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 cf2017_051
authors Chen, Kian Wee; Janssen, Patrick; Norford, Leslie
year 2017
title Automatic Parameterisation of Semantic 3D City Models for Urban Design Optimisation
source Gülen Çagdas, Mine Özkar, Leman F. Gül and Ethem Gürer (Eds.) Future Trajectories of Computation in Design [17th International Conference, CAAD Futures 2017, Proceedings / ISBN 978-975-561-482-3] Istanbul, Turkey, July 12-14, 2017, pp. 51-65.
summary We present an auto-parameterisation tool, implemented in Python, that takes in a semantic model, in CityGML format, and outputs a parametric model. The parametric model is then used for design optimisation of solar availability and urban ventilation potential. We demonstrate the tool by parameterising a CityGML model regarding building height, orientation and position and then integrate the parametric model into an optimisation process. For example, the tool parameterises the orientation of a design by assigning each building an orientation parameter. The parameter takes in a normalised value from an optimisation algorithm, maps the normalised value to a rotation value and rotates the buildings. The solar and ventilation performances of the rotated design is then evaluated. Based on the evaluation results, the optimisation algorithm then searches through the parameter values to achieve the optimal performances. The demonstrations show that the tool eliminates the need to set up a parametric model manually, thus making optimisation more accessible to designers.
keywords City Information Modelling, Conceptual Urban Design, Parametric Modelling, Performance-Based Urban Design
series CAAD Futures
email chenkianwee@gmail.com, patrick@janssen.name, lnorford@mit.edu
full text file.pdf (1,047,127 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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2285, 1d6f, c411, f649, a0ba, 5330, 49bd, 954d, 971f, sigradi2013_303o, b874, d99e, d5af, 7035, 3ad8, d0ca, f21e, 0085, caadria2017_145l38, b25e, 40bc, 7541, a5d8, acadia14projects_479e, acadia14_247g, 78db, affb, fb1e, acadia17_62ss, 0ee6, ef48, 8353, 2b72, 2ec3, 414d, 3662, 3bca, bebb, 176e, ecaade2015_138x26, a480, 3b57, 5ac0, 9cc0, 1b4e, ecaade2017_306o, 4e29, 4a78, 11f9, 356c, 305f, 4fb1, 93de, 20d8, 92dc, 1262, 3a06, 66b8, a0a6, acadia16_174h12, acadia14projects_189ax, acadia15_211z8, ecaade2017_077nn, a5a6, d8d8, 2530, f951, ijac201715204t, af5e, f470, 4866, 700d, 0c89, 53dd, a217, d9c8, 8609, 0f59, ijac201614201g6, 9843, sigradi2016_448hh, 3427, sigradi2014_097p8, ascaad2016_010t4, a99e, 5e8a, 186e, 6147, be0f, 7cab, caadria2015_014t2, a65c, 279b, fd08, ba22, dc2f, 686c, 6954, caadria2016_851g36, 3a25, aa70, 203e, 2232, 8642, 9b5a, 4b60, ecaade2016_216c55, ecaade2014_163y39, 