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 ecaade2015_55
authors Chen, KianWee; Janssen, Patrick and Schlueter, Arno
year 2015
title Analysing Populations of Design Variants Using Clustering and Archetypal Analysis
source Martens, B, Wurzer, G, Grasl T, Lorenz, WE and Schaffranek, R (eds.), Real Time - Proceedings of the 33rd eCAADe Conference - Volume 1, Vienna University of Technology, Vienna, Austria, 16-18 September 2015, pp. 251-260
summary In order to support exploration in the early stages of the design process, researchers have proposed the use of population-based multi-objective optimisation algorithms. This paper focuses on analysing the resulting population of design variants in order to gain insights into the relationship between architectural features and design performance. The proposed analysis method uses a combination of k-means clustering and Archetypal Analysis in order to partition the population of design variants into clusters and then to extract exemplars for each cluster. The results of the analysis are then visualised as a set of charts and as design models. A demonstration of the method is presented that explores how self-shading geometry, envelope materials, and window area affect the overall performance of a simplified building type. The demonstration shows that although it is possible to derive general knowledge linking architectural features to design performance, the process is still not straightforward. The paper ends with a discussion on how the method can be further improved.
wos WOS:000372317300027
series eCAADe
email chenkianwee@gmail.com
more https://mh-engage.ltcc.tuwien.ac.at/engage/ui/watch.html?id=09a711e6-70f5-11e5-af69-2b8082624d42
full text file.pdf (4,402,653 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_095m4, ef74, fd0b, dc58, 1c62, 1d2c, c827, 5e19, ecaade2013r_007g5, 93b4, ascaad2016_022c9, c2c5, cde2, b9e6, ce4e, acadia14_497t, 0fe9, e4e0, 81a8, e26c, 331a, ecaade2015_138c29, acadia14_453k, 4118, c5ad, 7c67, af66, ecaade2015_314a68, ecaade2013r_009z5, 83f5, 335e, e57e, d33a, e30b, b131, c388, caadria2017_105h28, d716, 72e6, 120f, b12e, caadria2016_621s26, acadia15_469j20, da62, 9c95, 7462, 01c3, acadia15_185l7, 3f63, 645e, acadia16_140x10, ecaade2015_294k64, 0b91, ee84, e823, 3be6, 3015, 51a1, b638, 9a2c, b91a, acadia14_101r, 2ace, 816d, 6c51, f222, 975e, caadria2017_074f23, 35c5, 0192, ee8e, 3a21, 4fc9, 88cf, f807, caadria2017_055i18, e541, ecaade2013r_002i2, 3dca, 7531, c22b, 23a4, 2ff9, e077, 1cfa, ecaade2014_024o7, 7c27, 