algorithms in Global Optimization"],"prefix":"10.1007","volume":"19","author":[{"given":"Esin","family":"Onba\u015fo\u011flu","sequence":"first","affiliation":[]},{"given":"Linet","family":"\u00d6zdamar","sequence":"additional","affiliation":[]}],"member":"297","reference":[{"key":"274612_CR1","doi-asserted-by":"crossref","first-page":"437","DOI":"10.1007\/BF01759053","volume":"6","author":"E.H. Aarts","year":"1991","unstructured":"Aarts, E.H. and Korst, J.H.M. (1991), Boltzmann machines as a model for parallel annealing, Algorithmica, 6: 437-465.","journal-title":"Algorithmica"},{"key":"274612_CR2","doi-asserted-by":"crossref","first-page":"209","DOI":"10.1016\/0167-9260(86)90002-7","volume":"4","author":"E.H. Aarts","year":"1986","unstructured":"Aarts, E.H., de Bont, F., Haberts, E. and van Laarhoven, P. (1986), Parallel implementations of the statistical cooling algorithm, VLSI Journal, 4: 209-238.","journal-title":"VLSI Journal"},{"key":"274612_CR3","doi-asserted-by":"crossref","first-page":"349","DOI":"10.1007\/BF01096684","volume":"5","author":"M.M. Ali","year":"1994","unstructured":"Ali, M.M. and Storey, C. (1994), Topographical Multi Level Single Linkage. Journal of Global Optimization, 5: 349-358.","journal-title":"Journal of Global Optimization"},{"key":"274612_CR4","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1007\/BF00941312","volume":"47","author":"F. Aluffi-Pentini","year":"1985","unstructured":"Aluffi-Pentini, F., Parisi, V. and Zirilli, F. (1985), Global optimization and stochastic differential equations. Journal of Optimization Theory and Applications, 47: 1-16.","journal-title":"Journal of Optimization Theory and Applications"},{"key":"274612_CR5","doi-asserted-by":"crossref","first-page":"41","DOI":"10.1016\/0377-0427(95)00244-8","volume":"72","author":"G.S. Androulakis","year":"1996","unstructured":"Androulakis, G.S. and Vrahatis, M.N. (1996), OPTAC: a portable software packaage for analyzing and comparing optimization methods by visualization. Journal of Computational and Applied Mathematics 72: 41-62.","journal-title":"Journal of Computational and Applied Mathematics"},{"key":"274612_CR6","doi-asserted-by":"crossref","unstructured":"Balardi, F. and Orlando, S. (1989), Strategies for a massively parallel implementaion of simulated annealing, Parallel Architectures and Languages, PARLE '89: 273-287.","DOI":"10.1007\/3-540-51285-3_46"},{"key":"274612_CR7","unstructured":"Baluja, S. (1994), Population-based incremental learning: A method for integrating genetic search based function optimization and competitive learning. Working Paper, CMU-CS-94-163, School of Computer Science, Carnegie Mellon University."},{"key":"274612_CR8","doi-asserted-by":"crossref","unstructured":"Bilchev, G. and Parmee, I. (1996), Inductive search. IEEE Trans. 832-836.","DOI":"10.1109\/ICEC.1996.542709"},{"key":"274612_CR9","doi-asserted-by":"crossref","first-page":"396","DOI":"10.1016\/0022-247X(78)90085-9","volume":"63","author":"C.A. Botsaris","year":"1996","unstructured":"Botsaris, C.A. (1996), A curvilinear optimization method based upon iterative estimation of the eigensystem of the hessian matrix. J. of Mathematical Analysis and Applications, 63: 396-411.","journal-title":"J. of Mathematical Analysis and Applications"},{"key":"274612_CR10","doi-asserted-by":"crossref","first-page":"179","DOI":"10.1007\/BF01581266","volume":"58","author":"L. Breiman","year":"1993","unstructured":"Breiman, L. and Cutler, A. (1993), A deterministic algorithm for global optimization. Mathematical Programming, 58: 179-199.","journal-title":"Mathematical Programming"},{"key":"274612_CR11","doi-asserted-by":"crossref","first-page":"838","DOI":"10.1109\/TCAD.1987.1270327","volume":"6","author":"A. Casotto","year":"1987","unstructured":"Casotto, A. Romeo, F. and Sangiovanni-Vincentelli, A. (1987), A parallel simulated annealing algorithm for placement of macro-cells, IEEE Trans. on Computer Aided Design, 6: 838-847.","journal-title":"IEEE Trans. on Computer Aided