CumInCAD is a Cumulative Index about publications in Computer Aided Architectural Design
supported by the sibling associations ACADIA, CAADRIA, eCAADe, SIGraDi, ASCAAD and CAAD futures

authors Gero, J.S. and Kazakov, V.
year 1997
title Learning and reusing information in space layout problems using genetic engineering
source Artificial Intelligence in Engineering 11(3):329-334
summary The paper describes the application of a genetic engineering based extension to genetic algorithms to the layout planning problem. We study the gene evolution which takes place when an algorithm of this type is running and demonstrate that in many cases it effectively leads to the partial decomposition of the layout problem by grouping some activit ies together and optimally placing these groups during the first stage of the computation. At a second stage it optimally places activities within these groups. We show that the algorithm finnds the solution faster than standard evolutionary methods and that evolved genes represent design features that can be re-used later in a range of similar problems.
keywords Genetic Engineering, Learning
series other
email john@arch.usyd.edu.au
references Cumincad : CUMINCAD References : TOC for Robots

CumInCAD is a Cumulative Index about publications in Computer Aided Architectural Design
supported by the sibling associations ACADIA, CAADRIA, eCAADe, SIGraDi, ASCAAD and CAAD futures

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ascaad2014_014t7, d855, d4fe, 47f2, ce4d, 9114, 652c, f7da, acadia14projects_549r, 9a23, 844f, 7f7b, fb68, caadria2017_031m11, 1038, 5d08, 8198, 407f, 81b2, 3ffc, 0e5a, e87d, 27aa, d34a, 1079, a2ab, 0884, 7484, caadria2015_119a19, sigradi2016_484mm, caadria2017_008w3, d0e9, bfb0, ecaade2016_071r19, ecaade2016_127a35, 2fba, 49ce, faa5, 860b, acadia16_478d28, ijac201513303e11, 3d1d, 7b8a, 24ec, a48f, 7b03, a9aa, 0c9d, bb57, 569f, 5b03, 75b5, 03c4, a59d, 0354, a0b2, 7b1c, 62dd, a739, dfa6, 07ce, c82c, 03fc, 2112, 342f, acadia14projects_291av, sigradi2016_741hh, acadia15_431p18, 2392, fc29, 3537, 0948, ecaade2015_246z55, a07e, c610, ecaade2016_015x3, f046, ecaade2016_144d40, ecaade2015_91h18, 7bc7, efd6, 4148, acadia14projects_647az, 1d4d, sigradi2014_263f1, 0e8a, ecaade2015_161j34, cbce, 8062, 2075, 60e3, d8db, fa01, 3c12, 86d7, 54a6, 95fb, ce68, 7b55, 694c, sigradi2016_814zz, ijac201412401f4, acadia16_318h19, 4f6b, a76a, b4a8, 78d1, bbc2, 5cfa, 28d5, 5092, 3bd5, cd87, 3dff, 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caadria2017_096w26, 6255, 952b, b399, 0906, 85dd, acadia16_372m23, 43b7, 76a7, f956, 69d6, 83e3, b30f, dc75, a7f1, 2e5c, 28d4, 6d90, ec8b, 957c, 473c, b350, 50a5, 0a32, sigradi2013_386o1, caadria2015_130u21, 7fc2, da34, efda, b33f, a7f5, 62c0, 41bb, 55ab, acadia15_57v1, ecaade2016_223e58, ae31, fa8a, caadria2017_048c16, 1063, c70c, 