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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acadia17_296z, ade0, 3492, be68, 97b2, de1f, c7f0, 2408, 1e14, ecaade2017_051z, caadria2015_061d7, c506, 0dff, 41c2, acdf, acadia15_284x11, f543, acadia17_91c, ba14, 0df5, 9234, 1d0b, b216, 1a33, acb4, ijac201412403k6, 4893, acadia14_539d, 4cdd, abf3, ecaade2015_144b31, 5da5, f268, e4e7, ecaade2015_229h51, 5b6b, eca3, 18b9, 2d99, ijac201614207x11, ecaade2017_225m, e681, 77bf, 1a3d, 8fcb, acadia14projects_463a, ecaade2015_18h3, e7dc, 5738, 39f4, a6d3, b873, 979a, 3d4b, da32, f9da, 6b58, caadria2015_206w29, ecaade2017_029s, ec3a, acadia14_719n, sigradi2013_155g, 97bf, 8c75, 3960, 64c9, 4d70, f142, e771, sigradi2014_345t9, 086e, 7279, 698d, 7c43, 3a65, a5af, 2ba2, f8d2, ebd8, sigradi2014_316u6, 705b, ecaade2017_151t, 50c0, a7f9, 9d93, 9374, 3b76, 5dcb, 8ece, db4b, acadia14_637ag, f31c, aeb7, acadia14_339an, 7162, 44c9, ecaade2014_194d50, 29b1, b1ce, ce9d, ascaad2016_040y15, 1c3a, 09e8, c5e3, 378e, 825f, 829b, efd3, 1128, ccb2, 4076, sigradi2015_8.81v11, 5310, ecaade2014_224t56, 571c, acadia14_637ah, fb4a, 40e7, 7f79, sigradi2016_510xx, fd1a, 58af, ecaade2016_129o35, 577d, 049d, 1f1a, 5859, 3805, e90e, ecaade2016_083e24, 4d0e, bfd7, 3074, ecaade2017_019oo, c5c4, f091, f5e6, d2c4, 42a2, bfac, 0f24, acadia17_82w, 22f4, 41c9, c6c7, 1317, 3122, cb28, ffe6, bced, c253, 7f31, a40a, acadia16_24u2, 6141, 83fa, ecaade2017_072d, ecaade2014_218s55, 936e, e787, 8663, d061, ecaade2015_113r21, ecaade2017_052pp, dd62, d68b, 30d1, 9def, 0bc9, 2ce8, sigradi2016_724uu, 564c, bd29, sigradi2013_337, c5ff, a0c4, 84c7, 9108, 2ba0, 85c9, caadria2016_611e26, 9ac8, ecaade2017_100f, acadia17_52v, 3bb8, 6110, ecaade2015_269o59, dca3, 8e83, 2ca7, ecaade2017_215zr, f333, ascaad2016_045j18, 1346, 70d6, 2f85, 5162, ecaade2014_197h51, 9163, 61a2, 1f04, ad17, f629, 9b0b, 6a5b, f781, acadia17_178y, 99e8, sigradi2015_1.288a1, ijac201412203y1, 88e3, 2b9b, da07, 06bf, ecaade2014_072a18, 3f8c, 4616, 90d9, 9e52, 8365, 1b77, fe11, 535b, 137d, ea7c, 81c9, 3b98, d9a1, c242, ecaade2013r_010p6, acadia17_27r, 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caadria2017_145i38, d985, ecaade2014_180s45, d62f, c256, ff76, f6a1, cf37, 0078, sigradi2015_10.74n18, 252d, a059, f146, caadria2017_051v16, 8028, f90b, 09e4, df0a, 5da4, acadia17_329aa, 29da, 5ffa, e13d, d5f7, c325, ecaade2015_314n68, acadia16_154e11, caadria2015_142m23, 35b6, 1d50, 864a, a3bd, cd88, acadia14_619ai, acadia14_247l, 4143, 83da, a813, ce06, f845, cfce, 4bd5, ecaade2017_215z, acadia15_57e2, 41b1, 5417, 93a9, acadia16_88s6, 605b, fb0c, 1d1e, d3e6, c6e2, 32b1, ac44, b0f0, 9b00, ecaade2016_ws-afuturel67, 940e, e769, baaf, b014, f27e, e435, 9024, 13e2, 