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 ecaade2013_105
authors Schaffranek, Richard
year 2013
title Inventing Circulation Patterns using Available Metaheuristic Solvers
source Stouffs, Rudi and Sariyildiz, Sevil (eds.), Computation and Performance – Proceedings of the 31st eCAADe Conference – Volume 1, Faculty of Architecture, Delft University of Technology, Delft, The Netherlands, 18-20 September 2013, pp. 347-355
wos WOS:000340635300036
summary The way people navigate through spaces has been studied for quite a while. Different models have been described and validated through empirical studies.This paper explores the use of such models in an ‘inverse design’ (Faucher and Nivet, 2000) process, applying available metaheuristic-solvers. More detailed, it showcases the description of an ambiguous fitness function as base to invent a new circulation pattern. As such technics are time consuming compared to the use of readily available patterns, an attempt is made to analyse and understand the invented circulation patterns, in order to come up with a procedural algorithm that would generate circulation pattern with the same characteristics.
keywords Procedural; circulation; inverse; metaheuristic; prototypical.
series eCAADe
email richard.schaffranek@gmail.com
full text file.pdf (3,151,481 bytes)
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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caadria2016_861d37, 4018, 944c, 197d, 24c6, acd9, a00d, 5cd0, 94d3, 54ce, 2e71, f5c2, aaeb, caadria2017_189d45, 90fd, acadia16_352c22, 486c, 8d6c, 1190, 5576, 67c5, 384e, caadria2017_118v30, a643, acadia14projects_601ae, 0dbe, ijac201513101p1, 7dc9, caadria2016_487r20, de15, f63f, ecaade2013r_014i8, acadia14projects_473at, 81b9, 802f, 421b, 11e3, 9cc0, caadria2017_086m25, 8a3a, 5593, 38c0, 326d, 398b, 78c6, 6062, 4525, 4bd7, sigradi2016_441jj, a57a, ecaade2016_222l57, sigradi2014_197a7, fc4b, 06ed, eddf, caadria2015_010t1, c620, 356a, 0009, a743, bbeb, 66bc, 1cbc, aafa, 1eca, 843f, ecaade2016_198j52, ac60, 0b2c, 4930, 3bc7, acadia16_440d26, 97e3, 0c19, acadia15_371h16, 21a3, ecaade2016_223g59, e921, 5068, 4542, ffd8, ijac201412408w1, ecaade2016_104s28, 79d7, sigradi2014_335t7, e540, 5b0f, 80cd, 8fe3, 69c7, 1146, ascaad2016_045f19, 61d6, a417, ce5a, 5b51, 15e0, 0068, 8c2f, fdc9, ecaade2014_140o31, 1df6, 31d4, ascaad2014_013u6, sigradi2014_172y4, 304d, a979, sigradi2014_341d8, bc66, 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caadria2017_086h25, 5472, ecaade2014_071z16, 98e1, efc7, 2152, e457, 5d6a, 6541, ca10, f0d9, ce60, ecaade2014_191s48, sigradi2015_12.19c27, 33ff, acadia14_719r, c757, bad8, e9ff, ascaad2014_019t2, b576, 324b, 3a58, 5687, 9302, 9cba, 0267, f9b5, 590f, 9920, 4470, 8308, 7daf, 1363, 0ff6, caadria2015_102w15, 92bf, c2ff, 7058, ae1c, 205c, 89af, 3e1b, 7ce0, 67f2, 76bd, acadia14projects_237au, c7f3, f19d, 5ea7, 4a63, ecaade2016_120g33, dc5d, d249, ijac201513303n11, 