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

id ddss9487
authors Snijder, H.P.S.
year 1994
title The Use of Genetic Algorithms in Spatial Optimisation Problems
source Second Design and Decision Support Systems in Architecture & Urban Planning (Vaals, the Netherlands), August 15-19, 1994
summary The manipulation of a set of associative data usually involves the search of a huge search-space (e.g. a set of 20 elements can be ordered in 20! ways, which is approximately equal to 2.4e+ 18). Rooms on a floor can be considered as a set of associative data. Optimising such a set according to some criterion (for example, minimising the distance between the related elements) can therefore be a daunting task. In order to assist in this task, a program (called ROP) has been developed, which graphically represents the relations in a matrix. The points in this matrix can be moved manually, thereby transforming the search process into a visual task. However, a considerable amount of skill remains required. In order to further alleviate the user in this task, ROP has been augmented with a Genetic Algorithm. A genetic algorithm is ideally suited to deal with very large search-spaces, and proved to be a valuable addition to ROP. In addition to employing the genetic algorithm for finding the optimal ordering, it can also be made to suggest several different orderings with approximately equal fitness, thereby providing elementary creativity support. The combination of ROP with a genetic algorithm provides a generic tool for the manipulation of all multivariate or associative data sets; in- as well as outside the design realm.
series DDSS
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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ijac201614406h4, 8673, edfb, 96ad, 88ec, sigradi2016_592z, c38b, caf9, ecaade2014_035y8, 69d4, 47c3, 0034, sigradi2016_807jj, 1867, 864d, b33a, 9a87, cb35, 2542, a413, ee8f, caadria2017_110j29, 8bfc, 414b, d7c5, ecaade2016_073z20, ecaade2013r_002v1, bdc9, 87bb, ecaade2015_138h27, dc3e, ecaade2016_036l9, 8e13, 55b4, sigradi2015_3.345z5, 5622, 191f, d642, 216e, sigradi2016_455i, 8a5c, 6511, c463, 7625, 25ef, e97c, 73cc, a41d, a3c0, 3b32, dfeb, f982, 05dd, 634e, caadria2015_061d7, 2da8, caadria2017_043h14, ecaade2015_87t17, 0a0f, 5f0d, b936, 6ad2, caadria2017_182z43, e192, 430e, a199, cb0e, acadia16_206l13, dde5, bc5f, d68b, bf9e, b2c4, c94e, caadria2017_104e28, 01da, 3437, 2a11, 3c87, ijac201614401f1, e10f, 5add, d704, eff4, acadia14_427an, ccd6, sigradi2016_461j, acadia16_332x19, acadia14_531z, 2742, bdfc, c7b7, ijac201412408u2, 5518, acadia14_389a, 5b38, 0f4a, ascaad2016_012r5, f320, 37ef, 86e0, ecaade2013r_004t3, 8e26, ecaade2013r_003a3, 2a8f, fd1a, ecaade2016_129t35, 431d, 69c8, ascaad2016_038e15, cd44, 1788, caadria2017_115k30, e853, 9997, e372, 4ce3, 7fd2, 7d92, c5b5, 6e9a, sigradi2013_274u, d934, acadia15_333e14, fbfb, 70e2, 18dd, 1c42, 5deb, 89df, c9a4, e92f, 