3178, bc4f, ecaade2017_050c, 6b71, 339e, 48df, ascaad2014_017m1, a4ce, caadria2017_104b28, sigradi2013_342j, d8d7, 5a35, acadia16_254e16, 7dbe, 1ab0, ijac201412203g2, 616b, acadia17_154s, bb5e, e66a, 9d9c, 9ba0, caadria2016_631l27, 46e5, acadia16_270w16, 8bec, d3aa, 2237, ecaade2013r_014f8, ecaade2015_227x49, dbd2, ijac201412207d5, 8745, c362, d029, c783, sigradi2014_132y1, d637, 7c06, 7e5b, 493c, 75fe, ce38, 9c90, 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acadia17_297cc, ecaade2017_230oo, ijac201513205x7, 5269, a2de, 9b74, 08d3, 2100, 920d, 7030, 3eb8, 15c4, a87c, 55da, ee8e, 0de0, a359, ecaade2017_052nn, c907, caadria2015_130d22, 0573, 8264, f956, cd08, b861, b22d, 0d7c, sigradi2014_084x7, 3fe9, sigradi2013_429k, dfc3, 4392, ijac201412301s6, ascaad2016_003v1, acadia17_464uu, c05b, acadia15_203i8, b4a0, 1fb7, 91fe, 8b5a, ijac201614205t10, aa44, ecaade2016_224h60, acadia17_50mm, caadria2017_047b15, 8b2d, 843a, ca5f, f1bb, e529, 1a60, ecaade2017_256bb, bb6a, b7d5, f38b, ecaade2017_124dd, ecaade2016_154z42, 4755, 3fba, f0c5, eadb, 6d41, acadia17_502e, 3631, ijac201614302c2, acadia14_445aa, 7153, 4b63, cf50, ff43, bd5e, c61f, 339d, 160e, 89fd, e901, 6665, a59e, 4aae, 77b7, e97e, ecaade2017_057u, 9409, ecaade2016_110d30, 9607, 76a9, bab6, 14db, a8df, 39c2, 844a, acadia14projects_101ap, ecaade2017_308jj, 28a0, 29f1, 82ef, ijac201715106mm, b0e8, 4624, 3470, ecaade2016_163i45, 1c33, d170, 774d, de54, 4a18, sigradi2013_183t, 0fe3, a58a, 45db, 3713, 4794, da72, 5553, c340, ecaade2016_136m38, ecaade2014_237y60, ee3f, ecaade2016_154p42, 176f, caadria2017_041m13, a811, a9b6, 718e, ecaade2016_237g63, ecaade2014_019l5, caadria2017_124z32, caadria2017_035y11, cef3, 064b, 6622, 6474, 13cc, f557, 3457, 44b6, ijac201412408d3, e0b7, sigradi2015_sp_8.78j30, db06, ecaade2017_038mm, 7627, f2f3, dbce, 2f63, 994c, 426c, 8025, 3a2f, 53cb, sigradi2016_484tt, acadia17_340qq, 07d2, acadia17_92j, ijac201614103g3, ecaade2014_214g54, f313, feed, 44f3, 72e4, 66ec, ecaade2016_128l35, 1708, 04e4, 90ae, 6501, 8a04, fb8e, ec42, 697d, cec6, b41b, f89c, fe84, c645, 1677, ascaad2014_017k1, 7811, b40b, sigradi2016_490kk, 6b9f, 8f4b, b846, 2e7d, 674b, 907d, 03b7, caadria2017_129o34, c089, 1993, 2f11, ascaad2016_042b17, 4ac7, ab3d, db76, 252b, cf32, ecaade2016_130t36, dc56, acadia17_360qq, 3754, 0fc2, ascaad2016_044w17, acadia16_214x13, sigradi2016_778nn, sigradi2016_647oo, 71cd, caadria2017_070j22, 0d05, 01d6, c8fc, dbd0, 2b96, e289, add8, a052, d9f9, ecaade2014_132j29, ccd4, eb47, ecaade2016_129t35, ecaade2017_101bb, 2f8f, 4f13, 0e69, ff7d, 0aad, caadria2017_129r34, 07d4, 90b0, 5cdd, ecaade2014_109n24, c9b2, 6862, ecaade2016_162a45, c0ae, a870, ecaade2017_172aa, c863, 361d, a0ca, 1ff3, 20ad, d0fa, 39eb, bb79, 