{"id":477140,"date":"2023-08-09T09:08:09","date_gmt":"2023-08-09T09:08:09","guid":{"rendered":""},"modified":"2023-09-05T11:14:06","modified_gmt":"2023-09-05T11:14:06","slug":"evolutionary-computing","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/kr\/wiki\/evolutionary-computing\/","title":{"rendered":"\uc9c4\ud654\uc801\uc778 \ucef4\ud4e8\ud305"},"content":{"rendered":"<p>\uc9c4\ud654 \ucef4\ud4e8\ud305\uc740 \uc790\uc5f0 \uc120\ud0dd\uacfc \uc720\uc804 \uc720\uc804\uc744 \ud3ec\ud568\ud558\uc5ec \uc0dd\ubb3c\ud559\uc801 \uc9c4\ud654\uc5d0\uc11c \uc601\uac10\uc744 \ubc1b\uc740 \uc5ec\ub7ec \uacc4\uc0b0 \uc54c\uace0\ub9ac\uc998\uc744 \uac00\ub9ac\ud0a4\ub294 \ud3ec\uad04\uc801\uc778 \uc6a9\uc5b4\ub97c \ub098\ud0c0\ub0c5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc54c\uace0\ub9ac\uc998\uc740 \uc9c4\ud654\uc758 \uc6d0\ub9ac\ub97c \uc801\uc6a9\ud558\uc5ec \uc885\uc885 \ucd5c\uc801\ud654 \ubc0f \uae30\uacc4 \ud559\uc2b5\uacfc \uad00\ub828\ub41c \ubcf5\uc7a1\ud55c \uc2e4\uc81c \ubb38\uc81c\ub97c \ud574\uacb0\ud569\ub2c8\ub2e4. \uc774\ub294 \ub354 \ub113\uc740 \uc778\uacf5 \uc9c0\ub2a5 \ubd84\uc57c\uc758 \ud544\uc218\uc801\uc778 \ubd80\ubd84\uc785\ub2c8\ub2e4.<\/p>\n<h2>\uc9c4\ud654 \ucef4\ud4e8\ud305\uc758 \uae30\uc6d0\uacfc \ucd08\uae30 \uc5b8\uae09<\/h2>\n<p>\uc9c4\ud654 \ucef4\ud4e8\ud305\uc758 \ubfcc\ub9ac\ub294 \uc778\uacf5 \uc9c0\ub2a5\uc774 \ud0c4\uc0dd\ud55c 1950\ub144\ub300\uc640 60\ub144\ub300\ub85c \uac70\uc2ac\ub7ec \uc62c\ub77c\uac11\ub2c8\ub2e4. \ub85c\ub80c\uc2a4 J. \ud3ec\uac94(Lawrence J. Fogel), \uc874 H. \ud640\ub79c\ub4dc(John H. Holland), \ud55c\uc2a4-\ud3f4 \uc288\ubca0\ud3a0(Hans-Paul Schwefel)\uacfc \uac19\uc740 \ucd08\uae30 \uac1c\ucc99\uc790\ub4e4\uc740 \uc0dd\ubb3c\ud559\uc801 \uc9c4\ud654\uc758 \uc6d0\ub9ac\uc5d0 \uae30\ucd08\ud55c \ucd5c\ucd08\uc758 \uc9c4\ud654 \uc54c\uace0\ub9ac\uc998\uc744 \ub3c5\ub9bd\uc801\uc73c\ub85c \uac1c\ubc1c\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc9c4\ud654\uc801 \uacc4\uc0b0 \ubaa8\ub378\uacfc \uc720\uc0ac\ud55c \uc54c\uace0\ub9ac\uc998\uc5d0 \ub300\ud55c \uccab \ubc88\uc9f8 \uc5b8\uae09\uc740 1966\ub144 Fogel\uc758 \uc791\uc5c5\uc5d0\uc11c \ubc1c\uacac\ub429\ub2c8\ub2e4. \uadf8\uacf3\uc5d0\uc11c \uadf8\ub294 \uc778\uacf5 \uc9c0\ub2a5\uc758 \uc801\uc751\uc801 \ud589\ub3d9 \uc608\uce21\uc744 \uc704\ud55c \ubc29\ubc95\uc73c\ub85c \uc9c4\ud654 \ud504\ub85c\uadf8\ub798\ubc0d\uc744 \ub3c4\uc785\ud588\uc2b5\ub2c8\ub2e4. \ube44\uc2b7\ud55c \uc2dc\uae30\uc5d0 \ud640\ub79c\ub4dc\ub294 \uc720\uc804 \uc54c\uace0\ub9ac\uc998\uc744 \uac1c\ubc1c\ud588\uace0, \uc288\ubca0\ud3a0\uc740 \uc9c4\ud654 \uc804\ub7b5\uc744 \uc2dc\uc791\ud588\uc2b5\ub2c8\ub2e4. \uc774\ud6c4 \uc218\uc2ed \ub144 \ub3d9\uc548 \uc774\ub7ec\ud55c \uae30\ucd08 \uc791\uc5c5\uc740 \ud604\uc7ac \uc9c4\ud654 \ucef4\ud4e8\ud305\uc774\ub77c\uace0 \ubd80\ub974\ub294 \ud3ec\uad04\uc801\uc778 \ubd84\uc57c\ub85c \ubc1c\uc804\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>\uc9c4\ud654 \ucef4\ud4e8\ud305\uc758 \uc0c1\uc138 \uac1c\uc694<\/h2>\n<p>\uc9c4\ud654 \ucef4\ud4e8\ud305\uc740 \uc0dd\uc2dd, \ub3cc\uc5f0\ubcc0\uc774, \uc7ac\uc870\ud569, \uc801\uc790 \uc0dd\uc874 \ub4f1 \uc0dd\ubb3c\ud559\uc801 \uc9c4\ud654\uc758 \uc6d0\ub9ac\ub97c \ubaa8\ubc29\ud558\ub294 \uc54c\uace0\ub9ac\uc998\uc774 \ud2b9\uc9d5\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\uc740 \uc8fc\ub85c \uae30\uc874 \ubc29\ubc95\uc73c\ub85c\ub294 \ubd80\uc871\ud560 \uc218 \uc788\ub294 \ubb38\uc81c \ud574\uacb0 \ubc0f \ucd5c\uc801\ud654 \uc791\uc5c5\uc5d0 \uc801\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n<p>\uc9c4\ud654 \uc54c\uace0\ub9ac\uc998\uc758 \uc8fc\uc694 \uad6c\uc131 \uc694\uc18c\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n<ol>\n<li>\uc885\uc885 &quot;\uac1c\uc778&quot; \ub610\ub294 &quot;\ud45c\ud604\ud615&quot;\uc774\ub77c\uace0 \ubd88\ub9ac\ub294 \ud6c4\ubcf4 \uc194\ub8e8\uc158\uc758 \uc9d1\ub2e8\uc785\ub2c8\ub2e4.<\/li>\n<li>\uac01 \uac1c\uc778\uc758 \uc194\ub8e8\uc158\uc758 \ud488\uc9c8\uc774\ub098 \uc801\ud569\uc131\uc744 \uacb0\uc815\ud558\ub294 \ud53c\ud2b8\ub2c8\uc2a4 \uae30\ub2a5\uc785\ub2c8\ub2e4.<\/li>\n<li>\uc9d1\ub2e8\uc758 \uac1c\uccb4\ub97c \ubcc0\ud615\uc2dc\ud0a4\ub294 \ub3cc\uc5f0\ubcc0\uc774 \ubc0f \uad50\ucc28(\uc7ac\uc870\ud569)\uc640 \uac19\uc740 \uc720\uc804 \uc5f0\uc0b0\uc790.<\/li>\n<\/ol>\n<p>\uc9c4\ud654 \ucef4\ud4e8\ud305 \uc54c\uace0\ub9ac\uc998\uc740 \ubc18\ubcf5\uc801\uc774\uba70 \uac01 \ubc18\ubcf5\uc744 &quot;\uc138\ub300&quot;\ub77c\uace0 \ud569\ub2c8\ub2e4. \uac01 \uc138\ub300\uc5d0\uc11c \ubaa8\uc9d1\ub2e8 \ub0b4 \ubaa8\ub4e0 \uac1c\uc778\uc758 \uc801\ud569\ub3c4\uac00 \ud3c9\uac00\ub429\ub2c8\ub2e4. \uc720\uc804 \uc5f0\uc0b0\uc790\ub97c \uc0ac\uc6a9\ud558\uc5ec \ucc28\uc138\ub300 \uc194\ub8e8\uc158\uc744 \uc0dd\uc0b0\ud558\ub294 \ubc29\uc2dd\uc73c\ub85c \uac00\uc7a5 \uc801\ud569\ud55c \uac1c\uc778\uc774 \ubc88\uc2dd\uc744 \uc704\ud574 \uc120\ud0dd\ub429\ub2c8\ub2e4. \uc774 \ud504\ub85c\uc138\uc2a4\ub294 \ub9cc\uc871\uc2a4\ub7ec\uc6b4 \uc194\ub8e8\uc158\uc744 \ucc3e\uac70\ub098 \ubbf8\ub9ac \uc815\uc758\ub41c \uc138\ub300 \uc218\uc5d0 \ub3c4\ub2ec\ud560 \ub54c\uae4c\uc9c0 \uacc4\uc18d\ub429\ub2c8\ub2e4.<\/p>\n<h2>\uc9c4\ud654 \ucef4\ud4e8\ud305\uc758 \ub0b4\ubd80 \uad6c\uc870: \uc791\ub3d9 \ubc29\uc2dd<\/h2>\n<p>\uc9c4\ud654\uc801 \ucef4\ud4e8\ud305 \ud504\ub85c\uc138\uc2a4\uc758 \uc6b4\uc601 \ud750\ub984\uc740 \uc77c\ubc18\uc801\uc73c\ub85c \ub2e4\uc74c \ub2e8\uacc4\ub97c \ub530\ub985\ub2c8\ub2e4.<\/p>\n<ol>\n<li>\ucd08\uae30\ud654: \uc54c\uace0\ub9ac\uc998\uc740 \uc784\uc758\uc758 \uc194\ub8e8\uc158 \ubaa8\uc9d1\ub2e8\uc744 \uc0dd\uc131\ud558\ub294 \uac83\uc73c\ub85c \uc2dc\uc791\ub429\ub2c8\ub2e4.<\/li>\n<li>\ud3c9\uac00: \uccb4\ub825\ud568\uc218\ub97c \uc774\uc6a9\ud558\uc5ec \uac01 \uac1c\uc778\uc758 \uccb4\ub825\uc744 \ud3c9\uac00\ud569\ub2c8\ub2e4.<\/li>\n<li>\uc120\ud0dd: \uac1c\uccb4\ub294 \uc801\ud569\ub3c4\uc5d0 \ub530\ub77c \ubc88\uc2dd\uc744 \uc704\ud574 \uc120\ud0dd\ub429\ub2c8\ub2e4.<\/li>\n<li>\ubcc0\ud615: \uc720\uc804 \uc5f0\uc0b0\uc790(\ub3cc\uc5f0\ubcc0\uc774 \ubc0f \uad50\ubc30)\ub97c \uc801\uc6a9\ud558\uc5ec \uc0c8\ub85c\uc6b4 \uac1c\uccb4\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/li>\n<li>\ub300\uccb4(Replacement): \uc0c8\ub85c\uc6b4 \uac1c\uccb4\uac00 \ubaa8\uc9d1\ub2e8\uc5d0\uc11c \uac00\uc7a5 \uc801\ud569\ud558\uc9c0 \uc54a\uc740 \uac1c\uccb4\ub97c \ub300\uccb4\ud569\ub2c8\ub2e4.<\/li>\n<li>\uc885\ub8cc: \uc885\ub8cc \uc870\uac74\uc774 \ucda9\uc871\ub420 \ub54c\uae4c\uc9c0 \ud504\ub85c\uc138\uc2a4\uac00 2\ub2e8\uacc4\ubd80\ud130 \ubc18\ubcf5\ub429\ub2c8\ub2e4.