2639, sigradi2015_sp_8.284l30, 6f6a, 0510, 7ff6, bf5d, acadia16_318i19, 17cd, 060d, sigradi2016_781d, ijac201412302a7, cb95, f44b, 1b34, 651b, acadia15_173v6, 7b1e, 8f04, 6aa8, ed17, 7da5, 896c, 9d48, ascaad2014_016c9, ascaad2014_014m7, b12d, sigradi2015_10.378a23, 325c, bb68, f2f9, e3a2, caadria2016_095z4, caadria2016_291z12, 90db, 0e04, c1b6, sigradi2015_sp_2.112f29, 2d2a, ijac201412401s3, caadria2016_497c21, b410, 5011, cc2e, 289f, ecaade2015_207o46, a77c, 15e0, 1c34, 7e9c, e972, ecaade2014_168s40, 5b0e, 716d, b934, sigradi2016_816ww, 5b4a, f3b5, 6784, 69a2, af77, 27ef, b65f, f717, d2cc, 2957, f779, e5a9, 9ef9, 7cb7, b6e2, e1f9, f300, 64b4, 8fab, a43a, 48d8, f7da, d991, caadria2016_601d25, 1074, sigradi2015_11.136l24, f05d, 4b46, 08c9, 806d, acadia16_478u27, 490d, 646b, c0d4, f1b1, a6a6, 24b5, ascaad2016_020x7, 085d, 5a6f, 27ee, 6e9f, 5b6c, a5bd, 4ce8, ijac201614203w8, b9bb, c8a2, acadia16_260s16, acadia14_627ay, d0a3, de40, cae5, 964d, ab0b, 9643, d9c4, f543, 53ea, 5ad5, 2c58, bda9, fac3, 018c, 03dd, acadia14_601ab, 4ae6, b5d6, acadia16_174w11, b6f3, d277, 924b, d653, 1fcb, e53b, 14e9, f0ce, sigradi2015_11.136x24, 6000, 09a6, 6e8e, d553, 2a28, 1599, dbb9, 1794, b4fb, ijac201412301a6, sigradi2016_801r, 2bdd, 40f2, 1e8c, 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caadria2015_004k1, f9cd, 691a, 113d, 1543, c274, 7210, 4f28, acadia15_483c21, 3139, ab00, 01d3, 5c54, e72d, 4af5, caadria2016_405d17, caadria2015_213f33, 98ea, acadia15_57o1, b545, a71c, e3e6, caadria2017_023k9, 9d20, ec25, ecaade2015_185r39, 68ce, 5460, acadia14_111m, 76d8, 9d7a, f6a1, 2691, 218c, bfc3, e364, ba83, 7ebd, acadia14_23ay, 596f, 8e2d, ascaad2014_014v7, ascaad2014_030y8, caadria2016_713s30, ca23, ascaad2014_010t5, caadria2015_016l3, 15aa, f710, 9375, 2ccc, 9388, 77a3, a057, 43a7, cc01, e89a, cdb6, fada, 0fba, 6ead, 0b5a, acadia16_154m11, acadia15_149s5, e4b1, 8af0, cfc6, 45ed, sigradi2014_313j6, 9a95, efcd, 5ce5, 1010, 43af, e4ca, 9aff, sigradi2015_sp_8.6i30, da3e, sigradi2013_243s, 55b6, c71c, 8afb, caadria2017_004m2, 6427, 1aa2, a76c, 0569, 9ede, 539c, caadria2016_311x13, 6b27, ijac201412407h1, 2ada, 75af, ecaade2015_318o69, 8aa7, caadria2015_114g18, ascaad2014_016d9, 952a, fa4e, 3960, ef84, cd74, 84e3, ecaade2014_233r60, sigradi2013_117l, b851, d826, bef4, 7b74, 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ijac201614105t4, 5be1, ecaade2013r_005l4, sigradi2015_8.27o10, ascaad2014_005r3, dcc7, 07f2, fd65, 5d11, 261e, dba9, 6ca2, caadria2016_073c4, 531d, a536, d5f6, 37b7, bc4b, b6bf, eb86, 4856, ecaade2015_122o24, ed30, d952, 