1617, 1d84, 78a0, ecaade2014_065b15, acadia16_402o24, 309b, 5830, ecaade2014_195p50, 2336, f3c3, fc2f, 3eb2, 5dc7, 72f9, 6c5a, d255, e8b9, ecaade2015_152t31, 43c6, ae98, 3903, 4c3b, 136e, d849, 0b13, b1bf, f2fd, 9e54, caadria2017_003u1, 0330, f69a, caadria2015_208p30, 51db, b1f3, ijac201614404b3, baa9, 5698, ecaade2015_38k7, acadia14_125r, a587, sigradi2014_279w2, 8c5c, ecaade2013r_011a7, 2582, b597, 29e6, caadria2017_028g10, 0dce, 1a35, ecaade2015_237w53, edc6, c43d, ecaade2015_113m21, 71f4, ae03, 4bbb, ecaade2015_318v69, ecaade2014_185u46, 7697, 2799, 85ad, b04e, 23c4, e588, 2d1b, ecaade2015_21p3, 1d00, 2193, b9d2, 118d, b865, ba18, e865, ebec, 6951, d955, ijac201412204y2, 8f76, 8a73, ecaade2015_302m66, a8fd, b5c4, af7a, d270, e41a, sigradi2013_401l, 948a, ijac201412204s2, f214, f1aa, 6941, b5c3, ef7c, ecaade2015_240z54, b72f, acadia14projects_177v, 955d, caadria2016_249i11, fff5, c66e, a4f9, caadria2017_070l22, a6da, 1fad, ijac201513104e3, 36b7, sigradi2014_080p7, 140d, 0fd2, ecaade2014_195k50, d0e5, d820, 895e, 88de, 629d, 8263, 1a1a, acadia14projects_579g, 785b, ecaade2015_161d34, cfc9, 3421, ecaade2015_139y29, 10b2, 0e9a, 261e, fb32, ecaade2016_223t58, 38ca, ecc1, ascaad2016_001b1, 72ef, f79a, abbc, fb5a, caadria2017_056u18, 330f, 96cf, adae, bbca, d2c5, 6914, fe6e, 50b0, e7d3, 8096, ca80, 5dd5, 7354, 264b, 1753, 14b7, 6c04, ijac201513104j3, afcd, 4d18, d129, 2ed5, 93d5, c918, acadia14projects_479t, d458, e26b, cbf3, 81ca, 97fb, c2c3, sigradi2014_284a4, 99b7, e3f4, da03, 5258, 3575, 3b52, e82b, 7fd1, ecaade2016_210b54, sigradi2016_450rr, ecaade2016_210f54, cb6e, 3d9c, ijac201614105s5, 95d6, caadria2017_003w1, efe4, 5aa1, 3652, d59c, 79e9, 6a57, ecaade2015_130h26, 7eeb, d697, e11d, 8e62, caadria2015_130x21, f0f1, sigradi2015_3.11c2, c270, 092a, 834f, 1832, 9955, cccc, 1e7f, 959f, a890, c411, 07a0, 9536, 5ac0, b27a, a5e2, 4ae4, edc3, c91a, 8e27, 3c93, 77c4, d9d6, aef0, 4a66, 1982, acadia14projects_463j, 3ce0, 9ddd, d3d9, 9b7e, 522d, f52f, 3bdc, 0e8f, 0ebb, 46e1, sigradi2013_263n, acadia15_185h7, 7638, 89d7, 3f36, 7e3e, 9c13, 1e9c, 0352, acadia14_479u, d3b7, 2ea2, sigradi2014_103x8, sigradi2015_3.209y3, f8fa, ead8, caadria2015_004l1, c203, 720d, 8b1e, 1d50, e929, 0bd4, 66cb, f4ae, d6f1, ecaade2015_48j8, 9403, a31a, 3329, 500e, b9ef, 69d1, ecaade2016_057p14, 1966, fcbc, a818, 2791, ecaade2014_153o37, bdbe, 0386, 1be5, sigradi2013_280p, ec36, 466e, aecf, sigradi2013_305, c216, db5e, d087, fd7a, sigradi2014_049i5, 27e3, ea97, 3d95, acadia16_440b26, sigradi2015_10.74o18, a268, 1388, fe38, db6a, 532e, ec8f, sigradi2014_037w2, 31b2, f464, b57e, 6049, f86f, 4721, f5cf, 09fd, 4116, 168b, 8305, 1245, sigradi2016_654b, c05a, caadria2015_015d3, e5dd, ecaade2015_170p35, 2ff6, c8d6, 59d7, eb5c, 5b18, c5f7, c945, ijac201412303a9, 399f, 7d02, 049a, 7618, ijac201614309b6, 87fd, 28fd, beb4, acadia14projects_153al, ecaade2014_168o41, 4440, 558f, 99b2, 9d2d, b9a6, 57aa, 2274, ecaade2016_077p22, acadia16_130m9, 