{"id":477137,"date":"2023-08-09T09:08:09","date_gmt":"2023-08-09T09:08:09","guid":{"rendered":""},"modified":"2023-09-05T11:14:05","modified_gmt":"2023-09-05T11:14:05","slug":"evolutionary-algorithms","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/in\/wiki\/evolutionary-algorithms\/","title":{"rendered":"\u0935\u093f\u0915\u093e\u0938\u0935\u093e\u0926\u0940 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e"},"content":{"rendered":"<p>\u0935\u093f\u0915\u093e\u0938\u0935\u093e\u0926\u0940 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e (EA) \u0915\u0943\u0924\u094d\u0930\u093f\u092e \u092c\u0941\u0926\u094d\u0927\u093f\u092e\u0924\u094d\u0924\u093e \u0915\u0947 \u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u092e\u0947\u0902 \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u0930 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0915\u0947 \u090f\u0915 \u0938\u0947\u091f \u0915\u094b \u0938\u0902\u0926\u0930\u094d\u092d\u093f\u0924 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902 \u091c\u094b \u092a\u094d\u0930\u093e\u0915\u0943\u0924\u093f\u0915 \u0935\u093f\u0915\u093e\u0938 \u0915\u0940 \u091c\u0948\u0935\u093f\u0915 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u0938\u0947 \u092a\u094d\u0930\u0947\u0930\u093f\u0924 \u0939\u094b\u0924\u0947 \u0939\u0948\u0902\u0964 \u0935\u0947 \u0915\u093f\u0938\u0940 \u0926\u093f\u090f \u0917\u090f \u0938\u092e\u0938\u094d\u092f\u093e \u0938\u094d\u0925\u093e\u0928 \u092e\u0947\u0902 \u0907\u0937\u094d\u091f\u0924\u092e \u0938\u092e\u093e\u0927\u093e\u0928 \u0916\u094b\u091c\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092a\u094d\u0930\u093e\u0915\u0943\u0924\u093f\u0915 \u091a\u092f\u0928 \u0914\u0930 \u0906\u0928\u0941\u0935\u0902\u0936\u093f\u0915 \u0935\u093f\u0930\u093e\u0938\u0924 \u0915\u0947 \u0938\u093f\u0926\u094d\u0927\u093e\u0902\u0924\u094b\u0902 \u0915\u094b \u0932\u093e\u0917\u0942 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u091c\u094b \u0938\u092e\u092f \u0915\u0947 \u0938\u093e\u0925 \u091c\u0940\u0935\u094b\u0902 \u0915\u0940 \u0906\u092c\u093e\u0926\u0940 \u0915\u0947 \u0935\u093f\u0915\u093e\u0938 \u0915\u093e \u0905\u0928\u0941\u0915\u0930\u0923 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n<h2>\u0935\u093f\u0915\u093e\u0938\u0935\u093e\u0926\u0940 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0915\u093e \u0907\u0924\u093f\u0939\u093e\u0938<\/h2>\n<p>EA \u0915\u0940 \u0905\u0935\u0927\u093e\u0930\u0923\u093e 20\u0935\u0940\u0902 \u0938\u0926\u0940 \u0915\u0947 \u092e\u0927\u094d\u092f \u092e\u0947\u0902 \u0936\u0941\u0930\u0942 \u0939\u0941\u0908, \u091c\u093f\u0938\u0915\u093e \u092a\u0939\u0932\u093e \u0909\u0926\u093e\u0939\u0930\u0923 1950 \u0915\u0947 \u0926\u0936\u0915 \u092e\u0947\u0902 \u0928\u093f\u0932\u094d\u0938 \u0911\u0932 \u092c\u0948\u0930\u093f\u0938\u0947\u0932\u0940 \u0914\u0930 1960 \u0915\u0947 \u0926\u0936\u0915 \u092e\u0947\u0902 \u0932\u0949\u0930\u0947\u0902\u0938 \u091c\u0947. \u092b\u094b\u0917\u0947\u0932 \u0915\u0947 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u092e\u0947\u0902 \u0926\u0947\u0916\u093e \u0917\u092f\u093e\u0964 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e\u093f\u0915 \u0926\u0943\u0937\u094d\u091f\u093f\u0915\u094b\u0923 \u0915\u093e \u0909\u0926\u094d\u0926\u0947\u0936\u094d\u092f \u091c\u091f\u093f\u0932 \u0915\u092e\u094d\u092a\u094d\u092f\u0942\u091f\u0947\u0936\u0928\u0932 \u0938\u092e\u0938\u094d\u092f\u093e\u0913\u0902 \u0915\u094b \u0939\u0932 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0921\u093e\u0930\u094d\u0935\u093f\u0928 \u0915\u0947 \u0935\u093f\u0915\u093e\u0938 \u0915\u0947 \u0938\u093f\u0926\u094d\u0927\u093e\u0902\u0924 \u0915\u0947 \u0938\u093f\u0926\u094d\u0927\u093e\u0902\u0924\u094b\u0902 \u0915\u093e \u0932\u093e\u092d \u0909\u0920\u093e\u0928\u093e \u0925\u093e\u0964 \u0939\u093e\u0932\u093e\u0901\u0915\u093f, \u092f\u0939 1970 \u0915\u093e \u0926\u0936\u0915 \u0925\u093e \u091c\u092c \u091c\u0949\u0928 \u0939\u0949\u0932\u0948\u0902\u0921 \u0915\u0947 \u0905\u0917\u094d\u0930\u0923\u0940 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u0935\u093f\u0915\u093e\u0938\u0935\u093e\u0926\u0940 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0915\u094b \u0905\u0927\u093f\u0915 \u092a\u094d\u0930\u092e\u0941\u0916\u0924\u093e \u092e\u093f\u0932\u0940, \u091c\u093f\u0928\u094d\u0939\u094b\u0902\u0928\u0947 EA \u0915\u093e \u090f\u0915 \u0909\u092a\u0938\u092e\u0942\u0939 \u091c\u0947\u0928\u0947\u091f\u093f\u0915 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e (GA) \u0935\u093f\u0915\u0938\u093f\u0924 \u0915\u093f\u092f\u093e\u0964<\/p>\n<h2>\u0935\u093f\u0915\u093e\u0938\u0935\u093e\u0926\u0940 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e: \u090f\u0915 \u0917\u0939\u0928 \u0905\u0928\u094d\u0935\u0947\u0937\u0923<\/h2>\n<p>\u0908\u090f \u091c\u0948\u0935\u093f\u0915 \u0935\u093f\u0915\u093e\u0938 \u0938\u0947 \u092a\u094d\u0930\u0947\u0930\u093f\u0924 \u0924\u0902\u0924\u094d\u0930\u094b\u0902 \u092a\u0930 \u0928\u093f\u0930\u094d\u092d\u0930 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u091c\u0948\u0938\u0947 \u092a\u094d\u0930\u091c\u0928\u0928, \u0909\u0924\u094d\u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928, \u092a\u0941\u0928\u0930\u094d\u0938\u0902\u092f\u094b\u091c\u0928 \u0914\u0930 \u091a\u092f\u0928\u0964 \u092f\u0947 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0909\u092e\u094d\u092e\u0940\u0926\u0935\u093e\u0930 \u0938\u092e\u093e\u0927\u093e\u0928\u094b\u0902 \u0915\u0940 \u0906\u092c\u093e\u0926\u0940 \u0938\u0947 \u0936\u0941\u0930\u0942 \u0939\u094b\u0924\u0947 \u0939\u0948\u0902 \u0914\u0930 \u0935\u093f\u0915\u093e\u0938\u0935\u093e\u0926\u0940 \u0911\u092a\u0930\u0947\u091f\u0930\u094b\u0902 \u0915\u094b \u0932\u093e\u0917\u0942 \u0915\u0930\u0915\u0947 \u0907\u0938 \u0906\u092c\u093e\u0926\u0940 \u092e\u0947\u0902 \u0938\u0941\u0927\u093e\u0930 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964 \u0906\u092c\u093e\u0926\u0940 \u0915\u094b \u0935\u094d\u092f\u0915\u094d\u0924\u093f\u0917\u0924 \u0938\u092e\u093e\u0927\u093e\u0928\u094b\u0902 \u0915\u0940 \u092b\u093f\u091f\u0928\u0947\u0938 \u092f\u093e \u0917\u0941\u0923\u0935\u0924\u094d\u0924\u093e \u0915\u0947 \u0906\u0927\u093e\u0930 \u092a\u0930 \u0905\u092a\u0921\u0947\u091f \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u091c\u094b \u0915\u093f \u0938\u092c\u0938\u0947 \u092f\u094b\u0917\u094d\u092f \u0915\u0947 \u0905\u0938\u094d\u0924\u093f\u0924\u094d\u0935 \u0915\u0947 \u0938\u093f\u0926\u094d\u0927\u093e\u0902\u0924 \u0915\u0940 \u0928\u0915\u0932 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/p>\n<p>\u0935\u093f\u0915\u093e\u0938\u0935\u093e\u0926\u0940 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0915\u094b \u0915\u0908 \u092a\u094d\u0930\u0915\u093e\u0930\u094b\u0902 \u092e\u0947\u0902 \u0935\u0930\u094d\u0917\u0940\u0915\u0943\u0924 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948, \u091c\u093f\u0928\u092e\u0947\u0902 \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902:<\/p>\n<ol>\n<li>\u091c\u0947\u0928\u0947\u091f\u093f\u0915 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e (GA)<\/li>\n<li>\u0935\u093f\u0915\u093e\u0938\u0935\u093e\u0926\u0940 \u092a\u094d\u0930\u094b\u0917\u094d\u0930\u093e\u092e\u093f\u0902\u0917 (\u0908\u092a\u0940)<\/li>\n<li>\u0935\u093f\u0915\u093e\u0938 \u0930\u0923\u0928\u0940\u0924\u093f\u092f\u093e\u0901 (ES)<\/li>\n<li>\u091c\u0947\u0928\u0947\u091f\u093f\u0915 \u092a\u094d\u0930\u094b\u0917\u094d\u0930\u093e\u092e\u093f\u0902\u0917 (\u091c\u0940\u092a\u0940)<\/li>\n<li>\u0935\u093f\u092d\u0947\u0926\u0915 \u0935\u093f\u0915\u093e\u0938 (\u0921\u0940\u0908)<\/li>\n<\/ol>\n<h2>\u0935\u093f\u0915\u093e\u0938\u0935\u093e\u0926\u0940 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0915\u0940 \u0906\u0902\u0924\u0930\u093f\u0915 \u0938\u0902\u0930\u091a\u0928\u093e<\/h2>\n<p>\u090f\u0915 \u0935\u093f\u0936\u093f\u0937\u094d\u091f \u0935\u093f\u0915\u093e\u0938\u0935\u093e\u0926\u0940 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0925\u094d\u092e \u092e\u0947\u0902 \u0928\u093f\u092e\u094d\u0928\u0932\u093f\u0916\u093f\u0924 \u091a\u0930\u0923 \u0936\u093e\u092e\u093f\u0932 \u0939\u094b\u0924\u0947 \u0939\u0948\u0902:<\/p>\n<ol>\n<li>\n<p>\u0906\u0930\u0902\u092d\u0940\u0915\u0930\u0923: \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0925\u094d\u092e \u0935\u094d\u092f\u0915\u094d\u0924\u093f\u092f\u094b\u0902 \u0915\u0940 \u090f\u0915 \u0906\u092c\u093e\u0926\u0940 \u0938\u0947 \u0936\u0941\u0930\u0942 \u0939\u094b\u0924\u093e \u0939\u0948, \u091c\u093f\u0928\u092e\u0947\u0902 \u0938\u0947 \u092a\u094d\u0930\u0924\u094d\u092f\u0947\u0915 \u0938\u092e\u0938\u094d\u092f\u093e \u0915\u0947 \u0938\u0902\u092d\u093e\u0935\u093f\u0924 \u0938\u092e\u093e\u0927\u093e\u0928 \u0915\u093e \u092a\u094d\u0930\u0924\u093f\u0928\u093f\u0927\u093f\u0924\u094d\u0935 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0907\u0928 \u0935\u094d\u092f\u0915\u094d\u0924\u093f\u092f\u094b\u0902 \u0915\u094b \u0906\u092e\u0924\u094c\u0930 \u092a\u0930 \u0938\u092e\u0938\u094d\u092f\u093e \u0915\u0947 \u0916\u094b\u091c \u0938\u094d\u0925\u093e\u0928 \u0915\u0947 \u092d\u0940\u0924\u0930 \u092f\u093e\u0926\u0943\u091a\u094d\u091b\u093f\u0915 \u0930\u0942\u092a \u0938\u0947 \u0906\u0930\u0902\u092d \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n<li>\n<p>\u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928: \u091c\u0928\u0938\u0902\u0916\u094d\u092f\u093e \u092e\u0947\u0902 \u092a\u094d\u0930\u0924\u094d\u092f\u0947\u0915 \u0935\u094d\u092f\u0915\u094d\u0924\u093f \u0915\u093e \u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928 \u092b\u093f\u091f\u0928\u0947\u0938 \u092b\u093c\u0902\u0915\u094d\u0936\u0928 \u0915\u0947 \u0906\u0927\u093e\u0930 \u092a\u0930 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u091c\u094b \u0909\u0938\u0915\u0947 \u0926\u094d\u0935\u093e\u0930\u093e \u092a\u094d\u0930\u0938\u094d\u0924\u0941\u0924 \u0938\u092e\u093e\u0927\u093e\u0928 \u0915\u0940 \u0917\u0941\u0923\u0935\u0924\u094d\u0924\u093e \u0915\u094b \u092e\u093e\u092a\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n<li>\n<p>\u091a\u092f\u0928: \u092a\u094d\u0930\u091c\u0928\u0928 \u0915\u0947 \u0932\u093f\u090f \u0935\u094d\u092f\u0915\u094d\u0924\u093f\u092f\u094b\u0902 \u0915\u093e \u091a\u092f\u0928 \u0909\u0928\u0915\u0940 \u092b\u093f\u091f\u0928\u0947\u0938 \u0915\u0947 \u0906\u0927\u093e\u0930 \u092a\u0930 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u0909\u091a\u094d\u091a \u092b\u093f\u091f\u0928\u0947\u0938 \u0935\u093e\u0932\u0947 \u0935\u094d\u092f\u0915\u094d\u0924\u093f\u092f\u094b\u0902 \u0915\u0947 \u091a\u0941\u0928\u0947 \u091c\u093e\u0928\u0947 \u0915\u0940 \u0938\u0902\u092d\u093e\u0935\u0928\u093e \u0905\u0927\u093f\u0915 \u0939\u094b\u0924\u0940 \u0939\u0948\u0964<\/p>\n<\/li>\n<li>\n<p>\u0935\u093f\u0935\u093f\u0927\u0924\u093e: \u091a\u092f\u0928\u093f\u0924 \u0935\u094d\u092f\u0915\u094d\u0924\u093f\u092f\u094b\u0902 \u0915\u094b \u0938\u0902\u0924\u093e\u0928 \u0909\u0924\u094d\u092a\u0928\u094d\u0928 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0909\u0924\u094d\u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928 (\u0935\u094d\u092f\u0915\u094d\u0924\u093f \u092e\u0947\u0902 \u092f\u093e\u0926\u0943\u091a\u094d\u091b\u093f\u0915 \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928) \u0914\u0930 \u0915\u094d\u0930\u0949\u0938\u0913\u0935\u0930 (\u0926\u094b \u0935\u094d\u092f\u0915\u094d\u0924\u093f\u092f\u094b\u0902 \u0915\u0947 \u092c\u0940\u091a \u0938\u0942\u091a\u0928\u093e \u0915\u093e \u0906\u0926\u093e\u0928-\u092a\u094d\u0930\u0926\u093e\u0928) \u091c\u0948\u0938\u0947 \u0906\u0928\u0941\u0935\u0902\u0936\u093f\u0915 \u0911\u092a\u0930\u0947\u091f\u0930\u094b\u0902 \u0915\u0947 \u0905\u0927\u0940\u0928 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n<li>\n<p>\u092a\u094d\u0930\u0924\u093f\u0938\u094d\u0925\u093e\u092a\u0928: \u0938\u0902\u0924\u093e\u0928\u0947\u0902 \u091c\u0928\u0938\u0902\u0916\u094d\u092f\u093e \u092e\u0947\u0902 \u0915\u0941\u091b \u092f\u093e \u0938\u092d\u0940 \u0935\u094d\u092f\u0915\u094d\u0924\u093f\u092f\u094b\u0902 \u0915\u093e \u092a\u094d\u0930\u0924\u093f\u0938\u094d\u0925\u093e\u092a\u0928 \u0915\u0930\u0924\u0940 \u0939\u0948\u0902\u0964<\/p>\n<\/li>\n<li>\n<p>\u0938\u092e\u093e\u092a\u094d\u0924\u093f: \u092f\u0926\u093f \u0938\u092e\u093e\u092a\u094d\u0924\u093f \u0915\u0940 \u0936\u0930\u094d\u0924 \u092a\u0942\u0930\u0940 \u0939\u094b \u091c\u093e\u0924\u0940 \u0939\u0948 (\u091c\u0948\u0938\u0947, \u092a\u0940\u0922\u093c\u093f\u092f\u094b\u0902 \u0915\u0940 \u0905\u0927\u093f\u0915\u0924\u092e \u0938\u0902\u0916\u094d\u092f\u093e, \u092a\u0930\u094d\u092f\u093e\u092a\u094d\u0924 \u092b\u093f\u091f\u0928\u0947\u0938 \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0939\u094b \u091c\u093e\u0928\u093e) \u0924\u094b \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0925\u094d\u092e \u0930\u0941\u0915 \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n<\/ol>\n<h2>\u0935\u093f\u0915\u093e\u0938\u0935\u093e\u0926\u0940 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0915\u0940 \u092e\u0941\u0916\u094d\u092f \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0902<\/h2>\n<p>EA \u092e\u0947\u0902 \u0915\u0908 \u092a\u094d\u0930\u092e\u0941\u0916 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0902 \u0939\u094b\u0924\u0940 \u0939\u0948\u0902 \u091c\u094b \u0909\u0928\u094d\u0939\u0947\u0902 \u092a\u093e\u0930\u0902\u092a\u0930\u093f\u0915 \u0905\u0928\u0941\u0915\u0942\u0932\u0928 \u0914\u0930 \u0916\u094b\u091c \u0935\u093f\u0927\u093f\u092f\u094b\u0902 \u0938\u0947 \u0905\u0932\u0917 \u0915\u0930\u0924\u0940 \u0939\u0948\u0902:<\/p>\n<ol>\n<li>\n<p>\u091c\u0928\u0938\u0902\u0916\u094d\u092f\u093e-\u0906\u0927\u093e\u0930\u093f\u0924: EAs \u0938\u092e\u093e\u0927\u093e\u0928\u094b\u0902 \u0915\u0940 \u091c\u0928\u0938\u0902\u0916\u094d\u092f\u093e \u0915\u0947 \u0938\u093e\u0925 \u0915\u093e\u092e \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u0916\u094b\u091c \u0938\u094d\u0925\u093e\u0928 \u0915\u0947 \u090f\u0915\u093e\u0927\u093f\u0915 \u0915\u094d\u0937\u0947\u0924\u094d\u0930\u094b\u0902 \u0915\u093e \u090f\u0915 \u0938\u093e\u0925 \u0905\u0928\u094d\u0935\u0947\u0937\u0923 \u0938\u0902\u092d\u0935 \u0939\u094b \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n<li>\n<p>\u0938\u094d\u091f\u094b\u091a\u0948\u0938\u094d\u091f\u093f\u0915: \u0908\u090f \u092e\u0947\u0902 \u092f\u093e\u0926\u0943\u091a\u094d\u091b\u093f\u0915 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e\u090f\u0902 \u0936\u093e\u092e\u093f\u0932 \u0939\u094b\u0924\u0940 \u0939\u0948\u0902 (\u091a\u092f\u0928, \u0909\u0924\u094d\u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928 \u0914\u0930 \u0915\u094d\u0930\u0949\u0938\u0913\u0935\u0930 \u092e\u0947\u0902) \u0914\u0930 \u0907\u0938 \u092a\u094d\u0930\u0915\u093e\u0930 \u0935\u0947 \u0938\u094d\u0925\u093e\u0928\u0940\u092f \u0907\u0937\u094d\u091f\u0924\u092e\u0924\u093e \u0938\u0947 \u092c\u091a \u0938\u0915\u0924\u0947 \u0939\u0948\u0902 \u0914\u0930 \u0916\u094b\u091c \u0938\u094d\u0925\u093e\u0928 \u0915\u093e \u0935\u094d\u092f\u093e\u092a\u0915 \u0930\u0942\u092a \u0938\u0947 \u0905\u0928\u094d\u0935\u0947\u0937\u0923 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n<\/li>\n<li>\n<p>\u0905\u0928\u0941\u0915\u0942\u0932\u0928\u0940\u092f: \u0935\u093f\u0915\u093e\u0938\u0935\u093e\u0926\u0940 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e EA \u0915\u094b \u0935\u0930\u094d\u0924\u092e\u093e\u0928 \u091c\u0928\u0938\u0902\u0916\u094d\u092f\u093e \u0915\u0947 \u0906\u0927\u093e\u0930 \u092a\u0930 \u0916\u094b\u091c \u0930\u0923\u0928\u0940\u0924\u093f \u0915\u094b \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u0938\u0915\u094d\u0937\u092e \u092c\u0928\u093e\u0924\u0940 \u0939\u0948\u0964<\/p>\n<\/li>\n<li>\n<p>\u0938\u092e\u0938\u094d\u092f\u093e-\u0905\u091c\u094d\u091e\u0947\u092f\u0935\u093e\u0926\u0940: EAs \u0915\u094b \u0938\u092e\u0938\u094d\u092f\u093e-\u0935\u093f\u0936\u093f\u0937\u094d\u091f \u091c\u094d\u091e\u093e\u0928 \u092f\u093e \u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0928\u0939\u0940\u0902 \u0939\u094b\u0924\u0940 \u0939\u0948\u0964<\/p>\n<\/li>\n<\/ol>\n<h2>\u0935\u093f\u0915\u093e\u0938\u0935\u093e\u0926\u0940 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0915\u0947 \u092a\u094d\u0930\u0915\u093e\u0930<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0925\u094d\u092e \u0915\u093e \u092a\u094d\u0930\u0915\u093e\u0930<\/th>\n<th>\u0938\u0902\u0915\u094d\u0937\u093f\u092a\u094d\u0924 \u0935\u093f\u0935\u0930\u0923<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u091c\u0947\u0928\u0947\u091f\u093f\u0915 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e (GA)<\/td>\n<td>\u0906\u0928\u0941\u0935\u0902\u0936\u093f\u0915 \u0935\u093f\u0930\u093e\u0938\u0924 \u0914\u0930 \u091c\u0940\u0935\u093f\u0924 \u0930\u0939\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0921\u093e\u0930\u094d\u0935\u093f\u0928\u093f\u092f\u0928 \u092a\u094d\u0930\u092f\u093e\u0938 \u0915\u0940 \u0905\u0935\u0927\u093e\u0930\u0923\u093e\u0913\u0902 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0907\u0938\u092e\u0947\u0902 \u0909\u0924\u094d\u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928, \u0915\u094d\u0930\u0949\u0938\u0913\u0935\u0930 \u0914\u0930 \u091a\u092f\u0928 \u091c\u0948\u0938\u0947 \u0911\u092a\u0930\u0947\u0936\u0928 \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902\u0964<\/td>\n<\/tr>\n<tr>\n<td>\u0935\u093f\u0915\u093e\u0938\u0935\u093e\u0926\u0940 \u092a\u094d\u0930\u094b\u0917\u094d\u0930\u093e\u092e\u093f\u0902\u0917 (\u0908\u092a\u0940)<\/td>\n<td>\u092e\u0936\u0940\u0928-\u0906\u0927\u093e\u0930\u093f\u0924 \u0935\u094d\u092f\u0935\u0939\u093e\u0930 \u0915\u0947 \u0935\u093f\u0915\u093e\u0938 \u092a\u0930 \u0927\u094d\u092f\u093e\u0928 \u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0915\u093f\u092f\u093e \u0917\u092f\u093e\u0964<\/td>\n<\/tr>\n<tr>\n<td>\u0935\u093f\u0915\u093e\u0938 \u0930\u0923\u0928\u0940\u0924\u093f\u092f\u093e\u0901 (ES)<\/td>\n<td>\u0909\u0924\u094d\u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928 \u0906\u0915\u093e\u0930 \u0914\u0930 \u092a\u0941\u0928\u0930\u094d\u0938\u0902\u092f\u094b\u091c\u0928 \u092a\u094d\u0930\u0915\u093e\u0930 \u091c\u0948\u0938\u0947 \u0930\u0923\u0928\u0940\u0924\u093f \u092e\u093e\u092a\u0926\u0902\u0921\u094b\u0902 \u092a\u0930 \u091c\u094b\u0930 \u0926\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/td>\n<\/tr>\n<tr>\n<td>\u091c\u0947\u0928\u0947\u091f\u093f\u0915 \u092a\u094d\u0930\u094b\u0917\u094d\u0930\u093e\u092e\u093f\u0902\u0917 (\u091c\u0940\u092a\u0940)<\/td>\n<td>GAs \u0915\u093e \u090f\u0915 \u0935\u093f\u0938\u094d\u0924\u093e\u0930, GP \u0915\u093f\u0938\u0940 \u0938\u092e\u0938\u094d\u092f\u093e \u0915\u094b \u0939\u0932 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u0930 \u092a\u094d\u0930\u094b\u0917\u094d\u0930\u093e\u092e \u092f\u093e \u0905\u092d\u093f\u0935\u094d\u092f\u0915\u094d\u0924\u093f \u0935\u093f\u0915\u0938\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/td>\n<\/tr>\n<tr>\n<td>\u0935\u093f\u092d\u0947\u0926\u0915 \u0935\u093f\u0915\u093e\u0938 (\u0921\u0940\u0908)<\/td>\n<td>\u0928\u093f\u0930\u0902\u0924\u0930 \u0905\u0928\u0941\u0915\u0942\u0932\u0928 \u0938\u092e\u0938\u094d\u092f\u093e\u0913\u0902 \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u092f\u093e \u091c\u093e\u0928\u0947 \u0935\u093e\u0932\u093e \u090f\u0915 \u092a\u094d\u0930\u0915\u093e\u0930 \u0915\u093e EA.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0935\u093f\u0915\u093e\u0938\u0935\u093e\u0926\u0940 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0915\u0947 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917 \u0914\u0930 \u091a\u0941\u0928\u094c\u0924\u093f\u092f\u093e\u0901<\/h2>\n<p>EA \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u0930 \u0935\u093f\u091c\u094d\u091e\u093e\u0928, \u0907\u0902\u091c\u0940\u0928\u093f\u092f\u0930\u093f\u0902\u0917, \u0905\u0930\u094d\u0925\u0936\u093e\u0938\u094d\u0924\u094d\u0930 \u0914\u0930 \u091c\u0948\u0935 \u0938\u0942\u091a\u0928\u093e \u0935\u093f\u091c\u094d\u091e\u093e\u0928 \u091c\u0948\u0938\u0947 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0915\u094d\u0937\u0947\u0924\u094d\u0930\u094b\u0902 \u092e\u0947\u0902 \u0905\u0928\u0941\u0915\u0942\u0932\u0928, \u0938\u0940\u0916\u0928\u0947 \u0914\u0930 \u0921\u093f\u091c\u093e\u0907\u0928 \u091c\u0948\u0938\u0947 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0939\u0948\u0964 \u0935\u0947 \u0905\u0928\u0941\u0915\u0942\u0932\u0928 \u0938\u092e\u0938\u094d\u092f\u093e\u0913\u0902 \u0915\u0947 \u0932\u093f\u090f \u0935\u093f\u0936\u0947\u0937 \u0930\u0942\u092a \u0938\u0947 \u0909\u092a\u092f\u094b\u0917\u0940 \u0939\u0948\u0902 \u091c\u0939\u093e\u0901 \u0916\u094b\u091c \u0938\u094d\u0925\u093e\u0928 \u0935\u093f\u0936\u093e\u0932, \u091c\u091f\u093f\u0932 \u092f\u093e \u0916\u0930\u093e\u092c \u0930\u0942\u092a \u0938\u0947 \u0938\u092e\u091d\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n<p>\u0939\u093e\u0932\u093e\u0901\u0915\u093f, EAs \u0915\u0947 \u0938\u093e\u0925 \u0915\u0908 \u091a\u0941\u0928\u094c\u0924\u093f\u092f\u093e\u0901 \u092d\u0940 \u0906\u0924\u0940 \u0939\u0948\u0902\u0964 \u0909\u0928\u094d\u0939\u0947\u0902 \u092e\u093e\u092a\u0926\u0902\u0921\u094b\u0902 (\u091c\u0948\u0938\u0947, \u091c\u0928\u0938\u0902\u0916\u094d\u092f\u093e \u0915\u093e \u0906\u0915\u093e\u0930, \u0909\u0924\u094d\u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928 \u0926\u0930) \u0915\u094b \u0938\u093e\u0935\u0927\u093e\u0928\u0940\u092a\u0942\u0930\u094d\u0935\u0915 \u0928\u093f\u0930\u094d\u0927\u093e\u0930\u093f\u0924 \u0915\u0930\u0928\u0947, \u0905\u0928\u094d\u0935\u0947\u0937\u0923 \u0914\u0930 \u0936\u094b\u0937\u0923 \u0915\u094b \u0938\u0902\u0924\u0941\u0932\u093f\u0924 \u0915\u0930\u0928\u0947, \u0917\u0924\u093f\u0936\u0940\u0932 \u0935\u093e\u0924\u093e\u0935\u0930\u0923 \u0938\u0947 \u0928\u093f\u092a\u091f\u0928\u0947 \u0914\u0930 \u0938\u092e\u092f \u0938\u0947 \u092a\u0939\u0932\u0947 \u0905\u092d\u093f\u0938\u0930\u0923 \u0915\u094b \u0930\u094b\u0915\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u091c\u0928\u0938\u0902\u0916\u094d\u092f\u093e \u0915\u0947 \u092d\u0940\u0924\u0930 \u0935\u093f\u0935\u093f\u0927\u0924\u093e \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948\u0964<\/p>\n<h2>\u0938\u092e\u093e\u0928 \u0924\u0915\u0928\u0940\u0915\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u0924\u0941\u0932\u0928\u093e<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u0924\u0915\u0928\u0940\u0915<\/th>\n<th>\u0935\u093f\u0935\u0930\u0923<\/th>\n<th>\u092e\u0941\u0916\u094d\u092f \u0932\u0915\u094d\u0937\u0923<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0924\u0948\u092f\u093e\u0930 \u0915\u093f\u090f \u0939\u0941\u092f\u0940 \u0927\u093e\u0924\u0941 \u092a\u0947 \u092a\u093e\u0928\u0940 \u091a\u0922\u093e\u0928\u0947 \u0915\u0940 \u0915\u0932\u093e<\/td>\n<td>\u0915\u093f\u0938\u0940 \u0926\u093f\u090f \u0917\u090f \u092b\u093c\u0902\u0915\u094d\u0936\u0928 \u0915\u0947 \u0935\u0948\u0936\u094d\u0935\u093f\u0915 \u0907\u0937\u094d\u091f\u0924\u092e \u0915\u093e \u0905\u0928\u0941\u092e\u093e\u0928 \u0932\u0917\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0938\u0902\u092d\u093e\u0935\u094d\u092f \u0924\u0915\u0928\u0940\u0915\u0964<\/td>\n<td>\u090f\u0915\u0932-\u0938\u092e\u093e\u0927\u093e\u0928, \u0938\u094d\u091f\u094b\u0915\u0947\u0938\u094d\u091f\u093f\u0915, \u0924\u093e\u092a\u092e\u093e\u0928 \u092a\u0948\u0930\u093e\u092e\u0940\u091f\u0930 \u092a\u0930 \u0928\u093f\u0930\u094d\u092d\u0930\u0964<\/td>\n<\/tr>\n<tr>\n<td>\u0924\u092c\u094d\u092c\u0942 \u0916\u094b\u091c<\/td>\n<td>\u090f\u0915 \u092e\u0947\u091f\u093e\u0939\u0947\u092f\u0941\u0930\u093f\u0938\u094d\u091f\u093f\u0915 \u091c\u094b \u0938\u094d\u0925\u093e\u0928\u0940\u092f \u0907\u0937\u094d\u091f\u0924\u092e\u0924\u093e \u0938\u0947 \u092a\u0930\u0947 \u0938\u092e\u093e\u0927\u093e\u0928 \u0938\u094d\u0925\u093e\u0928 \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0938\u094d\u0925\u093e\u0928\u0940\u092f \u0939\u0947\u092f\u0941\u0930\u093f\u0938\u094d\u091f\u093f\u0915 \u0916\u094b\u091c \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u0915\u093e \u092e\u093e\u0930\u094d\u0917\u0926\u0930\u094d\u0936\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/td>\n<td>\u090f\u0915\u0932-\u0938\u092e\u093e\u0927\u093e\u0928, \u0928\u093f\u092f\u0924\u093e\u0924\u094d\u092e\u0915, \u0938\u094d\u092e\u0943\u0924\u093f \u0938\u0902\u0930\u091a\u0928\u093e\u0913\u0902 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/td>\n<\/tr>\n<tr>\n<td>\u0915\u0923 \u091d\u0941\u0902\u0921 \u0905\u0928\u0941\u0915\u0942\u0932\u0928<\/td>\n<td>\u092a\u0915\u094d\u0937\u093f\u092f\u094b\u0902 \u0915\u0947 \u091d\u0941\u0902\u0921 \u092f\u093e \u092e\u091b\u0932\u093f\u092f\u094b\u0902 \u0915\u0947 \u0938\u092e\u0942\u0939 \u0915\u0947 \u0938\u093e\u092e\u093e\u091c\u093f\u0915 \u0935\u094d\u092f\u0935\u0939\u093e\u0930 \u0938\u0947 \u092a\u094d\u0930\u0947\u0930\u093f\u0924 \u090f\u0915 \u091c\u0928\u0938\u0902\u0916\u094d\u092f\u093e-\u0906\u0927\u093e\u0930\u093f\u0924 \u0938\u094d\u091f\u094b\u0915\u0947\u0938\u094d\u091f\u093f\u0915 \u0905\u0928\u0941\u0915\u0942\u0932\u0928 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0925\u094d\u092e\u0964<\/td>\n<td>\u091c\u0928\u0938\u0902\u0916\u094d\u092f\u093e-\u0906\u0927\u093e\u0930\u093f\u0924, \u0938\u094d\u091f\u094b\u0915\u0947\u0938\u094d\u091f\u093f\u0915, \u0935\u0947\u0917 \u0914\u0930 \u0938\u094d\u0925\u093f\u0924\u093f \u0905\u0935\u0927\u093e\u0930\u0923\u093e\u0913\u0902 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/td>\n<\/tr>\n<tr>\n<td>\u0935\u093f\u0915\u093e\u0938\u0935\u093e\u0926\u0940 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e<\/td>\n<td>\u091c\u0948\u0935\u093f\u0915 \u0935\u093f\u0915\u093e\u0938 \u0938\u0947 \u092a\u094d\u0930\u0947\u0930\u093f\u0924 \u0939\u094b\u0915\u0930, \u092f\u0939 \u0909\u0924\u094d\u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928, \u0915\u094d\u0930\u0949\u0938\u0913\u0935\u0930 \u0914\u0930 \u091a\u092f\u0928 \u091c\u0948\u0938\u0947 \u0924\u0902\u0924\u094d\u0930\u094b\u0902 \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947 \u0907\u0937\u094d\u091f\u0924\u092e \u0938\u092e\u093e\u0927\u093e\u0928 \u0915\u0940 \u0924\u0932\u093e\u0936 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/td>\n<td>\u091c\u0928\u0938\u0902\u0916\u094d\u092f\u093e-\u0906\u0927\u093e\u0930\u093f\u0924, \u0938\u094d\u091f\u094b\u0915\u0947\u0938\u094d\u091f\u093f\u0915, \u0905\u0928\u0941\u0915\u0942\u0932\u0940, \u0938\u092e\u0938\u094d\u092f\u093e-\u0905\u091c\u094d\u091e\u0947\u092f\u0935\u093e\u0926\u0940\u0964<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0935\u093f\u0915\u093e\u0938\u0935\u093e\u0926\u0940 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0915\u093e \u092d\u0935\u093f\u0937\u094d\u092f<\/h2>\n<p>\u0908\u090f \u0915\u093e \u092d\u0935\u093f\u0937\u094d\u092f \u0909\u0928\u0915\u0940 \u091a\u0941\u0928\u094c\u0924\u093f\u092f\u094b\u0902 \u0915\u093e \u0938\u092e\u093e\u0927\u093e\u0928 \u0915\u0930\u0928\u0947 \u0914\u0930 \u0909\u0928\u0915\u0947 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u0915\u093e \u0935\u093f\u0938\u094d\u0924\u093e\u0930 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u0928\u093f\u0939\u093f\u0924 \u0939\u0948\u0964 \u0936\u094b\u0927 \u092a\u094d\u0930\u0935\u0943\u0924\u094d\u0924\u093f\u092f\u094b\u0902 \u092e\u0947\u0902 \u0908\u090f \u092e\u093e\u092a\u0926\u0902\u0921\u094b\u0902 \u0915\u094b \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0930\u0942\u092a \u0938\u0947 \u0938\u092e\u093e\u092f\u094b\u091c\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0928\u093e, \u092c\u0947\u0939\u0924\u0930 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0915\u0947 \u0932\u093f\u090f \u0908\u090f \u0915\u094b \u0905\u0928\u094d\u092f \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0915\u0947 \u0938\u093e\u0925 \u0938\u0902\u0915\u0930\u0923 \u0915\u0930\u0928\u093e \u0914\u0930 \u092c\u0921\u093c\u0947 \u0921\u0947\u091f\u093e \u0914\u0930 \u091c\u091f\u093f\u0932 \u0938\u092e\u0938\u094d\u092f\u093e-\u0938\u092e\u093e\u0927\u093e\u0928 \u0915\u0947 \u0932\u093f\u090f \u0908\u090f \u0935\u093f\u0915\u0938\u093f\u0924 \u0915\u0930\u0928\u093e \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0964 \u0915\u094d\u0935\u093e\u0902\u091f\u092e \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u093f\u0902\u0917 \u092e\u0947\u0902 \u092a\u094d\u0930\u0917\u0924\u093f \u0915\u094b \u0926\u0947\u0916\u0924\u0947 \u0939\u0941\u090f \u0915\u094d\u0935\u093e\u0902\u091f\u092e \u0935\u093f\u0915\u093e\u0938\u0935\u093e\u0926\u0940 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u092e\u0947\u0902 \u092d\u0940 \u0930\u0941\u091a\u093f \u092c\u0922\u093c \u0930\u0939\u0940 \u0939\u0948\u0964<\/p>\n<h2>\u0935\u093f\u0915\u093e\u0938\u0935\u093e\u0926\u0940 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0914\u0930 \u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930<\/h2>\n<p>\u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u0905\u092a\u0928\u0947 \u0938\u0902\u091a\u093e\u0932\u0928 \u0915\u094b \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f EA \u0915\u093e \u0932\u093e\u092d \u0909\u0920\u093e \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964 \u0909\u0926\u093e\u0939\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f, EA \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0938\u0930\u094d\u0935\u0930\u094b\u0902 \u0915\u0947 \u092c\u0940\u091a \u0932\u094b\u0921 \u0938\u0902\u0924\u0941\u0932\u0928, \u0915\u0948\u0936\u093f\u0902\u0917 \u0928\u0940\u0924\u093f\u092f\u094b\u0902 \u0915\u094b \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924 \u0915\u0930\u0928\u0947 \u092f\u093e \u0921\u0947\u091f\u093e \u091f\u094d\u0930\u093e\u0902\u0938\u092e\u093f\u0936\u0928 \u0915\u0947 \u0932\u093f\u090f \u0938\u0930\u094d\u0935\u094b\u0924\u094d\u0924\u092e \u092a\u0925 \u0915\u093e \u091a\u092f\u0928 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u0928 \u0915\u0947\u0935\u0932 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u092e\u0947\u0902 \u0938\u0941\u0927\u093e\u0930 \u0915\u0930\u0924\u093e \u0939\u0948 \u092c\u0932\u094d\u0915\u093f \u0938\u092e\u093e\u0927\u093e\u0928\u094b\u0902 \u0915\u0940 \u0935\u093f\u0935\u093f\u0927\u0924\u093e \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0915\u0947 \u0935\u093f\u0936\u094d\u0935\u0938\u0928\u0940\u092f\u0924\u093e \u0914\u0930 \u092e\u091c\u092c\u0942\u0924\u0940 \u0915\u094b \u092d\u0940 \u092c\u0922\u093c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n<h2>\u0938\u092e\u094d\u092c\u0902\u0927\u093f\u0924 \u0932\u093f\u0902\u0915\u094d\u0938<\/h2>\n<ol>\n<li><a href=\"https:\/\/www.ijcai.org\/Proceedings\/89-1\/Papers\/122.pdf\" target=\"_new\" rel=\"noopener nofollow\">\u0935\u093f\u0915\u093e\u0938\u0935\u093e\u0926\u0940 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0915\u093e \u090f\u0915 \u0938\u0930\u0932 \u092a\u0930\u093f\u091a\u092f<\/a><\/li>\n<li><a href=\"https:\/\/www.springer.com\/gp\/book\/9780195099713\" target=\"_new\" rel=\"noopener nofollow\">\u0938\u093f\u0926\u094d\u0927\u093e\u0902\u0924 \u0914\u0930 \u0935\u094d\u092f\u0935\u0939\u093e\u0930 \u092e\u0947\u0902 \u0935\u093f\u0915\u093e\u0938\u0935\u093e\u0926\u0940 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e<\/a><\/li>\n<li><a href=\"https:\/\/www.wiley.com\/en-us\/Evolutionary+Computation%3A+Toward+a+New+Philosophy+of+Machine+Intelligence%2C+3rd+Edition-p-9780471669517\" target=\"_new\" rel=\"noopener