{"id":7121,"date":"2019-09-26T16:12:18","date_gmt":"2019-09-26T15:12:18","guid":{"rendered":"http:\/\/smart--grid.net\/?page_id=7121"},"modified":"2024-02-13T13:53:22","modified_gmt":"2024-02-13T12:53:22","slug":"algorithmes-bases-sur-la-physique","status":"publish","type":"page","link":"https:\/\/complex-systems-ai.com\/en\/physics-based-algorithms\/","title":{"rendered":"Physics-Based Algorithms 101"},"content":{"rendered":"<div data-elementor-type=\"wp-page\" data-elementor-id=\"7121\" class=\"elementor elementor-7121\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1cd7460 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1cd7460\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-c882704\" data-id=\"c882704\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c26597a elementor-align-justify elementor-widget elementor-widget-button\" data-id=\"c26597a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/complex-systems-ai.com\/en\/2020\/04\/03\/theories-and-algorithms-2\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Theories<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-025b14b\" data-id=\"025b14b\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-ea84a5c elementor-align-justify elementor-widget elementor-widget-button\" data-id=\"ea84a5c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/complex-systems-ai.com\/en\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">home page<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-9428fb6\" data-id=\"9428fb6\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-81d8ccf elementor-align-justify elementor-widget elementor-widget-button\" data-id=\"81d8ccf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/tik-db.ee.ethz.ch\/file\/ab5a5114ef04fc0e81ffed24f6b83755\/main_205.pdf\" target=\"_blank\" rel=\"noopener\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Wiki<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-b15dd4f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b15dd4f\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-b5a054d\" data-id=\"b5a054d\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-819106a elementor-widget elementor-widget-toggle\" data-id=\"819106a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"toggle.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-toggle\">\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1351\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"button\" aria-controls=\"elementor-tab-content-1351\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">I. Simulated annealing (physics-based algorithms)<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-1351\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"region\" aria-labelledby=\"elementor-tab-title-1351\"><ul>\n<li><a href=\"https:\/\/complex-systems-ai.com\/en\/physics-based-algorithms\/annealing-simulates\/\">Simulated annealing<\/a>\n<ul>\n<li><a href=\"https:\/\/link.springer.com\/chapter\/10.1007\/978-3-642-27479-4_4?error=cookies_not_supported&#038;code=cebb2d9b-dfec-4511-a9cf-4a5e7cc8a03c\" target=\"_blank\" rel=\"noopener\">Adaptive simulated annealing<\/a><\/li>\n<li><a href=\"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S0743731596901215\" target=\"_blank\" rel=\"noopener\">Simulated parallel annealing<\/a><\/li>\n<li><a href=\"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/0375960187907961\" target=\"_blank\" rel=\"noopener\">Fast simulated annealing<\/a><\/li>\n<li><a href=\"https:\/\/arxiv.org\/abs\/chem-ph\/9404003\" target=\"_blank\" rel=\"noopener\">Quantum annealing<\/a><\/li>\n<li><a href=\"https:\/\/www.astm.org\/mpc104479.html\" target=\"_blank\" rel=\"noopener\">Simulated hardening<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1352\" class=\"elementor-tab-title\" data-tab=\"2\" role=\"button\" aria-controls=\"elementor-tab-content-1352\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">II. Harmony