4a2d, ascaad2016_008f4, 20b2, b2e1, a583, 6338, ecaade2014_089w21, ac46, 986b, a59c, 3537, 209b, 6d45, 113e, a1e5, sigradi2016_450qq, cd29, e613, sigradi2013_386p1, 5bc8, 1c0c, 2adc, 8641, 3b51, 197c, 7ddb, 3af5, b55e, 061c, d6ac, 4f84, 5f73, 5911, ad52, ijac201513201h5, e3b1, 6ffe, 6689, 5cd9, 829f, eb45, a8ca, 354c, 0e06, 335e, d7e5, 9b16, 1102, 92f0, aadc, bf6e, 366f, f138, 31a7, d11a, d132, 1145, aaca, 8e43, 3f5b, 8600, acadia14_81l, 2002, ecaade2015_285i62, ed75, caadria2016_851o36, 2f06, 9e9e, acadia14_463o, 6cc9, 9c63, fd18, 633e, 18b5, c58d, 054f, 2a53, 8d80, ecaade2015_302k66, 2a84, 6291, ascaad2014_001c1, fe4e, 6692, 8a2e, 88ab, af7c, 7653, ecaade2015_227p50, 5729, 65a5, 5e45, sigradi2016_732t, ascaad2016_045b19, ecaade2016_166a47, 1f84, acadia14projects_247l, 5ccf, 24bb, 1b41, 4c4a, beed, caadria2016_851k36, 38f5, 6ca0, ijac201412401c4, 5c6b, ecaade2015_11d1, 694d, ecaade2014_149j34, a9bf, e4b3, 8c49, 5ea8, c09c, 4573, b23b, 189d, 53f9, 8c0f, ijac201513205f8, acadia14projects_579c, ecaade2015_83n16, 8061, fcd5, acadia15_343a15, 552c, c94a, d1f7, 2977, 4d1c, ecaade2016_222m57, 80b1, e793, e5af, 8302, c659, 76db, d33a, ijac201513105l4, b673, 03ba, c230, acadia15_161e6, 5fb3, acadia14projects_619ai, 530b, d7f9, 08e4, acadia16_72h5, e6df, d41e, 00bf, d927, 649d, 33a6, f794, a5a2, ecaade2014_176o44, ecaade2014_132c29, sigradi2014_305l5, 0ac5, eee4, fe66, 2e98, d6c6, acadia16_372h23, e256, 0026, 09fe, d8c3, sigradi2015_8.41z10, 55bb, 6150, c75d, ecaade2016_006t1, acadia14projects_647ay, sigradi2015_3.155k3, caadria2016_219d10, 5aa3, 467f, 9883, 1cf5, 3b75, 5c79, e418, 0e48, 35aa, 7dee, ed66, 6882, e30e, 8930, ecaade2015_143k30, f22b, 7fae, fadc, 0f2b, ecaade2013r_012p7, 4eae, e591, 0670, 8f46, 4644, 2b27, ecaade2014_023c6, e83a, ecaade2015_155v32, 4853, a7e8, acadia14projects_91t, 4f26, caadria2017_029t10, 3ae2, 8493, b63f, e155, de23, d471, bee2, 9518, 47b3, 0b8f, c7fa, ijac201614208e14, a2d8, a6b8, f8c2, a6c4, 17b7, 315d, 145d, a0a9, 4a1e, sigradi2014_152r3, 786a, 3bc1, ascaad2016_037f14, f072, 35ff, f767, b5ff, ac28, 7f61, a277, 23d2, 2586, d39e, 407e, ijac201513205l8, acadia15_57f2, b4de, 1c24, e461, e081, fcaa, a3c2, 1ed3, 487a, 5d86, 18a2, caadria2016_663o28, 7e19, 04b8, a866, 7510, 8f5b, 0ee8, eab3, 71a7, dd3d, 94bd, e926, 10f0, 5107, sigradi2016_602h, caadria2015_246w35, 751e, 5bd0, ascaad2016_023u9, 5216, 115d, 618a, ecaade2015_170w35, sigradi2014_169o4, 670a, 5f02, 6f40, e855, b1ff, bb5e, dcf0, 0cbc, 4cb6, caadria2017_174n42, f02a, ascaad2014_018d2, d4ad, 461d, da7e, e383, 37bb, ecaade2015_180w38, 9ba5, 4d5a, ecaade2014_052a13, 7e68, f2d2, abc7, caadria2015_081d12, 6869, 5d23, 4e5c, a7de, 3b5d, f3f9, ascaad2014_018b2, ee59, 4aa1, b84b, sigradi2016_356f, faa7, ecaade2014_208f54, bbae, cfd5, d658, 723c, ecaade2014_044x10, ff10, 3998, fe88, caadria2015_139w22, 66ad, sigradi2014_266d2, 765c, 311b, c0f2, a544, acadia14projects_135w, 5d80, adcb, 4507, caed, e3bb, 43b5, 99e4, ab12, 