593b, 5526, 9256, 0aec, 1002, b5ab, eae5, 7d74, 47a2, 7bb9, e2ed, bea7, 4913, 1133, 5c08, c39f, 1d55, bb8c, a129, b595, 89c8, 1792, ecaade2013r_020t10, 654d, 17c6, acadia15_110s3, 09f6, 963a, cb76, d83f, cd55, a5f5, df1e, 6213, d4a1, 6d85, f57f, e365, 17f1, 0b57, caadria2017_023c9, acadia14projects_281s, bdf8, b0a4, 8ccf, 5843, ff14, c79f, 8180, 0b3f, 8ed5, 284e, fd2a, 2e9d, 7fa7, 085e, 4066, 4679, 5624, a780, fb28, 9948, 50e3, 672e, 0563, 2ce7, 95ed, c16a, 95e8, e70e, 2629, 120b, e278, b45e, 4a30, 2c6e, d2ec, 3413, 2505, 7c7d, 498e, 7013, 1d17, d5d7, 50bb, 1dd6, caadria2016_819s34, caadria2017_163t40, 0406, ecaade2014_113u26, 9a0a, 9289, b20d, 9f91, f9f9, 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c38e, a638, sigradi2016_792p, 0c0c, 63cd, f643, 9c6a, bac9, 4f60, dd43, ebc6, 187c, ecaade2016_042z11, ecaade2015_169a35, e784, sigradi2013_43b, 0565, b077, caadria2017_158x39, bc9a, 25be, ascaad2014_015z8, 8cc6, ecaade2016_068t17, 62a4, 31a1, ccd3, 74ed, 533e, f53b, 3144, 2082, eeb6, dc42, 5290, ijac201614105o4, b253, ecaade2016_210g54, 1446, 36cb, bd92, 1059, acadia14projects_177ai, 4456, 9dea, 771c, dfd0, 3e3f, ijac201412203h2, b23a, 6d66, 6b80, 48f0, 9795, e0d3, 5221, af54, 6c59, 697a, 5b16, b03b, aec6, c3f1, 93ef, caadria2017_129w34, 7a34, f61d, acadia14projects_281ac, f3f6, a6d7, 572e, 1788, 2659, adde, f005, caadria2015_130b22, ecaade2014_044g11, ecaade2015_122g24, 2b00, ascaad2016_015p6, f07f, 3c8f, d010, 5219, 9c41, 2d0f, 54ad, sigradi2013_303m, sigradi2016_817p, f3d2, 8cc4, 4a4d, ecaade2016_102c28, dbbb, c44e, af32, cef4, ijac201513206e9, 763e, d18e, 9b7a, 355f, e7d0, 4951, adcf, caadria2017_015c5, c6ee, acadia14projects_291al, c05b, ecaade2016_167z47, ecaade2015_129m25, ecaade2016_063k15, 13ee, e6fb, sigradi2014_082u7, caadria2017_008b4, 836f, ecaade2016_057r14, f99f, c606, 4ec0, c793, sigradi2016_363ee, 8277, 42d5, 5161, 6296, 0b44, ascaad2016_056h22, 58b5, 3c86, bab6, d580, 2a42, 378e, af6d, 9237, 02fb, a4d3, 9745, 3188, sigradi2013_401t, 21c3, 660d, 82cf, cf1c, 501b, caadria2015_218u33, 3e3e, c83d, 4c61, a253, 8462, fee4, 29fc, 34b1, ecaade2016_140r39, 9288, acadia16_140w9, caadria2015_096n15, c6b2, aba9, ecaade2014_029b8, 28ca, 0e53, caadria2016_013j2, 4a18, 5046, ddb5, 7e88, 222b, 8e30, acadia14_43af, fb43, 4b97, 06bd, 157d, cd37, ecaade2015_94d19, c054, 8ca6, 1f8d, 3574, ea63, d294, acadia16_106l8, ba13, 8621, ijac201614402v1, ijac201614201z6, 91eb, 3faa, 53a8, 9d61, 4e47, fc32, caadria2017_058h20, 2014, d289, b9b9, abbe, e8e5, ca0d, 93fc, 03d9, 6613, 4ea0, a0f8, ecaade2016_223i59, c140, 6c2a, a11f, dd30, 9d97, a85d, e17c, 3011, d708, b1ae, ecaade2015_82b16, ijac201614104g4, sigradi2016_592z, 254b, 90a1, ecaade2015_21x3, 6576, 74a8, 82d7, ecaade2014_167p40, acadia14_627ay, e55c, caadria2015_170t25, 8e49, 7efe, 711a, c2d0, 4dd2, 75a2, 46bb, 3366, 5c8e, 4391, fd4d, acadia15_451f19, 