search, cultural algorithm and memetic algorithm<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-1352\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"region\" aria-labelledby=\"elementor-tab-title-1352\"><ul>\n<li><a href=\"https:\/\/complex-systems-ai.com\/en\/physics-based-algorithms\/harmony-search-algorithm\/\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"Harmony Search (opens in a new tab)\">Search for harmony<\/a><\/li>\n<li><a href=\"https:\/\/complex-systems-ai.com\/en\/physics-based-algorithms\/cultural-algorithm\/\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"Cultural Algorithm (open in a new tab)\">Cultural algorithm<\/a><\/li>\n<li><a href=\"https:\/\/complex-systems-ai.com\/en\/physics-based-algorithms\/algorithm-memetic\/\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"Memetic algorithm (open in a new tab)\">Memetic algorithm<\/a>\n<ul>\n<li><a href=\"https:\/\/link.springer.com\/chapter\/10.1007\/3-540-58484-6_245?error=cookies_not_supported&#038;code=c84f0eca-4a0c-44b3-91c7-51c9c4d44056?error=cookies_not_supported&#038;code=c84f0eca-4a0c-44b3-91c7-51c9c4d44056\" target=\"_blank\" rel=\"noopener\">Baldwinian evolutionary algorithm<\/a><\/li>\n<li><a href=\"https:\/\/link.springer.com\/chapter\/10.1007\/3-540-58484-6_245?error=cookies_not_supported&#038;code=c84f0eca-4a0c-44b3-91c7-51c9c4d44056?error=cookies_not_supported&#038;code=c84f0eca-4a0c-44b3-91c7-51c9c4d44056\" target=\"_blank\" rel=\"noopener\">Lamarckian evolutionary algorithm<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1353\" class=\"elementor-tab-title\" data-tab=\"3\" role=\"button\" aria-controls=\"elementor-tab-content-1353\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">III. Optimization by artificial physics and gravitational research<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-1353\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"3\" role=\"region\" aria-labelledby=\"elementor-tab-title-1353\"><ul>\n<li><a href=\"https:\/\/link.springer.com\/chapter\/10.1007\/978-3-540-78987-1_21?error=cookies_not_supported&#038;code=d124fc51-42a6-4710-aed6-373cd2289771\" target=\"_blank\" rel=\"noopener\">Central force optimization<\/a>\n<ul>\n<li><a href=\"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S0096300312008648\" target=\"_blank\" rel=\"noopener\">Extended central force optimization<\/a><\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/ieeexplore.ieee.org\/document\/5393736\/\" target=\"_blank\" rel=\"noopener\">Artificial physics optimization<\/a>\n<ul>\n<li><a href=\"https:\/\/ieeexplore.ieee.org\/document\/5412398\/\" target=\"_blank\" rel=\"noopener\">Extended artificial physics optimization<\/a><\/li>\n<li><a href=\"https:\/\/link.springer.com\/chapter\/10.1007\/978-3-642-04394-9_74?error=cookies_not_supported&#038;code=baaa78ce-f38c-49b4-9254-c46a8ca93cac\" target=\"_blank\" rel=\"noopener\">Vector model of artificial physicsoptimization<\/a><\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S0020025509001200\" target=\"_blank\" rel=\"noopener\">Gravitational search algorithm<\/a>\n<ul>\n<li><a href=\"https:\/\/link.springer.com\/article\/10.1007\/s11047-009-9175-3?error=cookies_not_supported&#038;code=abd73639-292c-4290-a715-7089359d8acd\" target=\"_blank\" rel=\"noopener\">Binary gravitational search algorithm<\/a><\/li>\n<li><a href=\"https:\/\/ieeexplore.ieee.org\/document\/5615810\/\" target=\"_blank\" rel=\"noopener\">Multiobjective gravitational search algorithm<\/a><\/li>\n<li><a href=\"https:\/\/journals.sagepub.com\/doi\/10.1177\/1176934317699855\" target=\"_blank\" rel=\"noopener\">PSO gravitational search