5619, caadria2015_048t5, 35ed, 5aa2, 4e5a, 2741, 0d5a, ecaade2015_144b31, ecaade2014_050f12, a0d8, da38, 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ijac201412403l7, sigradi2014_239f9, 15e7, 790b, ecaade2014_156c38, acadia17_52x, 82ef, 50c5, 6d7a, 4d47, acadia17_590t, 5f13, ijac201513202h6, 45eb, 372d, e0c8, cd5a, 183f, 56d7, 8f8c, 0c7d, 14c2, 2204, 4eb8, ba87, b48a, 60aa, 3336, 7283, f998, 7398, 1bb6, 4c47, f57f, ijac201614105x4, 255b, 1835, ecaade2014_092b22, 0507, 980c, 8840, 7796, ecaade2017_214o, c805, f170, 1ff5, a237, f31a, 6b57, 60e5, 82da, 49da, 8337, ecaade2015_139z29, acadia16_54z3, 2e12, acadia14_601ac, acadia15_407k17, 526b, 26f4, 79f1, 3d67, acadia16_196g13, 617a, 3ad6, acadia16_106v7, cea8, 70ab, d61a, a686, b768, a411, ede0, 01dd, a0a1, d09c, 651d, c57f, sigradi2013_386, a433, a125, 3ea7, 38d4, acadia17_154ee, ee12, 12a0, 0946, ecaade2014_111l25, b204, f108, 6a3d, 62af, ecaade2017_053a, ecaade2015_53t8, 5870, a721, ba29, ecaade2017_jgol, acadia17_292cc, 8149, fefa, 937c, 8ed4, 052c, 151a, e544, sigradi2014_079i7, 6341, acadia17_520q, 4ed2, 915a, 5c2e, 330b, 2452, 67ef, 357a, 694a, 8084, 9992, ijac201513103y2, ecaade2014_143u32, fb63, 6eb7, 4c3c, cca0, 9aa4, bce9, 0a32, ecaade2016_095j26, 5176, e472, 11b4, 4cea, f5b8, 097c, 0c16, 357c, 24b9, 92e6, 44c5, sigradi2013_295b, 3185, d1ab, ecaade2014_176n44, ijac201614102r2, 0c90, ecaade2013r_014f8, 4ef6, 82aa, 4ebb, 5d3f, cd8d, acadia17_18h, 7e47, 1d3d, ecaade2016_045m12, acadia15_431m18, a12d, acadia17_446ff, sigradi2015_7.203i10, 41cd, acadia17_82q, f5f8, f4c0, 1555, f2df, 70f0, 7bc2, 8e00, ecaade2015_100r19, 66c0, 3d91, 0fca, 1efb, 73a0, 57c4, ecaade2016_223y58, acadia17_163rr, ecaade2016_mrtm66, caadria2015_102d16, 4c82, 1dff, ijac201513102i2, a5aa, 2f55, 122a, ascaad2016_013a6, dcf1, ecaade2015_317w68, 32fa, acadia17_316vv, 3d36, acadia14_445ad, f256, e4ee, c9af, 5c27, f06f, dce2, 1d67, 49c9, a0df, 7fda, ecaade2016_126t34, d72d, 4310, 98cf, a970, 15ae, 2a16, 4590, 33b8, cb0a, 468e, ecaade2017_282j, 9e59, b570, 62a8, 62e7, 7f44, ef9e, e458, aa6a, ead9, sigradi2013_429d, caadria2015_012h2, b723, ecaade2014_225f58, caadria2016_517i22, 8023, 640b, fa51, a1c8, be88, 5dfc, 0313, d76b, 3e6a, d6bd, ceb2, ascaad2016_023a10, 1f26, be8b, d6eb, 5681, acadia14projects_565y, 2323, acadia14_365ak, 2f34, 7690, ijac201715105yy, 3e0d, ecaade2014_070r16, ce25, acadia17_502zz, 4217, ecaade2017_215qq, ecaade2014_224w57, 01e5, acadia17_189jj, caadria2017_047c15, 6f0a, 2b35, 4c01, ascaad2016_003c2, ecaade2014_086n20, 9d04, 8a86, 6c25, 98bb, 57a8, e8a7, 8a65, 3889, 358f, sigradi2015_8.27l10, acadia14_23aa, 5db8, acadia15_381u16, sigradi2013_194o, d412, acadia17_339kk, c82b, 490e, c936, 37f4, 3da6, c5fc, 7ce8, 8cde, 49b0, acadia17_163ll, 04d9, 4387, ecaade2016_025h7, 42be, d985, ascaad2014_033a1, 