8a24, 9213, caadria2017_123l32, ascaad2014_012c6, 0aac, caadria2015_124s19, 1a88, sigradi2015_8.186d13, 716a, 6f0a, 2c2c, a619, 1942, 001c, 5e48, f583, 49b5, ascaad2014_031f9, 895e, ecaade2016_151h41, f6d4, acadia17_640dd, sigradi2015_3.370w5, acadia14projects_247k, b1fa, c1e1, ijac201412204o2, 509d, 4d2b, 1914, 20e8, e377, 2c71, f0d2, e57d, ijac201412205f4, 71f7, a2d0, b1fb, 0182, 8b92, 0b84, 456d, ecaade2014_018w4, 49b1, caadria2015_081w11, c24f, f141, ecaade2017_108p, 66f5, debd, 0aa3, 0082, 3dad, e6b9, 6392, e36f, ecaade2017_169oo, 6706, ecaade2015_38s7, sigradi2013_234c, 5e59, d96a, sigradi2013_347, ijac201715104r, 1542, 0030, e549, a8cd, 3ca7, 3c6a, 4d1c, 34be, 88f2, 3b39, 6d20, sigradi2013_401t, sigradi2016_741hh, 647a, 18a6, 31ee, f3f3, acadia17_92k, 4ba4, b3a7, eee4, db7e, e6df, ecaade2015_202p44, 91c4, df9f, acadia14projects_365ar, e5ce, 1e58, bfa0, 1e2a, 4e56, 8f89, dec5, 9b19, caadria2016_487p20, 26cf, 4541, e6dd, 4786, 4942, 7a86, 95e6, 262f, f6c2, 2597, sigradi2014_036t2, 6e93, bd19, e589, 862b, sigradi2016_400m, 6bf8, 2aca, 8200, 4998, 97c8, 6cd2, c73e, d32c, 837d, f666, 4cfb, ascaad2016_012t5, a0b0, 27dc, c969, 6a3f, ecaade2016_018d5, d4ff, 640a, 0c8a, d419, 51e8, 1b1a, acadia15_223e9, 08df, d60e, fd2b, 855c, e20f, 2c76, sigradi2014_313a6, 66f9, ecaade2015_139x29, ecaade2015_138s28, 0f28, 7380, 4a0a, 6df5, 27a5, 70c3, 8369, 0d1d, b1a2, acadia16_214j14, dc7e, fd21, ascaad2016_022o8, d982, 191a, 2454, 2b5f, sigradi2016_560q, cdcb, 532c, 1755, acba, acadia17_274qq, 5517, sigradi2015_9.152b17, 84e6, e7cc, ecff, ecaade2016_154x42, 8c2c, fe27, df98, 4666, a8f5, 0381, ijac201614201v6, 960d, 0e7a, acadia15_232n9, 715f, fced, acadia17_190d, ab36, efe2, ecaade2014_031t8, 6359, 6057, sigradi2016_515e, 59a3, fa7b, 03fb, 506e, 2909, 9c65, acadia16_88j6, c981, 33bc, 79cd, 7813, ascaad2016_034j13, 77cd, 86e1, 46d8, ad1a, e7d5, ecaade2014_052a13, 428e, c1cf, c479, b54f, ab29, 8dbe, 3901, 8431, 8fe0, c515, 39ae, b841, ecaade2017_079g, c4c5, 46df, sigradi2016_385pp, 90b2, acadia14projects_375az, a04b, ecaade2014_029a8, a37d, 763d, sigradi2016_732v, 5d45, 0ddd, 8bcc, 1a51, ijac201715203l, 9bf0, 66fc, f903, 520f, bdd8, ecaade2017_019d, 0759, d265, b46d, ecaade2015_241c55, dd95, ecaade2014_038a10, e9c9, e5a3, 533d, 004a, ijac201412404e8, caadria2016_819r34, b185, 5171, 09c2, 3a2b, ecaade2017_164p, e093, ijac201715203n, d30e, b37a, 67bb, ecaade2015_180b39, 296d, e450, eecb, af3b, e4bd, 7d9b, sigradi2014_015a1, 6d4c, 9c63, 648a, 6b2b, dba0, 374a, sigradi2013_267t, 466f, 5c61, 81ba, 26ec, d02d, 85b3, 8dea, 7e05, 1ae7, 05bd, ijac201412408n2, 1417, a538, 9bce, 1ed8, 1221, 39fe, acadia15_57l2, fe93, 18d4, 6d85, 1f00, 67c2, 206b, d488, 4ffa, 0cb2, 8f95, 709f, d364, effc, 