Design"},{"key":"274612_CR12","doi-asserted-by":"crossref","first-page":"126","DOI":"10.1109\/71.663870","volume":"9","author":"H. Chen","year":"1998","unstructured":"Chen, H., Flann, N.S. and Watson, D.W. (1998), Parallel genetic simulated annealing: A massively parallel SIMD algorithm, IEEE Trans. on Parallel and Distributed Systems, 9: 126-136.","journal-title":"IEEE Trans. on Parallel and Distributed Systems"},{"key":"274612_CR13","doi-asserted-by":"crossref","first-page":"262","DOI":"10.1145\/29380.29864","volume":"13","author":"A. Corana","year":"1987","unstructured":"Corana, A., Marchesi, M., Marini, C. and Ridella, S. (1987), Minimizing multimodal functions of continuous variables with the simulated annealing algorithm, ACM Trans. of Mathl. Software 13: 262-279.","journal-title":"ACM Trans. of Mathl. Software"},{"key":"274612_CR14","volume-title":"An analysis of the behaviour of a class of genetic adaptive systems","author":"K. De Jong","year":"1975","unstructured":"De Jong, K. (1975), An analysis of the behaviour of a class of genetic adaptive systems. Ph.D. Thesis, University of Michigan, Ann Arbor."},{"key":"274612_CR15","doi-asserted-by":"crossref","first-page":"367","DOI":"10.1007\/BF01594945","volume":"50","author":"A. Dekkers","year":"1991","unstructured":"Dekkers, A. and Aarts, E. (1991), Global optimization and simualted annealing. Mathematical Programming, 50: 367-393.","journal-title":"Mathematical Programming"},{"key":"274612_CR16","doi-asserted-by":"crossref","first-page":"415","DOI":"10.1023\/A:1008384329041","volume":"14","author":"M. Demirhan","year":"1999","unstructured":"Demirhan, M., \u00d6zdamar, L., Helvacio?glu, L. and Birbil, \u00b8S.I. (1999), FRACTOP: A Geometric partitioning metaheuristic for global optimization, Journal of Global Optimization, 14: 415-435.","journal-title":"Journal of Global Optimization"},{"key":"274612_CR17","series-title":"Working Paper","volume-title":"Problem independent distributed simulated annealing and its applications","author":"R. Diekmann","year":"9119","unstructured":"Diekmann, R., L\u00fcling, R. and Simon, J. (91193), Problem independent distributed simulated annealing and its applications. Working Paper, University of Paderborn, Dept. of Mathematics and Computer Science, Germany."},{"key":"274612_CR18","volume-title":"A survey of global optimization techniques","author":"E. Easom","year":"1990","unstructured":"Easom, E. (1990), A survey of global optimization techniques. M. Eng. Thesis, University of Louisville, Louisville, KY."},{"key":"274612_CR19","unstructured":"Frost, R. (1993), Ensemble based simulated annealing, ftp.sdsc.edu\/pub\/sdsc\/math\/Ebsa, La Jolla, CA, University of California, San Diego."},{"key":"274612_CR20","first-page":"293","volume":"D42","author":"D.R. Greening","year":"1990","unstructured":"Greening, D.R. (1990), Parallel simulated annealing techniques, Physica, D42: 293-306.","journal-title":"Physica"},{"key":"274612_CR21","series-title":"Working Paper","volume-title":"Numerical Results for a self-validating global optimization method","author":"C. Jansson","year":"1994","unstructured":"Jansson, C. and Kn\u00fcppel, O. (1994), Numerical Results for a self-validating global optimization method. Working Paper, No. 94.1, Technical University of Hamburg, Harburg."},{"key":"274612_CR22","doi-asserted-by":"crossref","unstructured":"Horst, R. and Tuy, H. (1996), Global Optimization-Deterministic Approaches, 3rd ed. Springer Verlag.","DOI":"10.1007\/978-3-662-03199-5_1"},{"issue":"11","key":"274612_CR23","doi-asserted-by":"crossref","first-page":"29","DOI":"10.1016\/0895-7177(93)90204-C","volume":"18","author":"L. Ingber","year":"1994","unstructured":"Ingber, L. (1994), Simulated annealing: Practice versus theory. J. Mathl. Comput. Modelling, 18(11): 29-57.","journal-title":"J. Mathl. Comput. Modelling"},{"key":"274612_CR24","unstructured":"Ingber, L. (1995), Adaptive simulated annealing (ASA): Lessons learned. To appear in Control and Cybernetics, (Polish Journal)."