4f1b, 71dc, faf5, a346, ijac201614103g3, 4f3e, a796, ecaade2014_185s46, ba16, 581e, 1978, c3b4, 5fd3, 1a4f, 6d41, 40fe, cae0, 0376, 3c3f, 3cee, 569a, 97c2, b56e, 6bf4, a726, ijac201513105r4, sigradi2015_11.34z23, d101, 7637, d9ad, 7529, 2780, e50c, 16d1, 610f, 0178, 6fc2, dfd4, 3ff6, df34, dddf, 5c65, 7de4, 5af5, 7148, a629, 9d94, 37de, 95bb, 3e5a, 0d0c, c127, acadia14_497ab, f7a9, cb24, 767e, f6e3, db68, 9de5, e77e, 054c, 5141, e207, 8031, 9a56, 61a0, 69c2, acf5, 0bea, 28c4, f6dd, 4607, 8cc1, caa9, 1701, sigradi2016_448v, c3ef, 6e75, 6b2a, 570f, sigradi2016_360w, ecaade2014_194c50, 0499, ecaade2013r_004p3, ecaade2015_201y43, ecaade2016_193s51, 46cf, 76ac, 479a, ijac201513102w1, acadia14projects_699l, sigradi2015_9.152r16, acadia14projects_445am, 6720, caadria2016_013y1, be8c, 9b41, f58b, caadria2017_129a35, 49fd, 5fa7, abb4, fcff, caadria2016_539d23, 9c8d, 947a, dcd8, c262, 6376, 414f, efdb, bf0a, d78c, acadia14_681ak, 1621, ca77, acadia14projects_497u, 1f8f, 8605, 7db4, 110c, 9ed6, bcac, 3c6e, sigradi2015_9.347p17, ec78, 05e9, 085d, acadia14projects_627ao, 43c0, 365d, 56fc, 3a22, ff42, ecaade2015_100x19, sigradi2013_111, 08c0, 815e, acadia16_372f23, 358d, a669, 4fb8, ecaade2015_278s60, acadia14_23y, c059, 71f6, 32d7, sigradi2013_397b, 98fd, acadia14projects_189a, dc74, 4695, 1ee8, b81c, d314, e39b, e1d6, b528, a2d9, dcc2, sigradi2014_305j5, sigradi2016_467n, 9802, ca97, c55c, 3751, a6af, 58f3, 18f7, 75b7, 66c2, acadia14_347ao, ijac201412201b1, ijac201614101e1, d46a, 8661, d7b2, ecaade2014_030p8, 1f58, 2342, 1844, 1da4, 2258, 6ba8, 281d, f17a, fb7e, 9583, 3640, cac4, ecaade2015_77y14, f6f7, ecaade2016_073f21, c4e8, ae8a, a6fc, 1e58, 175c, caadria2016_755i32, 5f35, bf02, ecaade2014_015o3, e96d, dac5, 30fe, ecaade2016_tkof67, 1bd4, 0f0d, 1cde, 94aa, 5ad3, 78e9, sigradi2013_30j, ascaad2014_017t1, 0423, 3978, 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3fae, sigradi2016_448ee, b8d2, bb92, ecaade2014_186x46, 01f5, 9267, beab, 187b, ecaade2016_216g55, 7e77, ecaade2014_194s49, 9402, 9100, acadia14projects_281aa, 3ead, 0b41, 8e63, ecaade2015_229y51, 1baf, b9a1, 4d41, fdc8, ab10, caadria2016_871s37, ascaad2014_036g2, 341b, 504b, 506f, d2eb, 2161, 7318, ecaade2016_007f2, a37b, sigradi2013_414e, 5973, bcb3, 8181, e3e5, ed41, 8c56, e256, da96, 017a, caadria2017_023y8, a7df, d40c, 093c, bf41, 9bdb, 136a, 208c, 5bea, ijac201513101b1, c927, 83c7, ecaade2015_173g37, 8882, 7d0f, 0b3a, 6ce2, e320, caadria2016_229r10, f71e, 05ea, e592, 5391, 0a05, f8cd, c646, b598, 7932, ijac201412303y7, 3c8e, 8dd4, 33f4, 5764, b566, 7ec5, 5b01, ecaade2014_195k50, f0bd, 28b0, 1d53, 4165, b6d1, 312f, ascaad2014_022e4, abda, acadia14_357b, 671b, eb86, 50f8, 6d27, afa2, 1d8d, 97ad, acadia14projects_79w, ecaade2015_194r40, 6c21, 77b0, e19d, f1ac, 095b, be40, 0062, ecaade2014_180g45, b7b7, 6bbb, acadia14_177o, ba66, 4e4b, 1b60, ccec, 