<\/li>\n<\/ol>\n<p>\uc774 \uc21c\ud658 \ud504\ub85c\uc138\uc2a4\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uc21c\uc11c\ub3c4 \ud615\ud0dc\ub85c \uc2dc\uac01\ud654\ub429\ub2c8\ub2e4.<\/p>\n<pre><div class=\"bg-black rounded-md mb-4\"><div class=\"flex items-center relative text-gray-200 bg-gray-800 px-4 py-2 text-xs font-sans justify-between rounded-t-md\"><span>\ub179<\/span><button class=\"flex ml-auto gap-2\"><svg stroke=\"currentColor\" fill=\"none\" stroke-width=\"2\" viewbox=\"0 0 24 24\" stroke-linecap=\"round\" stroke-linejoin=\"round\" class=\"h-4 w-4\" height=\"1em\" width=\"1em\" ><path d=\"M16 4h2a2 2 0 0 1 2 2v14a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h2\"><\/path><rect x=\"8\" y=\"2\" width=\"8\" height=\"4\" rx=\"1\" ry=\"1\"><\/rect><\/svg>\ucf54\ub4dc \ubcf5\uc0ac<\/button><\/div><div class=\"p-4 overflow-y-auto\"><code class=\"!whitespace-pre hljs language-rust\" data-no-translation=\"\">Initialization -<span class=\"hljs-punctuation\">-&gt;<\/span> Evaluation -<span class=\"hljs-punctuation\">-&gt;<\/span> Selection -<span class=\"hljs-punctuation\">-&gt;<\/span> Variation -<span class=\"hljs-punctuation\">-&gt;<\/span> Replacement -<span class=\"hljs-punctuation\">-&gt;<\/span> Termination\n         ^                                                                               |\n         |_______________________________________________________________________________|\n<\/code><\/div><\/div><\/pre>\n<h2>\uc9c4\ud654 \ucef4\ud4e8\ud305\uc758 \uc8fc\uc694 \ud2b9\uc9d5<\/h2>\n<p>\uc9c4\ud654\ud615 \ucef4\ud4e8\ud305\uc740 \uad11\ubc94\uc704\ud55c \uc801\uc6a9 \uac00\ub2a5\uc131\uc5d0 \uae30\uc5ec\ud558\ub294 \uba87 \uac00\uc9c0 \uc8fc\uc694 \uae30\ub2a5\uc744 \uc790\ub791\ud569\ub2c8\ub2e4.<\/p>\n<ol>\n<li><strong>\uae00\ub85c\ubc8c \uac80\uc0c9:<\/strong> \uc9c4\ud654 \uc54c\uace0\ub9ac\uc998\uc740 \uc194\ub8e8\uc158 \uc9d1\ub2e8\uc744 \uc720\uc9c0\ud558\uace0 \uac80\uc0c9 \uacf5\uac04\uc758 \uc5ec\ub7ec \uc9c0\uc810\uc744 \ub3d9\uc2dc\uc5d0 \ud0d0\uc0c9\ud558\ubbc0\ub85c \ubcf5\uc7a1\ud55c \uac80\uc0c9 \uacf5\uac04\uc5d0\uc11c \uc804\uc5ed \ucd5c\uc801\uac12\uc744 \ucc3e\ub294 \ub370 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>\uc801\uc751\uc131:<\/strong> \uc774\ub7ec\ud55c \uc54c\uace0\ub9ac\uc998\uc740 \ub3d9\uc801 \ud658\uacbd\uc5d0 \uc801\uc751\ud560 \uc218 \uc788\uc73c\ubbc0\ub85c \uc2dc\uac04\uc774 \uc9c0\ub0a8\uc5d0 \ub530\ub77c \ud53c\ud2b8\ub2c8\uc2a4 \ud658\uacbd\uc774 \ubcc0\ud558\ub294 \ubb38\uc81c\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ubcd1\ud589:<\/strong> \uc9c4\ud654 \uc54c\uace0\ub9ac\uc998\uc740 \uc5ec\ub7ec \uc194\ub8e8\uc158\uc744 \ub3d9\uc2dc\uc5d0 \ud3c9\uac00\ud558\ubbc0\ub85c \ubcf8\uc9c8\uc801\uc73c\ub85c \ubcd1\ub82c\uc785\ub2c8\ub2e4. \uc774 \uae30\ub2a5\uc744 \ud1b5\ud574 \ucd5c\uc2e0 \uba40\ud2f0 \ucf54\uc5b4 \ucef4\ud4e8\ud305 \uc544\ud0a4\ud14d\ucc98\ub97c \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uacac\uace0\uc131:<\/strong> \uae30\uc874 \ucd5c\uc801\ud654 \uc54c\uace0\ub9ac\uc998\uacfc \ub2ec\ub9ac \uc9c4\ud654 \uc54c\uace0\ub9ac\uc998\uc740 \ub85c\uceec \ucd5c\uc801\uac12\uc5d0 \uc27d\uac8c \uac07\ud788\uc9c0 \uc54a\uc73c\uba70 \ud3c9\uac00 \ud568\uc218\uc5d0\uc11c \ub178\uc774\uc988\ub97c \ucc98\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ub2e4\uc7ac:<\/strong> \uc9c4\ud654 \uc54c\uace0\ub9ac\uc998\uc740 \uc774\uc0b0 \ucd5c\uc801\ud654 \ubb38\uc81c\uc640 \uc5f0\uc18d \ucd5c\uc801\ud654 \ubb38\uc81c \ubaa8\ub450\uc5d0 \uc801\uc6a9\ud560 \uc218 \uc788\uc73c\uba70 \uc81c\uc57d \uc870\uac74\uacfc \ub2e4\uc911 \ubaa9\ud45c \uc2dc\ub098\ub9ac\uc624\ub97c \ucc98\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ol>\n<h2>\uc9c4\ud654 \ucef4\ud4e8\ud305 \uc54c\uace0\ub9ac\uc998\uc758 \uc720\ud615<\/h2>\n<p>\ub2e4\uc591\ud55c \uc720\ud615\uc758 \uc9c4\ud654 \ucef4\ud4e8\ud305 \uc54c\uace0\ub9ac\uc998\uc774 \uc788\uc73c\uba70 \uac01\uac01 \uace0\uc720\ud55c \ud2b9\uc131\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<table>\n<thead>\n<tr>\n<th>\uc5f0\uc0b0<\/th>\n<th>\uc8fc\uc694 \ud2b9\uc9d5\ub4e4<\/th>\n<th>\uc751\uc6a9 \ubd84\uc57c<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\uc720\uc804 \uc54c\uace0\ub9ac\uc998(GA)<\/td>\n<td>\uc774\uc9c4 \ubb38\uc790\uc5f4 \ud45c\ud604\uc73c\ub85c \uc791\ub3d9\ud558\uace0 \uad50\ucc28 \ubc0f \ub3cc\uc5f0\ubcc0\uc774 \uc5f0\uc0b0\uc790\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<\/td>\n<td>\ucd5c\uc801\ud654, \uba38\uc2e0\ub7ec\ub2dd<\/td>\n<\/tr>\n<tr>\n<td>\uc720\uc804\uc790 \ud504\ub85c\uadf8\ub798\ubc0d(GP)<\/td>\n<td>\uc77c\ubc18\uc801\uc73c\ub85c \ud2b8\ub9ac \uad6c\uc870\ub85c \ud45c\ud604\ub418\ub294 \ucef4\ud4e8\ud130 \ud504\ub85c\uadf8\ub7a8\uc774\ub098 \uae30\ub2a5\uc744 \ubc1c\uc804\uc2dc\ud0b5\ub2c8\ub2e4.<\/td>\n<td>\uae30\ud638 \ud68c\uadc0, \uc790\ub3d9 \ud504\ub85c\uadf8\ub798\ubc0d<\/td>\n<\/tr>\n<tr>\n<td>\uc9c4\ud654 \uc804\ub7b5(ES)<\/td>\n<td>\uc8fc\ub85c \uc2e4\uc218 \uac12 \ud45c\ud604\uc744 \uc0ac\uc6a9\ud558\uace0 \uc790\uccb4 \uc801\uc751\ud615 \ub3cc\uc5f0\ubcc0\uc774 \ube44\uc728\uc5d0 \uc911\uc810\uc744 \ub461\ub2c8\ub2e4.<\/td>\n<td>\uc9c0\uc18d\uc801\uc778 \ucd5c\uc801\ud654<\/td>\n<\/tr>\n<tr>\n<td>\uc9c4\ud654 \ud504\ub85c\uadf8\ub798\ubc0d(EP)<\/td>\n<td>ES\uc640 \uc720\uc0ac\ud558\uc9c0\ub9cc \ubd80\ubaa8 \uc120\ud0dd \ubc0f \uc0dd\uc874 \ubc29\uc2dd\uc774 \ub2e4\ub985\ub2c8\ub2e4.<\/td>\n<td>\uc2dc\uacc4\uc5f4 \uc608\uce21, \uac8c\uc784 AI<\/td>\n<\/tr>\n<tr>\n<td>\ucc28\ubcc4\uc801 \uc9c4\ud654(DE)<\/td>\n<td>\uc218\uce58 \ucd5c\uc801\ud654 \ubb38\uc81c\uc5d0 \ud0c1\uc6d4\ud55c ES \uc720\ud615<\/td>\n<td>\uc218\uce58 \ucd5c\uc801\ud654<\/td>\n<\/tr>\n<tr>\n<td>\uc785\uc790 \uad70\uc9d1 \ucd5c\uc801\ud654(PSO)<\/td>\n<td>\uc0c8 \ub5bc \ub610\ub294 \ubb3c\uace0\uae30 \ud559\uad50\uc758 \uc0ac\ud68c\uc801 \ud589\ub3d9 \ud328\ud134\uc5d0\uc11c \uc601\uac10\uc744 \uc5bb\uc5c8\uc2b5\ub2c8\ub2e4.<\/td>\n<td>\uc870\ud569 \ucd5c\uc801\ud654, \uc2e0\uacbd\ub9dd \ud6c8\ub828<\/td>\n<\/tr>\n<tr>\n<td>\uac1c\ubbf8 \uad70\uc9d1 \ucd5c\uc801\ud654(ACO)<\/td>\n<td>\uc790\uc2e0\uc758 \uad70\uc9d1\uacfc \uba39\uc774 \uacf5\uae09\uc6d0 \uc0ac\uc774\uc758 \uacbd\ub85c\ub97c \ucc3e\ub294 \uac1c\ubbf8\uc758 \ud589\ub3d9\uc744 \uae30\ubc18\uc73c\ub85c \ud568<\/td>\n<td>\ub77c\uc6b0\ud305 \ubb38\uc81c, \uc870\ud569 \ucd5c\uc801\ud654<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\uc9c4\ud654 \ucef4\ud4e8\ud305\uc758 \uc0ac\uc6a9\ubc95, \ubb38\uc81c\uc810 \ubc0f \uc194\ub8e8\uc158<\/h2>\n<p>\uc9c4\ud654 \ucef4\ud4e8\ud305\uc740 \uc778\uacf5 \uc9c0\ub2a5, \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \uc124\uacc4, \ub370\uc774\ud130 \ub9c8\uc774\ub2dd, \uacbd\uc81c \ubaa8\ub378\ub9c1, \uac8c\uc784 \uc774\ub860, \uc0dd\ubb3c\uc815\ubcf4\ud559 \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0 \uc801\uc6a9\ub429\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \ub2e4\uc7ac\ub2e4\ub2a5\ud568\uc5d0\ub3c4 \ubd88\uad6c\ud558\uace0 \ub2e4\uc74c\uacfc \uac19\uc740 \uba87 \uac00\uc9c0 \uacfc\uc81c\uc5d0 \uc9c1\uba74\ud574 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<ol>\n<li><strong>\ub9e4\uac1c\ubcc0\uc218 \uc870\uc815:<\/strong> \uc9c4\ud654 \uc54c\uace0\ub9ac\uc998\uc740 \uc778\uad6c \uaddc\ubaa8, \ub3cc\uc5f0\ubcc0\uc774\uc728, \uad50\ucc28\uc728\uacfc \uac19\uc740 \ub9e4\uac1c\ubcc0\uc218\ub97c \uc2e0\uc911\ud558\uac8c \uc870\uc815\ud574\uc57c \ud558\ub294 \uacbd\uc6b0\uac00 \ub9ce\uc73c\uba70 \uc774\ub294 \uc2dc\uac04\uc774 \ub9ce\uc774 \uac78\ub9ac\ub294 \ud504\ub85c\uc138\uc2a4\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uacc4\uc0b0 \ube44\uc6a9:<\/strong> \ubc18\ubcf5\uc801\uc778 \ud2b9\uc131\uacfc \uc5ec\ub7ec \uc194\ub8e8\uc158\uc758 \uc801\ud569\uc131\uc744 \ud3c9\uac00\ud574\uc57c \ud558\ub294 \ud544\uc694\uc131\uc73c\ub85c \uc778\ud574 \uc9c4\ud654 \uc54c\uace0\ub9ac\uc998\uc740 \uacc4\uc0b0 \ube44\uc6a9\uc774 \ub9ce\uc774 \ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc870\uae30 \uc218\ub834:<\/strong> \ub54c\ub85c\ub294 \uc9c4\ud654 \uc54c\uace0\ub9ac\uc998\uc774 \ucc28\uc120\uc758 \uc194\ub8e8\uc158\uc73c\ub85c \ub108\ubb34 \ube68\ub9ac \uc218\ub834\ud560 \uc218 \uc788\ub294\ub370, \uc774\ub294 \uc870\uae30 \uc218\ub834\uc774\ub77c\uace0 \uc54c\ub824\uc9c4 \ubb38\uc81c\uc785\ub2c8\ub2e4.<\/li>\n<\/ol>\n<p>\uc774\ub7ec\ud55c \ubb38\uc81c\uc5d0 \ub300\uc751\ud558\uae30 \uc704\ud574 \ub2e4\uc591\ud55c \uc804\ub7b5\uc774 \ucc44\ud0dd\ub429\ub2c8\ub2e4.<\/p>\n<ul>\n<li><strong>\uc801\uc751\ud615 \ub9e4\uac1c\ubcc0\uc218 \uc124\uc815:<\/strong> \uc5ec\uae30\uc5d0\ub294 \uc131\ub2a5\uc5d0 \ub530\ub77c \uc2e4\ud589 \uc911\uc5d0 \uc54c\uace0\ub9ac\uc998 \ub9e4\uac1c\ubcc0\uc218\ub97c \ub3d9\uc801\uc73c\ub85c \uc870\uc815\ud558\ub294 \uc791\uc5c5\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4.<\/li>\n<li><strong>\ubcd1\ub82c \ucef4\ud4e8\ud305:<\/strong> \ubcd1\ub82c \ucc98\ub9ac \uae30\ub2a5\uc744 \ud65c\uc6a9\ud558\uba74 \uacc4\uc0b0 \ube44\uc6a9\uc744 \ud06c\uac8c \uc904\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ub2e4\uc591\uc131 \uc720\uc9c0 \uc804\ub7b5:<\/strong> \uc9d1\ub2e8\uc758 \ub2e4\uc591\uc131\uc744 \uc720\uc9c0\ud558\uace0 \uc870\uae30 \uc218\ub834\uc744 \ubc29\uc9c0\ud558\uae30 \uc704\ud574 \ubc00\uc9d1\ud654, \uc801\ud569\ub3c4 \uacf5\uc720 \ub610\ub294 \uc885\ubd84\ud654\uc640 \uac19\uc740 \uae30\uc220\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>\uc9c4\ud654\ucef4\ud4e8\ud305: \ube44\uad50 \ubc0f \ud2b9\uc131<\/h2>\n<p>\uc9c4\ud654 \ucef4\ud4e8\ud305\uc744 \uc804\ud1b5\uc801\uc778 \ucd5c\uc801\ud654 \uae30\uc220\uc774\ub098 \uae30\ud0c0 \uc0dd\uccb4 \uc601\uac10 \uc54c\uace0\ub9ac\uc998\uacfc \uac19\uc740 \ub2e4\ub978 \ubb38\uc81c \ud574\uacb0 \ud328\ub7ec\ub2e4\uc784\uacfc \ube44\uad50\ud558\uba74 \uba87 \uac00\uc9c0 \uace0\uc720\ud55c \ud2b9\uc131\uc774 \ub4dc\ub7ec\ub0a9\ub2c8\ub2e4.