},{"key":"274612_CR25","first-page":"7","volume":"4","author":"A.H.G. Rinnooy Kan","year":"1994","unstructured":"Rinnooy Kan, A.H.G. and Timmer, G.T. (1994), Stochastic methods for global optimization. American J. of Mathematical Management Science 4: 7-40.","journal-title":"American J. of Mathematical Management Science"},{"key":"274612_CR26","doi-asserted-by":"crossref","first-page":"109","DOI":"10.1007\/BF01404868","volume":"32","author":"B. Kearfott","year":"1979","unstructured":"Kearfott, B. (1979), An efficient degree-computation method for a generalized method of bisection. Numerical Mathematics 32: 109-127.","journal-title":"Numerical Mathematics"},{"key":"274612_CR27","doi-asserted-by":"crossref","first-page":"671","DOI":"10.1126\/science.220.4598.671","volume":"220","author":"A. Kirkpatrick","year":"1983","unstructured":"Kirkpatrick, A., Gelatt, Jr., C.D. and Vechi, M.P. (1983), Optimization by simulated annealing, Science 220:671-680.","journal-title":"Science"},{"key":"274612_CR28","volume-title":"A general parallel simulated annealing library and its applications in industry","author":"G. Kliewer","year":"1998","unstructured":"Kliewer, G. and Tsch\u00f6ke, S. (1998), A general parallel simulated annealing library and its applications in industry. Working Paper, University of Paderborn, Dept. of Mathematics and Computer Science, Germany."},{"key":"274612_CR29","doi-asserted-by":"crossref","first-page":"534","DOI":"10.1109\/TCAD.1987.1270301","volume":"6","author":"S.A. Kravitz","year":"1987","unstructured":"Kravitz, S.A. and Rutenbar, R.A. (1987), Placement by simulated annealing on a multi-processor, IEEE Trans. on Computer Aided Design 6: 534-549.","journal-title":"IEEE Trans. on Computer Aided Design"},{"key":"274612_CR30","doi-asserted-by":"crossref","first-page":"454","DOI":"10.1109\/3477.678649","volume":"28","author":"K. Kurbel","year":"1998","unstructured":"Kurbel, K., Schneider, B. and Singh, K. (1998), Solving optimization problems by parallel recombinative simulated annealing on a parallel computer-An application to standard cell placement in VSLI design, IEEE Trans. on Systems, Man and Cybernetics-Part B-Cybernetics 28: 454-460.","journal-title":"IEEE Trans. on Systems, Man and Cybernetics-Part B-Cybernetics"},{"key":"274612_CR31","doi-asserted-by":"crossref","unstructured":"Lee, S-Y. and Lee, K.G. (1996), Synchronous and asynchronous parallel simulated annealing with multiple Markov Chains. IIE Transactions on Parallel and Distributed Systems 7.","DOI":"10.1109\/71.539732"},{"key":"274612_CR32","volume-title":"Topics in Global Optimization: Lecture Notes in Mathematics, No. 909","author":"A.V. Levy","year":"1981","unstructured":"Levy, A.V., Montalvo, A., Gomez and S., Calderon, A. (1981), Topics in Global Optimization: Lecture Notes in Mathematics, No. 909, Springer-Verlag, Berlin."},{"key":"274612_CR33","unstructured":"Lin, F.T., Kao, C.Y. and Hsu, C.C. (1991), Incorporating genetic algorithms into simulated annealing, F.J Cantu-Ortiz et al. (eds), Proceedings of the Int. Symposium on Artificial Intelligence: pp. 290-297."},{"key":"274612_CR34","doi-asserted-by":"crossref","DOI":"10.1007\/978-3-662-07418-3","volume-title":"Genetic Algorithms+Data Structures=Evolution Programs","author":"Z. Michalewicz","year":"1994","unstructured":"Michalewicz, Z. (1994), Genetic Algorithms+Data Structures=Evolution Programs, Springer Verlag, Berlin."},{"key":"274612_CR35","doi-asserted-by":"crossref","DOI":"10.1137\/1.9781611970906","volume-title":"Methods and applications of interval analysis","author":"R.E. Moore","year":"1979","unstructured":"Moore, R.E. (1979), Methods and applications of interval analysis. SIAM, Philadelphia."