595e, 9c1f, 8232, 463e, 165c, c45c, ecaade2015_196x41, ecaade2015_332t71, 782f, 7029, 17d6, 8945, da04, sigradi2014_045w3, bf80, 4f73, 588c, 153d, c241, aee1, 5319, 9e42, ca7c, df49, 5ea0, c82a, b1bc, a4b4, acadia15_161e6, c40d, a1d1, 8fa1, f66e, c0cd, ecaade2016_154h42, sigradi2014_313g6, 6ff1, 934b, 7d70, d94d, acadia14_435af, 2971, a18c, f081, 8819, 1f38, sigradi2013_52f, 1a57, 363e, 2a81, fb4f, 0474, d415, 6a52, 32f6, 4d8d, 325b, f63f, 4150, ijac201412402o4, 5827, caadria2016_851t36, fadb, fee9, sigradi2013_158a, 8107, caadria2017_115l30, d1e7, b358, d514, ecaade2013r_009j6, sigradi2013_54, ba67, 0adb, 920f, 51e1, 3d62, ecaade2014_180l45, d032, 8b38, 3f8c, 5ca5, d625, 2964, 968e, 9bb2, 3e8d, ijac201412408w1, ijac201614208g13, 6b97, 169a, ijac201614208o13, 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ascaad2016_007l3, caadria2015_054n6, 18f0, 7695, sigradi2013_194f, f737, 4ace, 2dd8, ecaade2016_128j35, 3279, caadria2015_208h31, 380c, 00f2, a72a, cde1, 98fa, 32f2, acadia16_318k19, 2d48, 2f1c, 18a9, 5521, e0dc, 4fbc, e4f3, ecaade2016_072n20, d491, 3428, f8e3, bbdc, 998b, 59fe, 1696, 6723, 189a, dc14, caadria2016_281h12, b14a, 450c, 05c3, ecaade2014_038c10, 4740, 239c, 87d4, 94b8, 734d, 2bcc, 94ab, 33d1, d78d, a3db, sigradi2015_11.196g26, 70b5, ijac201412408o1, 6320, ecaade2016_006s1, 639e, 4cd8, caadria2017_123k32, 3b85, ecaade2016_161w43, 7396, 6853, 4265, a697, d57d, 679d, caadria2017_158y39, 8497, ed5b, 12e5, 9b3f, sigradi2016_710ii, 3159, 63f2, 85a5, ijac201412305l2, c323, a740, a654, acadia16_372c23, 9a9c, 3642, 3ae0, 121b, caadria2015_078o11, ijac201412302b7, 04cc, c1b4, ecaade2014_151e36, b850, fd64, fca3, 0218, 5c65, c816, caadria2017_048x15, 2ae1, sigradi2015_6.237o8, ecaade2014_020r5, 3538, 5fb8, c776, 7000, e78c, b5f4, 5529, 4fd3, 91a0, acadia14projects_435an, edc1, sigradi2015_3.65m2, 8b0e, ijac201412304o1, 473d, ijac201614307n4, ecaade2016_011i3, ecaade2014_162u39, 7cd0, 6da6, be5a, a65c, 7b57, 8bc7, 1f9d, caadria2015_124t19, 814d, 65d9, af30, 315b, 5297, 9b3a, 32a8, af49, 13d6, acadia15_343l14, 3d66, acadia14_189ay, c905, ecaade2014_167m40, acadia16_308t18, ecaade2016_mrtn66, ascaad2016_007n3, 184f, be7d, 4bf6, 05e5, e197, f04b, a055, d970, c62b, 68ef, c020, 307f, b422, c5d6, 63cd, sigradi2014_214c8, f105, b697, 21c4, 36c0, 12f7, e43c, 0821, caadria2016_569g24, 986c, bc81, d8d6, 9fc2, fbcf, 121c, 789d, ijac201614207m12, 7310, ascaad2016_001b1, a380, 75cd, 7a78, 5605, c499, b7df, cd97, 1573, 6124, acadia14_199ai, 97c6, acadia14_117e, 59b1, ecaade2014_038n9, 