<\/p>\n<table>\n<thead>\n<tr>\n<th>\ud2b9\uc131<\/th>\n<th>\uc9c4\ud654\uc801 \ucef4\ud4e8\ud305<\/th>\n<th>\uc804\ud1b5\uc801\uc778 \ucd5c\uc801\ud654<\/th>\n<th>\uae30\ud0c0 \uc0dd\uccb4\ubaa8\ubc29 \uc54c\uace0\ub9ac\uc998<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\ucd5c\uc801\ud654 \uc720\ud615<\/td>\n<td>\uae00\ub85c\ubc8c<\/td>\n<td>\ud604\uc9c0\uc758<\/td>\n<td>\ud2b9\uc815 \uc54c\uace0\ub9ac\uc998\uc5d0 \ub530\ub77c \ub2e4\ub984<\/td>\n<\/tr>\n<tr>\n<td>\uc778\uad6c \uae30\ubc18<\/td>\n<td>\uc608<\/td>\n<td>\uc544\ub2c8\uc694<\/td>\n<td>\ub300\uac1c<\/td>\n<\/tr>\n<tr>\n<td>\ube44\uc120\ud615\uc131 \ucc98\ub9ac<\/td>\n<td>\uc608<\/td>\n<td>\ubcf4\ud1b5\uc740 \uadf8\ub807\uc9c0 \uc54a\ub2e4<\/td>\n<td>\uc608<\/td>\n<\/tr>\n<tr>\n<td>\uc774\uc0b0\ud654 \ucc98\ub9ac<\/td>\n<td>\uc608<\/td>\n<td>\ubcf4\ud1b5\uc740 \uadf8\ub807\uc9c0 \uc54a\ub2e4<\/td>\n<td>\uc608<\/td>\n<\/tr>\n<tr>\n<td>\ubcd1\ub82c\ud654 \uac00\ub2a5<\/td>\n<td>\uc608<\/td>\n<td>\uc544\ub2c8\uc694<\/td>\n<td>\uc608<\/td>\n<\/tr>\n<tr>\n<td>\ub3d9\uc801 \ud658\uacbd \ucc98\ub9ac<\/td>\n<td>\uc608<\/td>\n<td>\uc544\ub2c8\uc694<\/td>\n<td>\uc608<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\uc9c4\ud654 \ucef4\ud4e8\ud305\uc758 \ubbf8\ub798 \uc804\ub9dd\uacfc \uc2e0\uae30\uc220<\/h2>\n<p>\uc9c4\ud654 \ucef4\ud4e8\ud305\uc758 \ubbf8\ub798\ub294 \uc5ec\ub7ec \ubc29\ud5a5\uc5d0\uc11c \uc7a0\uc7ac\uc801\uc778 \ub3cc\ud30c\uad6c\ub97c \ucc3e\uc744 \uc218 \uc788\uc5b4 \uc720\ub9dd\ud569\ub2c8\ub2e4. \uc774\ub4e4 \uc911 \uc77c\ubd80\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ol>\n<li><strong>\uc774\uc885 \uad50\uc7a1:<\/strong> \uc9c4\ud654 \uc54c\uace0\ub9ac\uc998\uc744 \uc2e0\uacbd\ub9dd, \ud37c\uc9c0 \uc2dc\uc2a4\ud15c \ub610\ub294 \uae30\ud0c0 \ucd5c\uc801\ud654 \uc54c\uace0\ub9ac\uc998\uacfc \uac19\uc740 \ub2e4\ub978 \uae30\uc220\uacfc \uacb0\ud569\ud558\uba74 \ubb38\uc81c \ud574\uacb0 \ub2a5\ub825\uc744 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uacf5\uc9c4\ud654 \uc54c\uace0\ub9ac\uc998:<\/strong> \uc5ec\uae30\uc5d0\ub294 \uc0c1\ud638 \uc791\uc6a9\ud558\ub294 \uc5ec\ub7ec \uc9c4\ud654\ud558\ub294 \uc778\uad6c\uac00 \ud3ec\ud568\ub418\uc5b4 \ubcf5\uc7a1\ud55c \ub2e4\uc911 \uc5d0\uc774\uc804\ud2b8 \uc2dc\uc2a4\ud15c\uc5d0 \ub300\ud55c \uc7a0\uc7ac\uc801\uc778 \uc194\ub8e8\uc158\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc591\uc790 \uc9c4\ud654 \uc54c\uace0\ub9ac\uc998:<\/strong> \uc591\uc790 \ucef4\ud4e8\ud305\uc744 \ud65c\uc6a9\ud558\uba74 \ub354 \ube60\ub974\uace0 \ud6a8\uc728\uc801\uc778 \uc9c4\ud654 \uc54c\uace0\ub9ac\uc998\uc744 \uad6c\ud604\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ol>\n<p>\ub610\ud55c \uc5f0\uad6c\uc790\ub4e4\uc740 \uc591\uc790 \ucef4\ud4e8\ud305, \uad70\uc9d1 \ub85c\ubd07 \uacf5\ud559, \ub9de\ucda4\ud615 \uc758\ud559 \ubc0f \uc9c0\uc18d \uac00\ub2a5\ud55c \uc5d0\ub108\uc9c0\uc640 \uac19\uc740 \uc2e0\ud765 \ubd84\uc57c\uc5d0\uc11c \uc9c4\ud654 \ucef4\ud4e8\ud305\uc758 \ud601\uc2e0\uc801\uc778 \uc751\uc6a9\uc744 \ud0d0\uad6c\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>\ud504\ub85d\uc2dc \uc11c\ubc84\uc640 \uc9c4\ud654 \ucef4\ud4e8\ud305\uc758 \uad50\ucc28\uc810<\/h2>\n<p>\ud504\ub85d\uc2dc \uc11c\ubc84\uc5d0 \uc9c4\ud654 \ucef4\ud4e8\ud305\uc744 \uc801\uc6a9\ud558\ub294 \uac83\uc774 \ucc98\uc74c\uc5d0\ub294 \uba85\ud655\ud558\uc9c0 \uc54a\uc744 \uc218 \uc788\uc9c0\ub9cc \ub450 \uc601\uc5ed\uc740 \uba87 \uac00\uc9c0 \uc8fc\ubaa9\ud560\ub9cc\ud55c \ubc29\uc2dd\uc73c\ub85c \uad50\ucc28\ud569\ub2c8\ub2e4.