},{"key":"274612_CR36","doi-asserted-by":"crossref","first-page":"17","DOI":"10.1145\/355934.355936","volume":"7","author":"B. J. More","year":"1981","unstructured":"More, B. J., Garbow, B.S. and Hillstrom, K.E. (1981), Testing unconstrained optimization. ACM Trans. Math. Software 7: 17-41.","journal-title":"ACM Trans. Math. Software"},{"key":"274612_CR37","doi-asserted-by":"crossref","first-page":"341","DOI":"10.1007\/BF01580772","volume":"41","author":"R.E. Moore","year":"1988","unstructured":"Moore, R.E. and Ratschek, H. (1988), Inclusion functions and global optimization II. Mathematical Programming 41: 341-356.","journal-title":"Mathematical Programming"},{"key":"274612_CR38","doi-asserted-by":"crossref","first-page":"525","DOI":"10.1016\/S0377-2217(97)00269-5","volume":"110","author":"L. \u00d6zdamar","year":"1998","unstructured":"\u00d6zdamar, L. and Birbil, I. \u00b8S. (1998), A hybrid genetic algorithm for the capacitated lot sizing and loading problem, European Journal of Operational Research 110: 525-547.","journal-title":"European Journal of Operational Research"},{"key":"274612_CR39","doi-asserted-by":"crossref","first-page":"841","DOI":"10.1016\/S0305-0548(99)00054-4","volume":"27","author":"L. \u00d6zdamar","year":"2000","unstructured":"\u00d6zdamar, L. and Demirhan, M. (2000a), Experiments with new stochastic global optimization search techniques, Computers and OR 27: 841-865.","journal-title":"Computers and OR"},{"key":"274612_CR40","doi-asserted-by":"crossref","unstructured":"\u00d6zdamar, L and Demirhan, M. (2000b), Comparison of partition evaluation measures in an adaptive partitioning algorithm for global optimization, to appear in Fuzzy Sets and Systems.","DOI":"10.1016\/S0165-0114(98)00364-9"},{"key":"274612_CR41","doi-asserted-by":"crossref","first-page":"44","DOI":"10.1109\/5326.740669","volume":"29","author":"L. \u00d6zdamar","year":"1999","unstructured":"\u00d6zdamar, L. (1999), A genetic algorithm approach for the multi-mode resource-constrained project scheduling problem under general resource categories. IEEE Transactions on Systems, Man and Cybernetics 29: 44-69.","journal-title":"IEEE Transactions on Systems, Man and Cybernetics"},{"key":"274612_CR42","doi-asserted-by":"crossref","first-page":"343","DOI":"10.1007\/BF01580907","volume":"56","author":"J. Pinter","year":"1992","unstructured":"Pinter, J. (1992), Convergence qualification of adaptive partitioning algorithms in global optimization, Mathematical Programming 56: 343-360.","journal-title":"Mathematical Programming"},{"key":"274612_CR43","volume-title":"Numerical Recipes, The Art of Scientific Computing","author":"W.H. Press","year":"1992","unstructured":"Press, W.H., Teukolsky, S.A., Vetterling, W.T. and Flannery, B.P. (1992), Numerical Recipes, The Art of Scientific Computing,. Cambridge University Press, New York."},{"key":"274612_CR44","volume-title":"Towards Global Optimization 2","author":"W.L. Price","year":"1998","unstructured":"Price, W.L. (1998), A controlled random search procedure for global optimization, in L.C.W. Dixon and G.P. Szeg\u00f6 (eds), Towards Global Optimization 2, North-Holland, Amsterdam."},{"key":"274612_CR45","volume-title":"State-Space and Multivariable Theory","author":"H.H. Rosenbrock","year":"1970","unstructured":"Rosenbrock, H.H. (1970), State-Space and Multivariable Theory, Nelson, London."},{"key":"274612_CR46","unstructured":"Schaffer, J.D. (1989), A study of control parameters affecting online performance of genetic algorithms for function optimization. Proc. of the Third Int. Con. on Genetic Algorithms: 51-60."},{"key":"274612_CR47","volume-title":"Numerical Optimization of Computer Models","author":"H. Schwefel","year":"1991","unstructured":"Schwefel, H. (1991), Numerical Optimization of Computer Models, Wiley, New York."},{"key":"274612_CR48","doi-asserted-by":"crossref","first-page":"656","DOI":"10.1109\/21.286385","volume":"24","author":"M. Srinivas","year":"1994","unstructured":"Srinivas, M. and Patnaik, L.M. (1994), Adaptive probabilities of crossover and mutation in genetic algorithms. IEEE Transactions on Systems, Man and Cybernetics 24: 656-667.","journal-title":"IEEE Transactions on Systems, Man and Cybernetics"},{"key":"274612_CR49","doi-asserted-by":"crossref","first-page":"23","DOI":"10.1007\/BF01419526","volume":"25","author":"F. Stenger","year":"1975","unstructured":"Stenger, F. (1975), Computing the topological degree of a mapping in @n, Numerical Mathematics 25: 23-38.","journal-title":"Numerical Mathematics"},{"key":"274612_CR50","doi-asserted-by":"crossref","first-page":"1024","DOI":"10.1109\/21.179841","volume":"22","author":"B.E. Stuckman","year":"1992","unstructured":"Stuckman, B.E. and Easom, E.E. (1992), A comparison of Bayesian\/Sampling global optimization techniques, IEEE Transactions on Systems, Man and Cybernetics 22: 1024-1032.","journal-title":"IEEE Transactions on Systems, Man and Cybernetics"},{"key":"274612_CR51","volume-title":"Towards Global Optimization 2","author":"A. T\u00f6rn","year":"1978","unstructured":"T\u00f6rn, A. (1978), A search clustering approach to global optimization, in L.C.W. Dixon and G.P. Szeg\u00f6 (eds), Towards Global Optimization 2, North-Holland, Amsterdam."