799a, acadia14_111i, acadia16_214w13, e162, bbbf, 5832, 85d2, sigradi2013_389, 5c88, 78ba, 5f85, 88de, 05ec, ecaade2016_102a28, bc62, fa80, 32b6, 6f58, f537, caadria2016_819i34, eb68, 7b41, 4779, 697a, 91d0, 8595, sigradi2016_655k, ecaade2014_138y30, a626, d71b, 54f6, 8fa5, bcd9, ed21, 7b3a, sigradi2015_3.345u5, ecaade2015_33m6, dc54, cb9f, 9554, 700c, c94d, e8d2, 1a1b, 39fd, 230e, f3c6, e3cb, 9e97, sigradi2013_343e, b0b6, 31e9, 135c, 1b7a, 19dd, e8c9, 66b9, a964, 50b0, 0a9e, 2a8d, 2886, acadia15_110w3, ecaade2016_225j60, ijac201513105b4, 41bf, e186, 1925, b561, 7195, 40f5, acadia14_655ab, bd4b, 720c, bee7, 1793, 2276, fddd, 8b0a, 0e3d, f748, caadria2017_054d18, acadia16_140k10, 706a, ascaad2016_033f13, 86d8, 7455, 15fc, caadria2017_096s26, ijac201513103u2, 00bd, dab6, 3f61, 7190, 5b02, a8c8, caadria2017_043e14, addc, d545, 30bc, d3f5, 30c6, caadria2017_016c7, 134b, ijac201614405d3, c1d4, 7e66, 2f61, 401a, acadia16_470d27, 8949, a1ac, 62e6, 0dc7, 13e1, eaf3, dd6f, 596e, 8f1d, ecaade2014_156b38, 1290, 17e8, d03e, 981b, 63c3, b780, cfb4, cd29, ca78, 5ebd, 186f, 3b3a, ddf3, cdb8, 18b9, acadia14projects_111m, 4bae, 68b8, be45, 7ceb, 55b0, acadia15_232o9, 100d, 0769, 39a2, acadia14projects_681ap, 4e05, ea03, fcd2, f2da, 76b2, 5536, 8354, e127, 6d96, 26f0, c0bc, 3c9a, fd8e, b211, a290, ebea, 3411, 620f, 8f68, ecaade2015_193x39, 0be5, 3ddd, ecaade2015_178k38, 8541, c94f, caadria2016_703g30, e680, ecaade2015_241e55, f0bd, sigradi2015_8.239w13, 7766, ecaade2016_015a4, acadia16_424f25, acadia15_407y17, ijac201513104f3, d957, ecaade2014_111v25, caadria2016_559a24, acadia16_24r2, 3779, eb7c, ecaade2015_248u56, 51df, 38ae, acc9, 081d, b79b, 4d18, ijac201412403w5, da3f, b38b, ecaade2016_075y21, sigradi2015_sp_10.311k31, 1c5e, e584, f2c7, ac3f, 28c5, sigradi2015_10.377s22, 5df3, ec06, ascaad2016_057w22, ea5e, ijac201614202p7, acadia14_637ae, 801e, bba0, b633, ascaad2014_028v7, f752, 54b9, 764a, caadria2015_126y20, 5eae, acadia15_284s11, 2f9d, 4564, 3c4b, 59c1, f27c, 4ea4, e024, ecaade2014_239a62, 7f76, 49aa, e1af, 4146, 0fcc, 98ca, 2b37, acadia14_365af, 4881, deb0, 3ef9, ecaade2016_042n11, 0643, caadria2017_027t9, 1029, e568, bce5, 92b3, 1e54, fd26, 3b59, fca7, 1900, fe9b, acadia16_318h19, eec2, 2c82, 3e98, sigradi2015_8.47e11, 010b, e8e6, acadia14projects_507ae, aecd, c090, c056, 7b8f, 6c05, d786, 7247, 6dfe, f219, ecaade2016_021t5, a3ba, 076a, 73da, 094a, sigradi2015_10.74r18, acadia14_473aj, e168, caadria2016_343k15, d90e, 5e31, acadia16_214u13, 04e0, 863e, 4a17, ce58, 2719, 5f8f, dda8, ed34, a030, b7ae, 7d1f, e47e, 