<\/p>\n<ol>\n<li><strong>\ubd80\ud558 \ubd84\uc0b0:<\/strong> \ud601\uc2e0\uc801\uc778 \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud558\uba74 \uc11c\ubc84 \uac04 \ub124\ud2b8\uc6cc\ud06c \ud2b8\ub798\ud53d \ubc30\ud3ec\ub97c \ucd5c\uc801\ud654\ud558\uc5ec \uc5ec\ub7ec \ud504\ub85d\uc2dc \uc11c\ubc84\uc758 \ub85c\ub4dc\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \uad00\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc774\uc0c1 \uac10\uc9c0:<\/strong> \ub124\ud2b8\uc6cc\ud06c \ud2b8\ub798\ud53d \ub370\uc774\ud130\uc5d0 \uc9c4\ud654\ub41c \uc54c\uace0\ub9ac\uc998\uc744 \uc801\uc6a9\ud568\uc73c\ub85c\uc368 \ud504\ub85d\uc2dc \uc11c\ubc84\ub294 \ube44\uc815\uc0c1\uc801\uc778 \ud328\ud134\uc744 \uc2dd\ubcc4\ud558\uace0 \uc774\uc5d0 \ub300\uc751\ud558\uc5ec \ubcf4\uc548\uc744 \uac15\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc801\uc751\ud615 \uad6c\uc131:<\/strong> \ud601\uc2e0\uc801\uc778 \ucef4\ud4e8\ud305\uc740 \ub3d9\uc801\uc73c\ub85c \ubcc0\ud654\ud558\ub294 \ub124\ud2b8\uc6cc\ud06c \uc870\uac74\uc744 \uae30\ubc18\uc73c\ub85c \ud504\ub85d\uc2dc \uc11c\ubc84 \uad6c\uc131\uc744 \ucd5c\uc801\ud654\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ol>\n<h2>\uad00\ub828\ub41c \ub9c1\ud06c\ub4e4<\/h2>\n<p>\uc9c4\ud654 \ucef4\ud4e8\ud305\uc5d0 \ub300\ud55c \uc790\uc138\ud55c \ub0b4\uc6a9\uc744 \ubcf4\ub824\uba74 \ub2e4\uc74c \ub9ac\uc18c\uc2a4\ub97c \uc0b4\ud3b4\ubcf4\uc138\uc694.<\/p>\n<ol>\n<li><a href=\"http:\/\/www.gp-field-guide.org.uk\/\" target=\"_new\" rel=\"noopener nofollow\">\uc720\uc804\uc790 \ud504\ub85c\uadf8\ub798\ubc0d\uc5d0 \ub300\ud55c \ud604\uc7a5 \uac00\uc774\ub4dc<\/a><\/li>\n<li><a href=\"https:\/\/cs.gmu.edu\/~sean\/book\/metaheuristics\/\" target=\"_new\" rel=\"noopener nofollow\">\uba54\ud0c0\ud734\ub9ac\uc2a4\ud2f1\uc758 \ud544\uc218 \uc694\uc18c<\/a><\/li>\n<li><a href=\"https:\/\/link.springer.com\/book\/10.1007\/978-3-662-44874-8\" target=\"_new\" rel=\"noopener nofollow\">\uc9c4\ud654 \ucef4\ud4e8\ud305 \uc18c\uac1c<\/a><\/li>\n<li><a href=\"https:\/\/www.mitpressjournals.org\/loi\/evco\" target=\"_new\" rel=\"noopener nofollow\">\uc9c4\ud654 \ucef4\ud4e8\ud305<\/a><\/li>\n<\/ol>\n<p>\uc9c4\ud654 \ucef4\ud4e8\ud305 \ubd84\uc57c\ub294 \uad11\ubc94\uc704\ud558\uace0 \uc9c0\uc18d\uc801\uc73c\ub85c \ubc1c\uc804\ud558\uace0 \uc788\ub2e4\ub294 \uc810\uc744 \uae30\uc5b5\ud558\uc2ed\uc2dc\uc624. \ud638\uae30\uc2ec\uc744 \uac16\uace0 \uacc4\uc18d \ud0d0\uc0c9\ud574 \ubcf4\uc138\uc694!<\/p>","protected":false},"featured_media":468343,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-477140","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Evolutionary Computing: A Comprehensive Guide<\/mark>","faq_items":[{"question":"What is evolutionary computing?","answer":"<p>Evolutionary computing represents several computational algorithms inspired by biological evolution, including natural selection and genetic inheritance. These algorithms apply principles of evolution to solve complex real-world problems, often relating to optimization and machine learning.<\/p>"},{"question":"When was evolutionary computing first introduced?","answer":"<p>Evolutionary computing can trace its origins back to the 1950s and 60s, an era that marked the birth of artificial intelligence. The first mention of an algorithm resembling an evolutionary computation model is found in Lawrence J. Fogel's work in 1966.