4062, sigradi2016_732v, 527a, 96a1, bb2c, 09a8, ba78, 6c1f, 0e44, f623, c520, 7ad8, 66f1, 1455, 63a3, ab2c, 4c9c, ecaade2014_086u20, 5c2f, 5f6d, a399, 3c6c, b2b0, ecaade2014_030l8, 1e9f, 9117, sigradi2013_52f, 700c, sigradi2015_8.186i13, 4efd, acadia14projects_435as, b876, 4b0d, d1c5, af09, 591e, 209a, 67f3, 2b8e, ff0c, acadia14projects_479c, ecaade2014_111z24, 4cbd, ascaad2014_017l9, 5478, caadria2015_090s14, 248f, 9971, acadia15_333d14, 746d, 3b14, 61f5, 7981, efd3, a75c, 8dfe, 42ed, caadria2017_028e10, ecaade2016_075x21, c393, 6465, c7d7, ecaade2014_052f13, 2409, 5128, sigradi2015_10.138w18, acadia14projects_565l, c7cc, 70ca, 6cb2, 4192, c48b, e7dd, a427, e23e, 9d4b, 51ad, b321, 5658, 09b1, a9e9, cdc5, 1ac7, caadria2016_851a36, 51bf, a4de, b967, f78c, 34f3, 09bb, 0e11, 2cc0, 43cd, ecaade2013r_003m2, caadria2016_187e9, 503a, 15a5, ee94, 5069, ecaade2015_91c18, db00, ab9c, fc15, 1b26, d5ef, 4293, cad6, sigradi2016_637bb, caadria2016_187c9, 3600, 0756, 634b, 3205, 61d1, b37e, ecaade2015_170s35, sigradi2013_43u, ecaade2016_075l22, dc1d, caadria2015_014w2, 3382, sigradi2015_11.165m25, 999e, 4d25, ecaade2015_287n63, cb2d, aa99, caadria2015_043g5, f3ed, c0d4, acadia16_318j19, 9d63, 29db, cf26, 65b6, aff5, 5dbd, da79, ecaade2015_301y65, 1bfc, 9b53, 0e05, f08b, a54a, 552d, 4137, acadia14projects_445af, d27b, 10e5, 7254, 74ff, bc9e, 3b15, c1ed, 6761, 472e, 6077, 3d80, d4b6, 48ec, 63b4, d1e2, 3ab2, f190, 8dd3, 43ff, 7aa4, 2e99, a029, 6413, d5b8, e99a, 8bcc, 2df1, 89bf, acadia14projects_101r, 3879, 943a, 2321, 1f0d, acadia14_135i, 9c44, sigradi2016_546h, 8f81, 3e52, d486, 3a72, 7684, 89f2, a4ac, 4de1, fee8, 184e, d110, 66b1, caadria2016_693y29, 1e9a, 04fe, 6fbf, 784a, 4d79, 4f9a, db5c, 953a, d1ae, 0ca0, a9da, 1279, 9be7, 0b81, f98b, 6e01, bbfb, 1e26, 666f, 4133, 1ddc, 8693, ijac201412401u3, 15ba, 890e, 6386, 84ef, 6ee4, ascaad2016_039s15, 127d, 7dbf, ecaade2016_102n28, 0d02, 42c8, c60d, e199, ce88, ecaade2016_140n39, acadia16_88y5, 9920, c268, 3d31, 91be, a157, e4f0, 4d72, caadria2016_507g21, sigradi2015_12.107f27, b7a3, ca41, fe59, a5a9, 30bc, 169e, 8ae7, f495, sigradi2015_3.11e2, c999, f97b, 9dd2, acadia16_344u20, 4033, 9820, 82b1, 7b26, ecaade2013r_009c6, ascaad2016_045c18, 6389, ijac201614203o8, ijac201412205r3, d603, ce60, 8c0a, caadria2017_094x25, c32d, 42fc, 1b59, 3a64, 0eaa, 6bd1, 36a7, 1ea8, c8ee, d3e2, 171b, 21d0, 0cc8, ed92, 0489, ecaade2015_171o36, 230e, f4d8, bedf, e134, ecaade2016_217y55, 5056, 511f, 13aa, 21dd, fd6c, 8719, d950, 2d69, ecaade2016_025a7, 324f, fb06, c0d7, 11ea, 671e, ecaade2016_166b47, 4c77, ecaade2016_230y61, 4dde, 5c73, c1ae, ecaade2014_078r18, efc6, d718, e61c, 4cd1, 5d3a, 5079, 48e8, ecaade2016_tkoc67, f343, b076, d39e, ecaade2015_55d10, caadria2017_080h24, f1b2, 94b9, b8c2, ffe0, ecaade2015_241c55, ffcc, 7582, cba3, e0bf, ecaade2015_35z6, caadria2016_819z34, caadria2017_096k26, f43b, 