1d39, c53c, ecaade2013r_009x5, d2a7, c6f7, e117, 902b, 24f1, 5101, 3eaa, acadia17_648s, eeef, d02e, 8443, ccec, caadria2016_045i3, d856, 9208, 68a2, sigradi2015_9.347p17, d38f, ecaade2017_134p, df66, ecaade2017_054z, 7a94, f4ad, ecaade2016_216w54, a81a, caadria2015_139r22, ijac201715202e, aba9, acadia17_403l, caadria2016_839n35, 917d, 2dec, 5194, ecaade2017_290tt, 2943, 6854, acadia14projects_145ab, ecaade2017_071xx, 6bdd, 1d88, sigradi2015_8.239b14, bb41, a016, ecaade2015_164s34, ef18, 29f5, 8317, ijac201412304s1, a23a, be1c, 56a9, ijac201614203s8, cc4a, ceb2, 055d, 8c9e, 40b4, 191b, ecaade2017_225l, ijac201614208k13, 0519, 167d, ec0e, acadia17_308tt, 15e8, 39ab, 9870, 697a, 2199, ecaade2015_118r23, sigradi2015_8.189t13, e957, bf93, 34ea, d9d4, 758d, sigradi2015_10.7k18, 6288, 79bb, 63dc, 57ca, 5f6e, caadria2015_206b30, 41c8, 3f1c, ecaade2017_256gg, sigradi2016_534xx, 1da5, 158d, sigradi2013_183b, a80b, fa91, 2ab3, ecaade2015_22e5, a0d0, bd2b, 18da, 8a88, b245, ecaade2015_271w59, ecaade2015_161i34, 3da6, ecaade2017_ws-archiedubb, 2a75, 9d16, acadia15_57t1, a9af, c1ed, a9a2, dc27, acadia14projects_189a, acadia17_381cc, 51aa, 972d, 07e3, acadia14_117ay, a26b, 5d1e, 1180, acadia14projects_549o, 95c5, caadria2017_058p20, acadia17_50uu, c281, 2bbd, 6dba, d60d, ecaade2015_136o26, f899, ecaade2015_114s22, ecaade2014_159r39, 8886, 1f1d, 432b, 9611, 429f, sigradi2014_266f2, cea5, 2c0f, baf6, 97d3, 687e, 05e2, ijac201614203h9, ae2e, 5f26, d00d, acadia17_534jj, 83cd, b428, 0187, caadria2017_163o40, ecaade2016_191h51, acadia16_214v13, a323, ff9e, ijac201614102k2, de72, a972, ascaad2014_014g8, 2b83, d50b, f304, 1c14, 9cf1, 8a9b, caadria2016_487u20, 042a, ijac201614208z12, a17a, cc67, 8581, ijac201614102z2, b958, aec7, 39ef, 6283, acadia14projects_291ao, 32f1, b42c, 2e75, 3316, a075, ijac201614208o13, ecaade2017_052gg, eced, dd06, 886e, 1dc4, 954d, 6de0, a86f, ascaad2016_051c21, f6cf, f1f3, e0a3, ijac201412201b1, acadia15_451p19, 0230, 2ccf, 8d2d, 37d7, b851, ebf3, 6541, f0d0, sigradi2014_048z4, 1f8f, 45b3, 2bf1, 3adc, 5111, ecaade2014_149k34, d91c, 1c75, f861, 0a78, 4694, 1692, 7868, 5eb6, 668a, e404, d1e6, 1a4f, caadria2015_061e7, ecaade2014_140o31, 5ef3, 1b40, f0f2, ba2b, 1020, bf94, a581, acadia14projects_63ap, a59f, acadia14_219b, 7c51, d411, fdaf, e734, 906b, ecaade2015_15a2, 7312, 3e94, 16af, ijac201614401i1, ecaade2017_048q, e31a, acadia14projects_117av, e8ae, 73d2, ad67, sigradi2015_3.221p4, 77b1, acadia15_357p15, 53f6, sigradi2016_450oo, caadria2017_132s35, 02f3, 5cf8, a8ab, 15ab, dde7, 29f8, ecaade2015_59k11, sigradi2015_3.209h4, 7eb2, 506f, 28f5, 4e82, 2daa, 0776, 40ed, acadia14_347ap, bb4d, acadia17_502c, 837c, c46a, 191c, ascaad2016_059i23, 7b75, 394d, 1fe2, b60c, 202b, ijac201715202j,