<\/p>"},{"question":"How does evolutionary computing work?","answer":"<p>Evolutionary computing algorithms emulate the principles of biological evolution: reproduction, mutation, recombination, and survival of the fittest. These techniques are mainly applied in problem-solving and optimization tasks, with each iteration termed a \"generation\". The fittest individuals are selected for reproduction, using genetic operators to produce the next generation of solutions.<\/p>"},{"question":"What are the key features of evolutionary computing?","answer":"<p>Key features of evolutionary computing include global search, adaptability, parallelism, robustness, and versatility. These attributes contribute to its wide-ranging applicability.<\/p>"},{"question":"What types of evolutionary computing algorithms exist?","answer":"<p>There are several types of evolutionary computing algorithms, including Genetic Algorithms (GAs), Genetic Programming (GP), Evolutionary Strategies (ESs), Evolutionary Programming (EP), Differential Evolution (DE), Particle Swarm Optimization (PSO), and Ant Colony Optimization (ACO).<\/p>"},{"question":"What are the common uses of evolutionary computing?","answer":"<p>Evolutionary computing is used in various fields such as artificial intelligence, engineering design, data mining, economic modeling, game theory, and bioinformatics. It's often applied in areas where traditional problem-solving and optimization techniques may fall short.<\/p>"},{"question":"What challenges does evolutionary computing face?","answer":"<p>Challenges in evolutionary computing include parameter tuning, computational cost, and premature convergence. However, strategies such as adaptive parameter setting, parallel computing, and diversity maintenance strategies can be used to counter these issues.<\/p>"},{"question":"What is the future perspective of evolutionary computing?","answer":"<p>The future of evolutionary computing is promising, with potential breakthroughs in hybridization, co-evolutionary algorithms, and quantum evolutionary algorithms. Researchers are also exploring innovative applications in fields like quantum computing, swarm robotics, personalized medicine, and sustainable energy.<\/p>"},{"question":"How can proxy servers be associated with evolutionary computing?","answer":"<p>Evolutionary computing can optimize the distribution of network traffic among servers, effectively managing the load across multiple proxy servers. It can also enhance security by identifying and responding to unusual patterns in network traffic data. Additionally, it can optimize the configuration of proxy servers based on dynamically changing network conditions.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/kr\/wp-json\/wp\/v2\/wiki\/477140","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/kr\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/kr\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/kr\/wp-json\/wp\/v2\/wiki\/477140\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/kr\/wp-json\/wp\/v2\/media\/468343"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/kr\/wp-json\/wp\/v2\/media?parent=477140"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}