94ab, c3e0, c8d3, ecaade2016_167r47, 53e7, 98cf, 353b, 2c0c, be20, c9bb, 357f, ecaade2016_151g41, bfd7, dec9, bd60, a8c8, 7665, acadia14projects_479i, 0c31, acadia14_317ab, caadria2015_081s12, d5e2, 444d, aa46, 03fc, 7af2, 3bb6, 1d19, 41b8, f611, cd55, 2f13, 1131, b2ef, ea0c, ecaade2015_205b45, 81f0, 9665, 2bc6, d566, 77bd, bf96, 6ebd, 9568, a822, 496d, ijac201412402f5, 22da, 634a, 088e, 4a3d, 275f, 0441, a85a, 3156, a971, 896c, acadia14projects_135x, 5f71, 5a24, acadia14projects_33al, ac14, 9759, 6df1, c9b1, sigradi2016_470x, 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caadria2016_291t12, fc18, 56c7, da8a, sigradi2014_239h9, 92ee, 7d93, abb5, 5ac0, sigradi2013_401f, 6342, 93ff, 8ab2, fbd8, 1c19, b578, ecaade2015_261k58, d237, 5e60, 344e, 3091, 077b, d440, c311, bc14, 3b56, 5a5f, ddd0, caadria2016_073a4, 45a0, 935b, 6a05, 8b97, acadia14_655w, 8938, 3277, acadia14projects_177ab, 084e, 7390, e67c, ascaad2016_046o19, acadia16_62g4, 8c7e, 3f18, sigradi2013_158c, 8dfe, ecaade2014_094k22, ec33, f8b3, 144d, acadia14_463v, b2ab, 6fe6, 112e, d48a, 460a, 1e4a, b602, 8f5f, 156b, 44ab, acadia15_161c6, ascaad2016_034l13, 1245, 03df, ecaade2013r_018h9, fe9d, 8a76, 4ac5, e00e, c64f, d098, 522a, db42, ecaade2016_087s24, caadria2015_114w17, ae9d, ecaade2015_196w41, 196c, 1f58, 96fb, e524, acadia16_88a7, caadria2015_092g15, f7a2, caadria2017_016c7, d70e, ecaade2015_178k38, 179a, fd67, e1b3, sigradi2015_11.34b24, df0f, c043, 6582, 82e9, 3b86, 8857, db66, 9261, 8d99, cb83, 5ba8, a49b, eb12, d7a4, sigradi2013_313r, c238, a22f, 2889, 979f, c2c4, 27c6, b9ed, bd36, ecaade2016_136p38, 0d00, 8ad7, a2f0, caadria2017_079x23, beae, sigradi2015_11.165l25, 08fb, 7d92, 0b9d, sigradi2015_9.152y16, sigradi2013_200e, 7766, 6f70, 764a, ecaade2014_233m60, f494, 7198, 157b, acadia14_445ab, a00a, ascaad2016_042y16, 18ef, 0863, de12, 1dae, 8a12, a1ce, 9b87, de98, 1261, 79ea, 35d6, 97ab, caadria2016_197l9, 17eb, c98e, 4526, ecaade2016_183s49, acadia14_681ap, b8f2, b69d, sigradi2016_431r, a73d, 3dd9, 8281, c105, 9e67, f71a, 5480, c260, 3e5c, 7b01, 1aed, ed44, ecaade2013r_002d2, e69e, 58d1, 5579, 1089, ef5a, sigradi2014_042v3, aa70, sigradi2013_386t, 1c90, d7b7, f134, eecf, sigradi2016_592bb, b6b2, bfe6, 1b32, 0309, 7ac7, 83af, df27, 5bed, 7304, sigradi2016_814a, 8a4d, e280, ecaade2015_170g35, caadria2016_435n18, ijac201614104z3, 61ca, acadia14_153a, 5ce7, sigradi2013_77i, 890a, caadria2015_031t4, e1e1, ecaade2016_089e25, bb12, c82b, d359, 8a05, 0d95, acadia14_43ap, 2daa, 3ce4, 8357, 379c, 7ffc, b9ca, 27ad, c32e, 7dd4, c3c0, 7f1c, ijac201412304o1, 55cd, sigradi2013_303p, a881, e5dc, 2998, 0fdb, 7d26, caadria2016_229m10, aff1, 0ee3, c205, 4d53, ddad, 1d34, acadia16_184s12, c985, ecaade2016_071d19, eca9, ecaade2013r_019g10, 3d78, efed, 0ed9, ecaade2014_237x60, 9f54, 6761, ijac201412201j1, 9f53, b6ff, b169, ef26, 9d02, 678d, ecaade2015_55e10, acadia14projects_389d, 96bd, 51de, ecaade2014_072x17, 7427, caadria2015_208h31, cf05, caadria2017_021g8, 