algorithm<\/a><\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/link.springer.com\/chapter\/10.1007\/978-3-642-25566-3_17?error=cookies_not_supported&#038;code=e204b1c6-4a6d-4737-a126-0fbecc6b7d7f\" target=\"_blank\" rel=\"noopener\">Gravitational interaction optimization<\/a><\/li>\n<li><a href=\"https:\/\/link.springer.com\/chapter\/10.1007\/978-3-642-24728-6_24?error=cookies_not_supported&#038;code=b0c01486-1aeb-4373-945a-6154d6189007\" target=\"_blank\" rel=\"noopener\">Immune gravitation inspired optimization algorithm<\/a><\/li>\n<li><a href=\"https:\/\/link.springer.com\/article\/10.1023\/A:1022452626305?error=cookies_not_supported&#038;code=1f37c046-6434-48d0-bdd2-535ac641122c\" target=\"_blank\" rel=\"noopener\">Electromagnetism-like heuristic<\/a><\/li>\n<li><a href=\"https:\/\/link.springer.com\/article\/10.1007\/s00707-009-0270-4?error=cookies_not_supported&#038;code=fddebc36-bf72-4e56-ad02-8f93fc5e6723\" target=\"_blank\" rel=\"noopener\">Charged system search<\/a><\/li>\n<li>Mass and Energy Balances Algorithm<\/li>\n<li>Momentum Balance Algorithm<\/li>\n<\/ul><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1354\" class=\"elementor-tab-title\" data-tab=\"4\" role=\"button\" aria-controls=\"elementor-tab-content-1354\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">IV. Quantum algorithms<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-1354\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"4\" role=\"region\" aria-labelledby=\"elementor-tab-title-1354\"><ul>\n<li><a href=\"http:\/\/rnowotniak.kis.p.lodz.pl\/quantum\/Quantum-inspired%20genetic%20algorithms.pdf\" target=\"_blank\" rel=\"noopener\">Quantum-inspired genetic algorithm<\/a>\n<ul>\n<li><a href=\"http:\/\/eprints.biblio.unitn.it\/1197\/1\/019.pdf\" target=\"_blank\" rel=\"noopener\">Quantum genetic optimization<\/a><\/li>\n<li><a href=\"https:\/\/ieeexplore.ieee.org\/document\/4200805\/\" target=\"_blank\" rel=\"noopener\">Hybrid quantum-inspired genetic algorithm<\/a><\/li>\n<\/ul>\n<\/li>\n<li><a href=\"http:\/\/citeseerx.ist.psu.edu\/viewdoc\/download?doi=10.1.1.3.4537&amp;rep=rep1&amp;type=pdf\" target=\"_blank\" rel=\"noopener\">Quantum-inspired evolutionary algorithm<\/a>\n<ul>\n<li><a href=\"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S0925231207003839\" target=\"_blank\" rel=\"noopener\">Binary Quantum-inspired evolutionary algorithm<\/a><\/li>\n<li><a href=\"https:\/\/openrepository.aut.ac.nz\/bitstream\/handle\/10292\/611\/04424502.pdf?sequence=1\" target=\"_blank\" rel=\"noopener\">Versatile quantum-inspired evolutionary algorithm<\/a><\/li>\n<li><a href=\"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S0196890410002025\" target=\"_blank\" rel=\"noopener\">Improved quantum evolutionary algorithm<\/a><\/li>\n<\/ul>\n<\/li>\n<li>Semiphysical Quantum Mechanics\n<ul>\n<li><a href=\"https:\/\/link.springer.com\/chapter\/10.1007\/11758532_110?error=cookies_not_supported&#038;code=9129016f-dc76-4ddd-834a-92d59bb9ead3\" target=\"_blank\" rel=\"noopener\">Quantum-behaved particle swarm optimization<\/a><\/li>\n<li><a href=\"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S0925231206002657\" target=\"_blank\" rel=\"noopener\">Quantum swarm evolutionary algorithm<\/a><\/li>\n<li><a href=\"https:\/\/ieeexplore.ieee.org\/document\/4581389\" target=\"_blank\" rel=\"noopener\">Quantum-inspired immune clonal algorithm<\/a><\/li>\n<li><a href=\"https:\/\/ieeexplore.ieee.org\/document\/5645311\/\" target=\"_blank\" rel=\"noopener\">Continuous quantum ant colony optimization<\/a><\/li>\n<li><a href=\"https:\/\/link.springer.com\/chapter\/10.1007\/978-3-642-30976-2_4?error=cookies_not_supported&#038;code=47a924a3-5010-4976-aec0-58bfb5c8a493\" target=\"_blank\" rel=\"noopener\">Quantum-inspired bacterial swarming optimization<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1355\" class=\"elementor-tab-title\" data-tab=\"5\" role=\"button\" aria-controls=\"elementor-tab-content-1355\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">V. Optimization