43f1, ascaad2016_038f15, 00b7, b030, 9e97, fb7c, ascaad2014_012h6, 1fe2, c27f, 9906, f0c5, 449d, sigradi2015_6.42a8, 05ef, 3fa8, fb06, sigradi2016_764g, 03a5, ecaade2016_144f40, 97de, 6cb1, 891c, 0920, 29ff, 61b3, fcc1, 3c14, sigradi2015_8.47k11, 03aa, 97ad, f62b, f9a5, ecaade2013r_017x8, b988, 5a05, acadia15_469h20, ijac201513205j8, 27aa, bff8, c301, d19b, 038f, e252, caadria2016_363b16, 5101, 7cae, aee4, acadia14projects_101n, ascaad2016_003b2, b1d3, 28f5, e58c, 3662, 1bcb, 5afa, 6694, ijac201614308f5, 027b, ascaad2014_024f6, a257, cb7c, 6724, sigradi2016_817a, e7fd, e447, d2d4, b176, fd03, 0809, 25d4, 16a8, 21f5, 9d45, 424a, acadia16_34c3, d56a, e6bc, f0ac, 45cf, sigradi2015_11.8k23, 3f0d, 3714, d0f8, 97c1, b0fc, c435, 7808, 6f66, 0093, 2835, 32ad, acadia16_450l26, caadria2015_210j32, d3b9, d8e8, ace4, 80e4, 49c8, 09e8, a5ea, bd42, ecaade2014_149h34, 82c5, caee, 3e18, 86b7, b46e, 74ff, b48d, 6bb6, sigradi2016_792p, f821, f15a, 22d1, c98c, 3419, 315e, ede2, d34a, 975d, caadria2015_054l6, b28c, 4c42, ba87, 9121, 0086, caadria2016_631g27, 8cd3, 56d9, 5d25, 146a, sigradi2016_732p, e3a0, 159a, fda7, 6a85, 2956, 009c, ecaade2014_089r21, 1c43, 4af2, 0a6c, 0aaf, 229b, 45b7, 1165, 7df8, 142a, 3117, e253, 4f02, 73a6, ecaade2014_111d25, 244b, d83e, add2, de51, a724, acadia14_145u, 38c4, ecaade2015_138t28, acadia16_214b14, eb20, 207d, e834, e71c, 9c66, ce93, 0d0c, 59f8, d460, 9fd9, 4458, 1f98, 67ed, 2402, 59d2, 3a2f, 5532, f8e9, 29e2, 66fa, 3a64, caadria2017_182x43, 7449, b771, 3807, 189f, 72e3, 2244, 6867, af67, f182, dc38, 0dd3, ecaade2016_144h40, 0b62, 8399, e28e, e158, 3a17, 58de, sigradi2016_694j, a8b6, b289, 4b61, eb48, e620, 4363, 8fac, 66dc, c781, ecaade2016_094t25, 9671, 8e3d, ecaade2015_196f42, 7550, 4a19, ecaade2013r_002z1, a338, 3d84, caadria2017_163z40, aeb5, caadria2017_142u36, caadria2015_137j22, 227d, ec8e, 2741, 49cd, 6474, 4bf4, acadia14projects_473au, bf70, acadia14projects_699b, d473, 1d93, 8fc9, cfdf, sigradi2015_9.347a18, acadia14projects_81k, 95de, e2fc, ecaade2014_184l46, 20ec, acadia14_549u, 4c0f, 4b0b, 65f8, caadria2017_005l3, d1fb, 663b, 8035, c294, 2b84, 9eb6, e7f7, aefa, sigradi2014_021p1, 73aa, ecaade2015_127t24, 864e, 02b5, 8691, 76e6, caadria2016_033v2, acadia15_395v16, 423b, 3d2e, aec3, 2d0f, a733, 7468, 5fb6, c4a2, 5128, 4ddc, 1261, 8319, sigradi2015_8.81z11, f89c, 2295, e631, e2f7, b8d3, 0714, eafd, ecaade2015_35n6, ddb7, c779, 2eea, ecaade2014_206h53, sigradi2016_488r, 3a62, 5cc2, c3a1, e80f, c087, bbd2, d104, 9b1f, 3046, ecaade2014_168c41, 4555, 83d3, fd56, 2af2, 1d5e, b578, acadia14_229g, e098, 94d8, 076d, f02f, 0e76, c83b, 98d5, 003c, 7e5e, acadia14projects_365ah, 73bb, 20a6, fec6, c89f, ed56, 18c1, 5440, 0236, sigradi2016_443uu, 7cd5, f7da, ecaade2016_230t61, c5a9, ecaade2016_185x49, b3ed, e8de, sigradi2016_450ss, e755, b3f5, b31f, 5ed0, acadia14projects_101w, 48d8, f7b9, afae, 6cee, caadria2015_102z15, 18ac, 7cd7, 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