},{"key":"274612_CR52","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"crossref","DOI":"10.1007\/3-540-50871-6","volume-title":"Global Optimization","author":"A. T\u00f6rn","year":"1989","unstructured":"T\u00f6rn, A. and Zilinskas, A. (1989), Global Optimization. Lecture Notes in Computer Science, Springer-Verlag, Berlin."},{"key":"274612_CR53","doi-asserted-by":"crossref","first-page":"267","DOI":"10.1007\/BF01096456","volume":"5","author":"A. T\u00f6rn","year":"1994","unstructured":"T\u00f6rn, A. and Viitanen, S. (1994), Topographical global optimization using pre-sampled points. Journal of Global Optimization 5: 267-276.","journal-title":"Journal of Global Optimization"},{"key":"274612_CR54","doi-asserted-by":"crossref","first-page":"437","DOI":"10.1023\/A:1008395408187","volume":"14","author":"A. T\u00f6rn","year":"1999","unstructured":"T\u00f6rn, A., Ali, M.M. and Viitanen, S. (1999), Stochastic global optimization: Problem classes and solution techniques, Journal of Global Optimization 14: 437-447.","journal-title":"Journal of Global Optimization"},{"key":"274612_CR55","unstructured":"Wendt, O. and K\u00f6nig, W. (1998), Cooperative simulated annealing: How much cooperation is enough?, Working Paper, Frankfurt University."},{"key":"274612_CR56","doi-asserted-by":"crossref","first-page":"201","DOI":"10.1080\/03610918308812311","volume":"12","author":"D.R. Wingo","year":"1983","unstructured":"Wingo, D.R. (1983), Estimating the location of the Cauchy distribution by numerical global optimization. Communications in Statistics Part B. Simulation and Computation 12: 201-212.","journal-title":"Communications in Statistics Part B. Simulation and Computation"},{"key":"274612_CR57","series-title":"Working Paper","volume-title":"Cooperative distributed search: The ant's way","author":"M. Wodrich","year":"1997","unstructured":"Wodrich, M. and Bilchev, G. (1997), Cooperative distributed search: The ant's way. Working Paper, University of Cape Town, South Africa."},{"key":"274612_CR58","doi-asserted-by":"crossref","first-page":"29","DOI":"10.1016\/S0166-1280(98)90211-1","volume":"430","author":"C.R. Zacharias","year":"1998","unstructured":"Zacharias, C.R., Lemes, M.R. and Pino, A.D. (1998), Combining genetic algorithms and simulated annealing: a molecular geometry optimization study. THEOCHEM-Journal of Molecular Structure 430: 29-39.","journal-title":"THEOCHEM-Journal of Molecular Structure"},{"key":"274612_CR59","first-page":"53","volume":"12","author":"A. Zilinskas","year":"1981","unstructured":"Zilinskas, A. (1981), Two algorithms for one-dimensional multimodal minimization, Optimization 12, 53-63.","journal-title":"Optimization"}],"container-title":["Journal of Global Optimization"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1023\/A:1008350810199.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1023\/A:1008350810199\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1023\/A:1008350810199.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,7,1]],"date-time":"2025-07-01T10:44:17Z","timestamp":1751366657000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1023\/A:1008350810199"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2001,1]]},"references-count":59,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2001,1]]}},"alternative-id":["274612"],"URL":"https:\/\/doi.org\/10.1023\/a:1008350810199","relation":{},"ISSN":["0925-5001","1573-2916"],"issn-type":[{"value":"0925-5001","type":"print"},{"value":"1573-2916","type":"electronic"}],"subject":[],"published":{"date-parts":[[2001,1]]}}}