1bb1, 04a4, 267d, 992a, f68e, 783a, ecaade2015_196m42, b66b, dd6c, a863, 8068, 03c1, 036c, ecaade2017_215a, e449, ecaade2017_309uu, bd79, 16aa, ecaade2014_041i10, ecaade2014_143r32, 1f29, 8ae6, fa36, bfb0, 4be3, ecaade2014_218r55, 7d41, 1010, cabb, cea3, 8c69, 7d74, ceb5, 0282, sigradi2013_195z, d3a3, 14de, 83be, 5bac, c05c, 26c1, 7189, acadia16_12e2, 8714, ba41, 6c68, 4fac, 9dfd, 6b2d, ecaade2016_046r12, ecaade2017_195oo, c9f3, 52dc, 3bf1, 86a4, ecaade2015_217f48, ecaade2017_308gg, cef8, 69a1, 254f, sigradi2013_183, 63c0, d3c4, 21b4, acadia14projects_661d, ee86, 623d, b56a, ecaade2015_250c57, d84f, ecaade2014_121p27, 372e, 4709, 7980, 24a5, ecaade2016_230l62, f88b, sigradi2013_243b, 59fa, sigradi2013_30v, 55c0, 8d56, 39b7, 0dfe, 0cd2, 71fa, 057c, f97a, 886b, dfe7, 38c6, 3322, 82f8, 49cf, 512e, 99fe, ijac201614403h2, 4083, a768, 5ce5, 2927, ecaade2016_120e33, acadia14_111j, a80a, e2b7, f559, 4c2a, 41f6, 1b68, be51, 1c24, ac1e, c30c, a0e5, acadia17_72d, 19d2, acadia17_670ee, acadia17_307ll, 8c51, 04d2, da83, 3130, caadria2015_087t13, 2531, 4d0c, 31d6, cce5, 6135, 1e4a, 8255, 2fbf, e2c6, 94d1, fa40, 824e, ecaade2014_084l19, sigradi2016_816qq, 74fa, c2ee, ecaade2017_021g, b04c, e4ac, c78b, ecaade2016_055h14, 31dc, 721c, sigradi2016_470z, 8698, eeff, eeb1, caadria2016_095n4, f1f2, dfc3, c021, cf34, c3b1, 7ac3, d508, bb06, fe3a, sigradi2015_11.166f26, 1e54, 7307, 7c47, 96c6, faf9, fd4b, acadia16_184l12, a565, ecaade2016_077p22, 2fdc, b34c, 87b6, 72af, b460, sigradi2014_047k4, eca8, 6008, acadia14projects_531n, caadria2015_030k4, acadia14_487g, ijac201513205p8, 61f2, c1b7, 40b6, 45f4, sigradi2016_815z, 10fb, 7a27, 802f, 9e4a, fbd5, 3bf6, 4f5c, 1045, 0e32, b1cd, 49bb, 4d1c, 32a0, ecaade2015_194o40, caadria2015_114x17, ecaade2015_116n23, ecaade2016_095g26, f1e3, aa1c, 95fc, 4d34, a412, cb14, 867b, acadia14_125t, 194f, 3bc6, e742, f653, d04f, 11ec, acadia14projects_177s, e234, 2094, d9b5, 6a10, 9923, def3, dfa9, 41a8, acadia14projects_549p, a292, b440, 97fa, e305, 8817, 0c60, e264, b128, acadia14projects_167aa, ecaade2017_080dd, 4910, caadria2016_291a13, 6db7, f262, ecaade2016_096p26, fe06, 9c2a, acadia17_70ii, 8b42, ascaad2016_047u19, ijac201412205b4, 8f41, 2fec, ab91, e700, f90c, ecaade2014_010f1, 9b7b, ecaade2017_108y, c4d8, 72d3, 61cc, bddc, ecaade2016_185d50, 38f9, 8e35, 1ad3, eafc, acadia17_581ll, ascaad2016_030c12, 7994, bb1c, 48b9, ecaade2017_144z, ecaade2017_254ll, bce7, ddfc, ecaade2014_044l11, ecaade2014_128t28, 283a, 782b, e9b6, acadia14_63b, 810e, ascaad2014_011a6, cc6d, 796c, caadria2016_157w6, d934, ca61, a626, d378, 198f, 91bd, 609d, a9e5, 0561, 1e7e, 9d95, cf28, dea3, 76cf, c0dd, b5e5, ecaade2017_230ww, 681e, ecaade2017_050e, 61cf, d8d1, 6753, 9a1c, 075e, 133b, a851, a485, 3aca, fff6, 894b, 11d0, 95c4, a8ab, d79a, 55cf, ascaad2016_021g8, dd8f, 