0a7a, ijac201412205s4, d694, 9b73, d5d1, d4e6, c163, sigradi2013_342n, 67e7, acf7, acadia14projects_435ac, 9ee3, 8708, 2097, f026, b666, 87ac, 7bf5, acadia15_123i4, deac, 627e, 83a5, 7474, 3bee, 8fac, ecaade2015_286x62, 6b60, b786, b162, d4bd, 4a30, b8e4, ca6e, 4cc3, 08f7, 17ac, 64af, 22d8, 0a9b, 81dd, adaa, caadria2016_095t4, eb97, 3279, 0e03, 455e, ecac, 01b1, 75bc, sigradi2016_732g, acadia14projects_189ap, 68b3, 37b3, 3bda, ab32, ecaade2016_193n51, b5ee, acadia15_417a18, acadia15_323y12, 27d9, 4751, c9bf, caadria2016_829e35, 0876, a3e4, 7631, 335d, 1798, 8afa, b87b, c930, cda8, c50a, 25e8, ascaad2016_045a18, 9bf2, 9d45, 5bf4, acadia14projects_579i, 1cf5, 01c9, c336, 84e2, e755, 2285, 9e43, 89c9, 0880, ecaade2016_018t4, sigradi2015_8.186h13, 397c, d973, 79b9, 44f0, 97fe, caadria2015_010u1, acadia14projects_565aj, 4d7a, ff9c, sigradi2015_9.152r16, 8b1e, d709, b50b, 454d, f816, b83a, sigradi2015_9.347n17, b440, f4ce, ef5c, 9edb, sigradi2014_276u2, caadria2016_023r2, 5cdc, 4ccb, 9fef, 6bf5, 1c04, d841, ecaade2016_111m30, ca11, 5370, cd52, ecaade2015_225r49, cb21, ecaade2016_150a41, ecaade2015_180c39, ecaade2014_066p15, ecaade2015_171l36, 4776, 4c43, a905, 9fa1, 9b63, 9d9c, b4e9, 0a38, 619b, ad8b, fe5c, cdce, dabc, e02e, sigradi2016_560dd, 24fb, ecaade2016_132f37, 1bbe, fa0b, e110, eda5, dc67, 6cc0, ecaade2016_228i61, acadia14_523ao, a446, caadria2017_005m3, f085, ecaade2015_158c34, c51f, sigradi2015_sp_11.303o31, 38f3, b63b, ecaade2014_168p41, 93a4, 801f, f681, 3d73, 3204, f9fd, 32b7, ecaade2016_ws-dheritager67, acadia14projects_375k, acadia14projects_23w, ecaade2016_067c17, 0f36, 24eb, e73a, 3217, 078d, 4db4, 340e, 5ede, 8f97, ijac201412303y7, 288c, caadria2016_487m20, cf43, e79a, sigradi2016_592v, e6c0, ecaade2013r_005j4, acadia14_301c, e9a7, ecaade2015_221p48, 5180, 1513, ascaad2014_024a6, d54b, 14cc, 633d, e470, 2282, e1eb, 80e9, sigradi2013_327z, cae6, 7a92, 5a4b, ff19, a38f, b2e2, 7841, sigradi2013_28s, 6724, 3c2b, 8449, 49ef, 0879, d64d, 7cd8, 809e, eda4, 778a, 324c, eeb6, 15fc, d80d, 5a62, 628e, a385, 209e, 7239, caadria2015_032y4, 2788, 13af, fdef, ecaade2016_230h62, cc61, c42d, 65bc, 7c13, 5b18, dbbd, f031, ecaade2016_151c41, 689c, 9674, 9873, 72b8, 4b1e, d44d, 7bb3, 72db, ea8a, 5aed, 5a2f, a003, f1ed, f053, cc07, caadria2017_042v13, 4ebc, dd17, 94f3, a170, 67d8, a013, 4a41, 4e64, acadia14projects_435ax, de77, ascaad2016_018r7, 905d, 70d3, 005e, sigradi2013_263p, daa5, c3be, 274c, ecaade2015_92y18, b5fd, ecaade2016_068c18, 829b, b808, 8077, f249, 3d2e, 8715, 40d0, ecaade2016_037b10, c343, da15, ae29, 7ee9, e7d3, acadia15_57z1, e0bf, ijac201513205l8, f284, c765, b3a2, 388c, bae6, acadia16_440w25, acadia14projects_655x, ecaade2016_002d1, 0c22, ebf6, 548e, 9f47, ecaade2014_168r40, sigradi2015_8.143c12, 1774, fd4a, 93c6, 0851, ascaad2016_022g9, 42f0, df0d, sigradi2015_3.268l5, c55e, 8595, e27c, 7deb, 0943, dd6a, 8594, acadia14projects_589c, bf85, d302, 91f6, d8bc, d831, ecaade2015_116g23, 