by physics of the universe<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-1355\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"5\" role=\"region\" aria-labelledby=\"elementor-tab-title-1355\"><ul>\n<li><a href=\"https:\/\/link.springer.com\/article\/10.1007\/s00521-015-1870-7?error=cookies_not_supported&#038;code=4311c97a-4651-47fd-8cb9-85f860c3db6c\" target=\"_blank\" rel=\"noopener\">Multiverse optimization<\/a><\/li>\n<li><a href=\"https:\/\/dl.acm.org\/action\/cookieAbsent\" target=\"_blank\" rel=\"noopener\">Big bang-big crunch<\/a>\n<ul>\n<li><a href=\"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S1007570410006441\" target=\"_blank\" rel=\"noopener\">Uniform big bang-chaotic big crunch<\/a><\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/dl.acm.org\/action\/cookieAbsent\" target=\"_blank\" rel=\"noopener\">Galaxy-based search algorithm<\/a><\/li>\n<\/ul><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1356\" class=\"elementor-tab-title\" data-tab=\"6\" role=\"button\" aria-controls=\"elementor-tab-content-1356\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">VI. Fluid physics optimization<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-1356\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"6\" role=\"region\" aria-labelledby=\"elementor-tab-title-1356\"><ul>\n<li><a href=\"https:\/\/link.springer.com\/book\/10.1007\/978-3-540-73554-0?error=cookies_not_supported&#038;code=188c2429-2b6b-4bfd-be68-1d1b70d5d10c\" target=\"_blank\" rel=\"noopener\">River formation dynamics<\/a><\/li>\n<li><a href=\"http:\/\/www.inderscience.com\/link.php?id=22775\" target=\"_blank\" rel=\"noopener\">Intelligent water drops algorithm<\/a><\/li>\n<li><a href=\"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S0045794914000935\" target=\"_blank\" rel=\"noopener\">Colliding bodies optimization<\/a><\/li>\n<li><a href=\"https:\/\/validate.perfdrive.com\/?ssa=9905785a-86e3-4d83-afcc-937f02e9dec3&#038;ssb=49086263695&#038;ssc=https%3A%2F%2Fiopscience.iop.org%2Farticle%2F10.1088%2F1757-899X%2F267%2F1%2F012036&#038;ssi=4f78eca4-8427-4350-891c-d9a76ed1fb13&#038;ssk=support@shieldsquare.com&#038;ssm=14313211717109226107112753610019&#038;ssn=64854c5dbe4208e78e51766be292b82b2e644d75e4b2-ff7c-4017-bf75d8&#038;sso=2a9195d7-1c1d29ca9f4bb2bf9b4c68029d95105917add4da7f015de7&#038;ssp=25168555411649826522164986947927897&#038;ssq=99134610467317674180804673218319425702451&#038;ssr=MjEyLjEwNy4xNy4yNTE=&#038;sst=Mozilla\/5.0+(Windows+NT+10.0;+Win64;+x64)+AppleWebKit\/537.36+(KHTML,+like+Gecko)+Chrome\/70.0.3538.102+Safari\/537.36&#038;ssv=&#038;ssw=&#038;ssx=W10=\" target=\"_blank\" rel=\"noopener\">Rain Water Algorithm<\/a><\/li>\n<li><a href=\"https:\/\/www.hindawi.com\/journals\/jopti\/2017\/3828420\/\" target=\"_blank\" rel=\"noopener\">Hydrological Cycle Algorithm<\/a><\/li>\n<\/ul><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1357\" class=\"elementor-tab-title\" data-tab=\"7\" role=\"button\" aria-controls=\"elementor-tab-content-1357\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">VII. Others<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-1357\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"7\" role=\"region\" aria-labelledby=\"elementor-tab-title-1357\"><ul>\n<li><a href=\"https:\/\/link.springer.com\/article\/10.1023\/A:1011265010691?error=cookies_not_supported&#038;code=85b3b44f-0eaf-4820-ab29-d3779a2f053d\" target=\"_blank\" rel=\"noopener\">Stochastic tunneling<\/a><\/li>\n<li><a href=\"https:\/\/complex-systems-ai.com\/en\/physics-based-algorithms\/extremum-optimization\/\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"Optimization of extemums (open in a new tab)\">Optimization of extemums<\/a><\/li>\n<li><a