3852, 03d4, ecaade2015_235p53, ecaade2015_285u62, acadia15_137o5, ecaade2016_166e47, e6c3, caadria2017_016s6, 15e1, 7c6b, c8e2, 248d, 5aa3, ecaade2015_164v34, 7811, a978, dd65, 789c, 6143, caadria2017_123c32, f13a, ecaade2015_171a36, 553d, 998e, 7f74, 052a, 1acd, 8320, ecaade2015_139v29, caadria2016_013r1, 41ae, 1243, 8918, f328, ecaade2014_015z3, 4916, 0f1b, 21cf, c21c, 4b93, f1f1, c254, 143e, 7409, 4378, caadria2017_118t30, 75d3, 1683, 7b13, ca0f, 66fb, dd26, 648f, 5a94, 65a8, sigradi2013_359l, 6fbb, acadia14projects_619ag, 3aa0, a5ba, 1b6c, ijac201412403p6, 1c9c, sigradi2015_10.378b23, 6a2f, fdd5, acadia14_199an, sigradi2016_393ww, 42f6, ef69, acadia14_63a, 386d, e3af, c668, 6700, ecaade2014_195r50, acadia14projects_539e, 19dc, 76d9, bcfb, ff56, b68e, caadria2017_003o1, f838, 0c63, 7262, acadia14_627ap, ef19, 7664, 64fa, 1b83, caadria2015_119f19, 44d0, 03c9, aed1, e1fb, 23b3, ecaade2014_147z33, e024, ijac201412301z6, acadia14projects_317z, sigradi2016_654b, 62b1, fe8d, f035, 0ade, e25f, 4c2c, 46e9, caadria2015_077a11, d95d, 6588, 4f9f, sigradi2013_386i, 00e2, ecaade2016_167w47, 0d1a, e0a0, 2a09, e84b, 220f, 9b04, c9a9, fa8e, 94f8, a55a, a2d1, sigradi2014_347l10, 6060, aefb, 989a, d1d1, 4d8b, 13b9, 982a, ijac201614207p12, b1a6, e1a5, ecaade2015_240s54, fb82, 4556, a77c, 62ff, 53b3, acadia14_375b, ijac201614206d11, 5d8b, eb5d, 3642, 2285, 7647, fb91, 126d, 9f79, sigradi2015_6.387o9, 44a1, d516, 280e, 5af3, sigradi2013_52e, 7e86, 2f12, sigradi2014_169r4, caadria2016_105h5, c531, ascaad2014_028v7, ascaad2016_004i2, d224, fa79, 18ff, 9972, 3b08, c27f, cf45, cdf1, cccc, sigradi2014_347n10, 8800, 02a6, 148a, 04c7, eb91, 6e7c, 75fc, fcf6, 6330, 8fb2, caadria2017_001f1, ecaade2015_302g66, acadia14_247h, caadria2016_259r11, 8204, caadria2015_073i10, sigradi2015_8.289d15, acadia14_699s, 58dc, 7fd3, 75bf, ae04, caadria2015_012d2, abd5, 23ca, ecaade2016_038h10, 1ce4, sigradi2014_265o1, c2da, cebe, 2142, 2a18, cb58, 2f41, sigradi2013_74d, b757, sigradi2014_042l3, ecaade2014_105y23, 3495, 0fdd, b30a, 844c, afc4, 1462, 845e, c8d2, d192, 0058, 4664, a12a, c9ec, f4a0, caadria2017_016f6, c830, 05d8, becb, 94f2, cc74, acadia14projects_435af, 5a2f, sigradi2015_7.203j10, efc3, 2876, 346e, ec04, 40e3, 9801, 678c, 348b, 1973, afff, sigradi2015_11.136t24, acadia14_539aw, 898a, d920, 4ad5, b7de, 289d, bed2, 2bce, ascaad2016_013b6, 8287, 80b2, ecaade2015_116i23, sigradi2015_8.143c12, c29e, 470e, 495b, 8eb3, 5a9d, ascaad2014_014v7, 0505, 338c, acadia16_344o21, caadria2016_033a3, 7e10, 8c1c, ed77, 3af7, c5bd, f7c1, 1f71, df60, 8ad8, 7ece, a647, 66ae, 98cb, 87df, c246, 89c2, a13f, 4a4e, sigradi2016_732k, 64cd, 13b1, c16d, 3a69, de83, d090, dcba, 26c1, b057, 255b, 8622, 6729, 984f, 27d5, cb5d, d6b2, 30e8, ecaade2014_224d58, ff5a, 1687, ecaade2014_153j37, aab6, 7956, 4c06, acadia14_655x, sigradi2016_654tt, 51c3, 3f7c,