50be, de4a, caadria2016_549s23, 2deb, 8101, 5d40, acadia15_223d9, 1edd, 0c47, sigradi2016_399d, d15b, ecaade2016_225p60, e941, caadria2017_175d43, 01ed, 376d, caadria2016_271z11, acadia15_343j14, b7ee, dea7, caadria2016_735n31, 8003, 52e4, ecaade2014_072f17, f1e9, acadia14_479as, f916, bfbd, 52b7, 3cbb, 15b6, 76cc, abc0, 9a28, 0368, 0f0a, 4be3, d672, 02d3, c664, 81e1, caadria2015_073p10, 6683, 07e4, 827d, 0ef9, ecaade2014_112h26, 21d1, sigradi2013_407c, 5ad1, 960a, 25c1, 8ee3, bdbc, f59c, sigradi2013_386n1, 1cb2, ecaade2015_22z4, 90a1, e3a5, dab8, c981, a720, 600d, 9ab5, 8baf, f357, 796e, 200e, b6fb, ecaade2015_86d17, sigradi2014_313i6, dae4, c43d, ecaade2015_173i37, 9989, ecaade2015_22n4, 8d0d, 848c, f63c, af38, 6b11, 132c, 4701, 5550, 0b09, febc, 3c91, e97a, ba39, 6558, 50d4, ee19, ascaad2016_003r1, 252b, 8a6e, 69b2, 57ac, sigradi2016_809ss, 5072, 1d16, 4e6c, 3caa, 019a, 4048, 5a0c, ijac201513206f9, ecaade2016_002g1, a240, 1523, 0020, 519a, 1d59, sigradi2015_6.387l9, 2bbf, 557f, ad2b, 9ef2, a757, ascaad2014_014k7, fc37, 2800, ecaade2016_167x47, 0b40, 860d, 1e6a, d4e1, ijac201614208i13, b5a7, c903, c3fe, ed04, 0f63, f9c1, 56b6, 6ea6, e180, aee8, ecaade2016_071g19, fd3a, 4e76, 6fcc, caadria2015_114r17, 292a, fcc2, 542a, 1084, 560f, 07ba, c488, ascaad2014_026y6, 36c3, 7dcd, 9f44, caadria2015_226k34, sigradi2013_343a, f167, d609, ijac201412203f2, 2255, 43ec, d5f9, 4bfc, 98db, caadria2016_383p16, af5e, 4005, fb96, 7dfc, 7ecb, b726, ed73, e9b5, 77a9, 9a69, caadria2015_220d34, 337b, b9d2, b14e, 64e9, ecaade2016_011d3, a6cc, c1ca, eeb2, 0055, a428, 67e2, 482a, sigradi2015_11.136u24, 1c4b, ffc2, caadria2017_023j9, ecaade2015_215e47, 0c0d, 9922, e58d, 08e3, sigradi2015_12.259d28, 61e7, acadia14projects_601ac, ecaade2014_182v45, 0359, ascaad2014_027l7, 90e1, 4c09, sigradi2013_280s, 09be, 0bc7, acadia14_43aj, 8d4f, 52d4, 10d1, 6737, 13f1, ecaade2016_067e17, 255e, d29a, fc91, 88dd, 5539, 451b, f2b8, 3482, fd46, 8f8d, ff9f, ecaade2014_220h56, ecaade2014_010h1, 93c7, ecaade2016_084h24, b29e, 44bf, 8c68, fe9d, acadia14projects_311t, f9ef, 646e, acadia14projects_339as, 25db, 13ec, 9849, caadria2017_136o36, 19ca, eea7, 05d0, 7dc8, f5b1, 4b76, 4271, d03a, caadria2017_009s4, 4227, 46bb, sigradi2013_285d, 9d1c, b2ff, ad27, f940, a4f4, 97f0, 524b, 5552, d1e9, a317, 326e, ccaf, cf2c, 9c6e, sigradi2015_11.8l23, 4e97, 312f, ecaade2016_197b52, acadia14projects_291e, ecaade2016_068d18, 5066, a774, 9510, ecaade2016_230r62, 26ec, 48f8, ijac201412205i4, 5904, ceb1, c204, 10be, 1abc, 4912, acadia16_318n19, 7ded, 134a, 46c2, db51, 69f2, ijac201513203n7, a932, 