7e60, bb3f, 42b3, 1a08, 811c, 1094, 8eb4, 2e02, acadia17_178rr, caadria2016_651a28, 28f9, 2339, cbb0, 6b04, b4f1, 2e90, 01c5, ce46, 2351, 171d, 2c49, 7195, caadria2015_139r22, cbfe, ecaade2015_196d42, c8f3, ecaade2016_208t53, b994, caadria2015_126s20, acadia17_18r, dc47, 44c6, 0f6e, 958a, 1745, 7979, 9616, 6a5a, 6e50, 986b, d0b6, ee1c, acadia14projects_549s, 2de9, 5b84, e88c, dc8d, 8880, ecaade2017_156bb, ecaade2015_100x19, sigradi2014_249m9, 8fdb, c79c, ecaade2017_151t, f66a, sigradi2015_10.377v22, 0c3a, ijac201513206t8, 2df2, 8120, 33d9, 11d5, caadria2016_157y6, c898, caadria2016_457d19, 6776, 2d91, ecaade2016_042r11, c4f2, ecaade2014_070o16, acadia17_423gg, 5b06, 9111, db95, 825b, e8ef, sigradi2016_614y, bb34, ecaade2016_071x19, sigradi2016_815aa, ecaade2017_249c, 95b0, a6cf, 7ba7, 9298, da5a, 9905, bb6d, ecaade2016_047o13, 2459, 3590, 935a, ijac201412403a6, 38b2, 97f2, 2d3e, ecaade2016_154g42, ecaade2014_177v44, 80b8, acadia17_552l, acbf, ecaade2015_268g59, 33ae, ecaade2014_149i34, 61a2, dffd, a36f, a432, 562f, 6cb4, afee, e672, acadia17_90nn, 2920, ecaade2017_122xx, e308, sigradi2016_530gg, 733e, caadria2016_579s24, caadria2016_013z1, caadria2016_209u9, 5471, 9a1d, c385, caadria2016_745x31, 3447, 53f7, 5db7, 750a, ecaade2015_94e19, ecaade2015_73h14, 45f0, ecaade2016_089a25, ijac201412403e6, b697, 4e17, a516, 5d2c, c32f, caadria2017_057b20, a61f, 8cd0, acadia14_219c, 12aa, c069, 87ff, 3096, 4df5, b760, 93f8, 2ee0, 7314, 4818, 64ff, aec8, 13b5, f82b, 9a7c, acadia16_24z2, 905c, acadia17_382kk, 8a57, 3698, 5c1c, ee46, acadia15_333d14, 20ef, 8a11, ecaade2017_203oo, 3b0d, 0283, 7240, 40ed, 1591, 56e0, sigradi2015_4.52l6, b025, 0e9a, 36a5, 5ae9, 20c2, a978, 7ec8, acadia17_382qq, ecaade2016_043b12, 20fe, acadia17_222v, cc6a, ecaade2014_138s30, 9a50, 0e6c, 5bf8, 4b2f, 360d, c61b, 8697, f619, 70b2, ee85, 9d19, ecaade2016_221t56, 2cfb, 6618, sigradi2016_729ww, 6cbc, 4fc5, caadria2016_333x14, 28c2, fdc8, 814a, 5402, 7944, 9b37, 2a1d, 51f4, sigradi2015_9.141g16, acadia14_339ah, bcd3, e8a9, ecaade2015_64l13, 9d6a, 9348, 2ca1, 87c6, 3900, ecc6, e1c4, cf35, b068, 97f3, 4d1b, 4460, sigradi2016_443vv, cf5f, 31ef, ef52, 86ce, 8868, cda3, 45a6, 14cb, 44ee, ad3b, 1820, acadia14_699m, 1a47, 1333, bdd1, 977d, c772, c506, 76af, 0406, acadia17_82aa, aca7, ecaade2017_105ss, 9ad3, caadria2015_119b19, a452, ecaade2015_206o45, 8cd6, 0fb0, ea96, 0d47, acadia16_12a2, 4187, 15e1, acadia14projects_479s, 9be7, c07e, caadria2017_048x15, ecaade2015_164t34, 0aa8, 084e, 78e0, 4531, 07b7, d559, 0f81, 6a03, 56fb, b89d, 6d07, 73c2, a48b, fbc2, 4d19, dcc5, acadia17_572jj, caadria2015_108l16, 74cf, 1faa, 9fb5, 2ad9, efdb, df39, 3cec, 6b15, 8665, acadia17_307ii, ecaade2014_214z54, acadia14projects_347ag, b776, 2a9e, 06bc, de57, ecaade2016_ws-dheritageu67, 7490, 29ce, bc53, 