040a, 9ffe, bb97, sigradi2013_10, 20a4, f0a6, a998, 9117, acadia14_291aj, 3367, 16d1, 000c, 9618, ascaad2016_012v5, 0bff, f9ef, ecaade2016_175k49, 4687, da76, 47d6, 2c6e, 306d, e9b6, 347e, 19ef, sigradi2013_100i, e953, dc45, 129b, e94e, e5e1, a5ea, c3e1, 16b7, 7b74, 40d5, caadria2017_009u4, 9e1f, caadria2017_021h8, 0b2a, 6f56, 0fec, d71b, c779, acadia14projects_589b, 589b, acadia15_469h20, 1e24, 5835, ecaade2015_164s34, ecaade2015_170z35, a277, 97a1, 4eb6, 0362, 794d, ebd6, 7b48, a062, 1117, b174, 6015, sigradi2013_342o, 6716, ecaade2015_177y37, 5b17, 3386, ff6b, 7d6c, ceb6, 292e, sigradi2014_018o1, feb6, fc75, dbfb, 284f, 2344, 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ascaad2016_022u8, ecaade2015_127s24, 9916, caadria2016_425h18, 4891, acadia14projects_75c, e5f1, 1f61, 5c91, f7b8, ecaade2014_196e51, da2f, e8c2, 16b1, 3211, 1d0d, 4a8a, ijac201614302y1, b2bd, acadia14_375ay, 0171, 9295, caadria2016_055o3, ascaad2014_005f3, acd3, e76e, ascaad2014_005t3, ijac201614105m5, 571c, 43d5, b9d6, caadria2017_125a34, 8c08, 9978, ascaad2016_036w13, 3ab0, acadia14_177u, 7ad3, ecaade2015_38k7, acadia14projects_589a, b9de, acadia14projects_427am, caadria2016_157n6, fa98, 1c48, 8651, f8dc, ecaade2016_071i19, 12e8, ecaade2014_084a20, a690, 5610, 5db2, ebb8, ce5c, ecb7, 9ad1, 78e9, ecaade2015_158z33, 61db, 4332, 18a3, ecaade2014_182a46, 39c6, b300, e7c1, 4981, bd6d, 4f28, sigradi2015_sp_10.16g31, ecaade2014_185t46, 6d66, fc64, ecaade2015_193c40, sigradi2015_8.27l10, 73f7, caadria2015_016o3, c84e, 148b, 3fb5, 0f39, 256d, 3cc3, 4f55, be7b, f5e2, c94d, c39d, 1776, 2c72, f4e2, d0b8, c3ba, b827, 59c0, 1360, af0a, 8b45, b024, e1b4, ecaade2016_158g43, 1567, 9250, 7fa2, 3a12, 0096, aea3, ascaad2016_056i22, a9cf, 5d05, a711, f6cd, 8498, acadia14projects_219ay, 731f, 15e2, dee6, 9bb2, 508f, e752, 82bf, fa23, sigradi2013_358, ecaade2015_314m68, cb0d, caadria2016_797x33, 02ee, 5d5d, aba1, 9d01, a230, 5c77, e4c9, 4af9, 7f21, 0fa5, b206, 69c5, 9630, 9513, 693e, 216a, 3f1a, 0900, f316, acadia16_140t10, caadria2015_073y9, a89c, 6f2b, 4f48, 1e8b, caadria2016_311e14, 2604, c1b0, 3584, 7e02, 38bb, acadia14_579d, sigradi2016_817j, e901, b284, 8ac0, bcd6, 756e, 7269, 2662, 3f4f, 9d65, 3a89, 7699, 12ff, 55d7, b4b4, 6bef, caadria2017_041d13, b4e2, ascaad2016_033f13, 6387, b8e9, 0d7d, fa92, 0d0b, 835c, 295a, 84bc, e784, d805, 0140, 909d, 9cbf, bb69, 762f, c716, bc6c, ascaad2014_007d4, ecaade2016_065c16, 8c98, fb45, e56a, 74f6, ijac201614105n5, 75b1, 420c, acadia15_195w7, sigradi2015_11.8m23, caadria2016_435i18, f3e8, 4900, f300, b5f6, fa2f, ec75, 14c8, ascaad2014_036x1, 0200, 7fd2, d2b7, 6d90, deff, acadia16_344o21, 1472, b886, 63f3, ea8e, d66f, ecaade2014_140u31, 776b, 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5d6d, 3377, 0f80, 854f, fcd7, 319c, 4063, 02c6, 0cae, ddbe, f84b, 2d1e, sigradi2013_268, sigradi2016_417nn, 6bd5, ef8f, 3b35, cb46, ee58, caadria2017_165o41, acadia15_137l5, 881d, 7b43, e9bb, 