nofollow\">\u0935\u093f\u0915\u093e\u0938\u0935\u093e\u0926\u0940 \u0938\u0902\u0917\u0923\u0928\u093e: \u092e\u0936\u0940\u0928 \u0907\u0902\u091f\u0947\u0932\u093f\u091c\u0947\u0902\u0938 \u0915\u0947 \u090f\u0915 \u0928\u090f \u0926\u0930\u094d\u0936\u0928 \u0915\u0940 \u0913\u0930<\/a><\/li>\n<\/ol>\n<p>\u091c\u091f\u093f\u0932 \u0915\u092e\u094d\u092a\u094d\u092f\u0942\u091f\u0947\u0936\u0928\u0932 \u0938\u092e\u0938\u094d\u092f\u093e-\u0938\u092e\u093e\u0927\u093e\u0928 \u0915\u0947 \u0932\u093f\u090f \u091c\u0948\u0935\u093f\u0915 \u0935\u093f\u0915\u093e\u0938 \u0915\u0940 \u0936\u0915\u094d\u0924\u093f \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f EAs \u0915\u0947 \u092c\u093e\u0930\u0947 \u092e\u0947\u0902 \u0905\u0927\u093f\u0915 \u091c\u093e\u0928\u0947\u0902!<\/p>","protected":false},"featured_media":468341,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-477137","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Evolutionary Algorithms: Harnessing the Power of Biological Evolution in Computational Optimization<\/mark>","faq_items":[{"question":"What are Evolutionary Algorithms (EAs)?","answer":"<p>Evolutionary algorithms (EAs) are computer algorithms inspired by the biological process of natural evolution. They apply principles of natural selection and genetic inheritance to search for optimal solutions in a given problem space, mimicking how populations of organisms evolve over time.<\/p>"},{"question":"When and where did the concept of Evolutionary Algorithms originate?","answer":"<p>The concept of EAs originated in the mid-20th century, with the first instances seen in the works of Nils Aall Barricelli in the 1950s and Lawrence J. Fogel in the 1960s. The algorithmic approach aimed at leveraging the principles of Darwin's theory of evolution to solve complex computational problems. Evolutionary Algorithms gained more prominence in the 1970s with the works of John Holland, who developed Genetic Algorithms, a subset of EAs.<\/p>"},{"question":"How do Evolutionary Algorithms work?","answer":"<p>EAs work by initializing a population of potential solutions to a problem. These individuals are evaluated based on a fitness function, and then selected for reproduction based on their fitness. The selected individuals undergo mutation and crossover to produce offspring, which replace some or all individuals in the population. The algorithm iterates through these steps until a termination condition is met.<\/p>"},{"question":"What are the key features of Evolutionary Algorithms?","answer":"<p>Key features of EAs include: they are population-based, enabling the exploration of multiple areas of the search space simultaneously; they are stochastic, meaning they involve random processes, allowing them to escape local optima; they are adaptive, enabling them to adjust the search strategy based on the current population; and they are problem-agnostic, meaning they do not require problem-specific knowledge or gradient information.<\/p>"},{"question":"What types of Evolutionary Algorithms exist?","answer":"<p>There are several types of EAs, including Genetic Algorithms (GA), Evolutionary Programming (EP), Evolution Strategies (ES), Genetic Programming (GP), and Differential Evolution (DE).<\/p>"},{"question":"How can Evolutionary Algorithms be used with proxy servers?","answer":"<p>Proxy servers can leverage EAs to optimize their operations. For instance, EAs can be used for load balancing among different servers, optimizing caching policies, or selecting the best path for data transmission. This not only improves performance but also enhances reliability and robustness by providing a diversity of solutions.<\/p>"},{"question":"What does the future hold for Evolutionary Algorithms?","answer":"<p>The future of EAs lies in addressing their challenges and extending their applications. Research trends include using machine learning to auto-tune EA parameters, hybridizing EAs with other algorithms for better performance, and developing EAs for big data and complex problem-solving. There is also growing interest in quantum evolutionary algorithms, given the advancements in quantum computing.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/wiki\/477137","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/wiki\/477137\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/media\/468341"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/media?parent=477137"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}