href=\"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S0378437105012100\" target=\"_blank\" rel=\"noopener\">Hysteretic optimization<\/a><\/li>\n<\/ul><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1358\" class=\"elementor-tab-title\" data-tab=\"8\" role=\"button\" aria-controls=\"elementor-tab-content-1358\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">VIII. Tutorials<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-1358\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"8\" role=\"region\" aria-labelledby=\"elementor-tab-title-1358\" data-no-translation=\"\" data-trp-gettext=\"\">Alternar contenido<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4de03c2 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4de03c2\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-399fd75d\" data-id=\"399fd75d\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-39f76f15 elementor-widget elementor-widget-text-editor\" data-id=\"39f76f15\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/complex-systems-ai.com\/en\/physics-based-algorithms\/#Algorithmes-bases-sur-la-physique\" >Physics-based algorithms<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Algorithmes-bases-sur-la-physique\"><\/span>Physics-based algorithms<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><\/p>\n<p><\/p>\n<p class=\"has-text-align-justify wp-block-paragraph\">Physics-based algorithms generally fall into the realms of metaheustics and computational intelligence, although they do not fit perfectly into the existing categories of biologically inspired techniques (such as Swarm, Immune, Neuronal, and Evolution). With this in mind, they could just as easily be called nature-inspired algorithms.<\/p>\n<p><\/p>\n<p><\/p>\n<p class=\"has-text-align-justify wp-block-paragraph\">Inspirational physical systems range from metallurgy, music, the interplay between culture and evolution, and complex dynamic systems such as avalanches. They are generally stochastic optimization algorithms with a mixture of local (neighborhood-based) and global search techniques.<\/p>\n<p><img fetchpriority=\"high\" decoding=\"async\" class=\"aligncenter wp-image-10021 size-full\" src=\"https:\/\/complex-systems-ai.com\/wp-content\/uploads\/2020\/09\/quantum-robots-4-640x558-1.jpg\" alt=\"Physics-based algorithms\" width=\"640\" height=\"558\" title=\"\" srcset=\"https:\/\/complex-systems-ai.com\/wp-content\/uploads\/2020\/09\/quantum-robots-4-640x558-1.jpg 640w, https:\/\/complex-systems-ai.com\/wp-content\/uploads\/2020\/09\/quantum-robots-4-640x558-1-300x262.jpg 300w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/p>\n<p><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Theories Home page Wiki I. Simulated annealing (physics based algorithms) Simulated annealing Adaptive simulated annealing Parallel simulated annealing Fast simulated annealing Quantum annealing \u2026 <\/p>","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-7121","page","type-page","status-publish","hentry"],"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/complex-systems-ai.com\/en\/wp-json\/wp\/v2\/pages\/7121","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/complex-systems-ai.com\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/complex-systems-ai.com\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/complex-systems-ai.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/complex-systems-ai.com\/en\/wp-json\/wp\/v2\/comments?post=7121"}],"version-history":[{"count":56,"href":"https:\/\/complex-systems-ai.com\/en\/wp-json\/wp\/v2\/pages\/7121\/revisions"}],"predecessor-version":[{"id":20667,"href":"https:\/\/complex-systems-ai.com\/en\/wp-json\/wp\/v2\/pages\/7121\/revisions\/20667"}],"wp:attachment":[{"href":"https:\/\/complex-systems-ai.com\/en\/wp-json\/wp\/v2\/media?parent=7121"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}