7529, 23a1, c1e1, 37d9, 0afa, caadria2017_002l1, 6ba9, b439, 0239, 33ab, acadia14projects_661a, df5e, ascaad2016_003e2, 2e5b, d1aa, ecaade2015_138m29, 1e4b, df7e, efe2, acadia14_101o, acadia14_531u, 0887, ecaade2013r_020o10, 2e2e, 3145, 4fb1, fd42, 5745, ed8b, 5c13, ijac201614102v1, b40c, ea7d, sigradi2015_3.212j4, 6083, 46d8, 7b11, 6b42, sigradi2013_91m, 09ed, sigradi2014_176b5, bc51, 2e1d, 35a0, f59f, caadria2016_497y20, 07c1, ecaade2015_230m52, f1ba, 6e51, ebec, ecaade2015_59g11, 4e50, caadria2016_259r11, 8bb1, 8042, a782, 1ccf, caadria2016_881c38, 6629, 1664, a570, 83bc, 9f46, c07d, 67b5, 6c75, 3da3, 806d, 57d0, 9a5c, 404c, ijac201412201h1, 8341, caadria2017_174d42, 8907, 5202, acadia14projects_147ao, 2623, ad65, 07c9, 1780, 8391, 0a9c, b271, 4714, f53a, d454, d80a, b801, 4f6d, 33aa, 4225, 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29ea, acadia16_344c21, 0854, 6c24, 30f9, 2ff2, sigradi2015_3.65m2, 08d0, acadia14projects_389aw, 05f4, ecaade2016_098a27, ecaade2015_180o38, acadia14_177ag, 38ba, 82b0, 23f8, 461a, 6791, 4358, acadia14_101w, 02f4, 0aca, bdb2, 7039, e1c4, 085e, 0d24, b3df, ijac201412204s2, 9d87, 6498, caadria2017_056v18, 1283, caadria2016_839m35, 893f, 9ebf, 70a6, 475f, a147, 302a, 83f4, 9fa9, 4b96, 6879, 811c, 5e14, 494a, a6ea, 5fdf, 0c35, d578, 9985, 54b6, ecaade2015_61f12, b40b, ecaade2015_138a29, 66b7, caadria2016_271y11, 7d62, sigradi2013_400t, 7893, d063, 96de, ecaade2016_102h28, 70a4, b5be, acadia15_173u6, sigradi2015_6.42p7, 2023, 35c5, b236, 955c, 9e53, 4a43, 253b, 3ed5, fe06, a539, e828, 7532, c27e, ecaade2015_127y24, 2192, acadia15_274o11, 5962, caadria2017_163k40, acadia14projects_375m, a9a6, 3bcc, 347f, sigradi2016_647ss, fd07, c9c8, e0fe, 7e65, 680b, 8222, acadia14projects_487e, caadria2017_190r45, 95a0, sigradi2016_382w, 2ab1, 96cc, 4317, 7c5f, 0f0f, 389c, 2dce, e2c1, cb31, 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caadria2017_189g45, 546a, acadia16_196w12, 7e22, ac06, c96e, caadria2015_124h20, d572, 3874, 4aa6, bbde, b2f6, ascaad2016_042x16, 0b0d, ed5d, f035, ecaade2016_102g28, 701e, ecaade2015_317x68, faca, 9939, 1d99, e29b, ecaade2016_136r38, 2d79, 8ca3, ecaade2015_59n11, 84a6, ecaade2013r_013a8, sigradi2016_443vv, 6eb0, ecd4, da8c, c36f, ad14, 8fc3, 588d, 4178, 1933, 6a3e, 3ca5, d9f8, acadia14_281s, 612f, ecaade2016_026s7, caadria2016_651a28, sigradi2014_176a5, 7881, 51c2, ebe2, c7db, 20c7, e646, ecaade2016_110d30, eb1d, 8e7e, 0ab4, 9326, da87, ae5e, 67b2, ecaade2015_92r18, e768, 6b48, 0de9, bfb8, ab47, 065f, 0d29, e74c, 1288, b1f1, 53a9, ijac201513303i11, sigradi2013_131, ecaade2016_222o57, ijac201412303w8, 858c, b038, 0135, f5b7, a372, 9130, a4e6, 94e4, f7e1, 3d26, sigradi2016_483gg, c18d, a098, 80f3, dafc, bec6, d1a3, a219, ecaade2016_071j19, sigradi2015_6.387x9, 3407, e074, 69b1, caadria2017_030a11, 285f, dd27, c903, sigradi2013_389n, 01bd, ac24, 2558, b654, f261, caadria2015_031n4, 11c0, 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