4175, caadria2017_142d37, 546e, 1da2, ecaade2013r_018y9, 11a4, 9c94, sigradi2013_200, f84f, 8372, e202, 5d52, c42f, ecaade2014_072p17, d614, 4490, 26f4, ecaade2015_268z58, 4c3e, ijac201614201g7, 5d9e, cc3a, a727, ascaad2016_038d15, ecaade2014_019d5, bedf, acadia14_531s, 6a05, 699a, aaa8, 4ffa, ecaade2015_286c63, 9f02, ecaade2015_152z31, sigradi2016_470y, 6271, 666f, 5de0, de2d, 89ea, e9a2, 9c77, 1bcc, 7e65, 5a09, acadia16_488a29, ecaade2015_100p19, f728, ijac201614105d5, sigradi2014_273p2, 4adc, 26a0, f508, 3832, c47e, d71f, sigradi2016_803dd, 3a68, 3f0a, acadia14_671j, ca10, sigradi2013_304a, sigradi2016_375i, e0ca, 3359, b330, sigradi2016_814o, ascaad2014_032t9, d5d7, ascaad2014_016b9, ecaade2014_157g39, acadia14_317v, 8d86, 11aa, c034, a2d1, d8fa, ijac201412305b2, ecaade2015_171i36, eec3, 5ed8, d502, 384d, caadria2017_134b36, 52e0, 6653, 9fb9, 5c51, fe13, caadria2017_174l42, f87b, ad6e, 9e71, fa96, ecaade2015_269s59, 6f0b, e178, 50e6, 91c4, 6f70, 0c36, 98a1, 27ab, 84e5, e927, a1e9, sigradi2016_764d, ascaad2014_012d6, 2d4a, aac1, sigradi2016_381n, c85c, 789b, e6e6, 7242, a788, ff01, 1630, a44b, c7cb, e947, be0a, 4fdf, sigradi2015_8.27m10, 3311, 6fc5, 0cb6, aae3, 79e2, sigradi2014_036p2, e00e, 89fb, a4c0, 113b, f9e0, sigradi2013_425r, 0f35, 81c0, 3700, 6f74, 6c5f, f8ce, 242a, bf22, 3902, 854d, d74f, caadria2016_549j23, sigradi2013_401n, 5cec, d6d4, 9e46, f58d, 0736, e86b, 9f85, 144e, 030e, 3979, 0fd0, 78ee, acadia14projects_661h, cd54, 937b, f3ef, ecaade2015_195o41, 104f, d1d4, 4c4e, f629, bfff, 08d8, 8b67, 53e9, 1ceb, 1d70, b777, 3b56, 99b6, ijac201412401r3, 47fb, d8d5, b090, 0352, e3ad, a54c, acadia14_91u, b569, 5040, 96ce, 51f7, bc5d, 365d, 0734, 634c, fa67, d0f2, 0ecb, caadria2015_168l25, d4bc, 10b3, 783b, cf08, caadria2016_013z1, sigradi2016_449nn, cad5, 6522, sigradi2014_132t1, b71d, acadia14projects_147ao, 72c6, bd3d, 142f, 42ae, aaec, 4f97, acadia16_54t3, ijac201513205w7, 3a99, a39d, c0f2, 302d, ascaad2016_045l18, be51, 3bbf, ecaade2016_230w61, 9cce, 5014, ecaade2016_068g18, c6f8, 9bf4, adca, bf34, f16b, sigradi2014_313s5, 2d17, ae04, caadria2015_084w12, 077d, 9fd6, 53f7, bc56, 098a, ascaad2016_024i10, sigradi2016_560dd, ecaade2016_102c28, ce9e, 3c60, ccc6, b333, f386, acadia15_343u14, d880, f9a8, ijac201412206y4, d046, 7d33, cc76, 56e5, d296, c62e, 8658, 7ee2, 9264, b958, caadria2015_078j11, a31e, 6fdb, 2945, c027, 8c99, 7f93, d061, 9a5b, b6fd, 3386, f610, 74a2, 10dd, 62ba, 7e10, a533, ecaade2015_94e19, 58e6, a321, a5ab, 470c, 0404, 3f6a, c0c1, df3b, sigradi2016_815u, 23a8, 7346,