62fa, a2b9, cbb4, a3d8, fa32, 025e, c368, 960b, 55dd, 09d3, 20ed, 52e4, 5c7f, b2a9, fbdb, c437, bb5e, 59e9, a5d5, 5968, 942a, ecaade2016_169m48, 1ee8, sigradi2013_194j, 8567, c516, 7a50, 600b, 6a09, 1a44, ecaade2015_229x51, caadria2017_005x2, sigradi2013_289m, e8b9, ff44, f84d, 5400, 7505, caadria2017_163z40, f2b4, f3b1, 970c, 1721, 79e3, 0425, 81cc, 16a1, e00b, f242, d64c, ijac201513303c11, 3b42, 4706, 640c, b2e2, caadria2016_095u4, acadia17_231o, f8f7, ecaade2014_221n56, 347c, e258, 90f7, 2f5f, ce85, sigradi2015_3.201u3, 7574, f10c, 0277, 49ba, ecaade2017_243bb, 8eb8, bc60, 55e2, 53be, 7df3, 355f, 78b8, 537d, dea2, b655, 8505, a612, 9793, 8a0c, ascaad2016_003b2, b44d, 6bc4, ijac201513105l4, 5e53, 639d, e52f, 7096, ecaade2017_grie, ijac201715102x, ae32, sigradi2016_625gg, 8582, acadia17_365g, 21e1, ee98, a26f, 8f9f, 97fb, acadia17_348f, 50de, 139e, 8678, a5fd, 2360, ed7d, caadria2015_090e15, 3d94, a35f, c532, cdb6, caadria2015_086m13, 9e3c, e052, 1ef9, ecaade2017_054x, 383a, d377, 37e3, dac3, 1e78, 68dc, 7185, caadria2015_139u22, 1c97, c884, ecaade2015_194t40, 098f, deed, ddc8, 2c99, 20b2, 5dc6, 46b0, 689f, bb74, 4bdc, 331d, acadia14_311s, de83, acadia17_669s, 4612, faa4, sigradi2016_448ee, 4469, c164, 8594, 2145, d428, da5f, e2eb, f484, 1e1f, 763e, ecaade2014_149d34, 451f, acadia14projects_339aw, 1dba, 46f0, 3e4a, e8e9, d504, ijac201715205xx, eb10, 80c0, ecaade2014_070u16, ascaad2014_024t5, ijac201412405k8, dca8, b57a, cdb0, 5a14, 6ce2, f440, caadria2017_047k15, ecaade2014_112e26, 6344, 7ad6, ecaade2015_171o36, 1b01, e207, acadia17_678q, acadia14_43af, 6a01, 70d1, ec47, 38f8, 1f08, acadia14_23ab, 063b, 25da, 2198, 444e, acadia15_173p6, b5fe, 0157, 5a5e, 9d56, 85fb, ecaade2015_115y22, caadria2017_183c44, ec99, ecaade2015_333g72, 2090, 8ead, 2e8c, 3256, 86e7, 51a3, acadia17_28ee, 857a, e0ef, 352c, 98f7, 11a2, 4faf, 4493, 591d, f8bd, ecaade2015_87s17, b8e6, acadia14_601v, caadria2017_069b22, caadria2016_549p23, 8bed, e1f9, b825, caadria2017_122w31, 6609, 2de5, 87df, 6633, be90, 4297, 6a13, a86d, sigradi2014_189m6, c343, 5fa5, 6527, 5baf, acadia15_251l10, b925, 5aa0, 8b46, caca, a8a5, 3e4f, 6d98, abf1, f6c0, ecaade2016_002h1, 5ee3, ecaade2016_170v48, 326a, acadia14_339am, 74d5, acadia16_98c7, a34b, 8c7d, f231, e2fe, 8d70, acadia15_57u1, a7db, ecaade2016_016e4, acadia17_258g, sigradi2015_10.309p21, ecaade2014_232z59, ecaade2016_bkol65, 6ca7, aa02, 4f0e, 987b, 115e, 87fd, 89a9, 48ee, 397e, 13a4, e982, 4f42, e90a, acadia14_291aj, 9f2f, sigradi2013_243r, a0ea, ed21, 978f, 2802, e28c, ijac201614204w9, 956b, cd36, b51b, d330, 6f93, caadria2017_149d39, ecaade2017_273o, 5dc5, ijac201513205b8, eb9f, 5d20, 6c53, d57e, 5b1a, ed4b, 5252, caadria2016_405n17, c375, 8524, 29c5, ef85, ecaade2017_169ii, 1e84, 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