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 ijac201311401
authors Moreno-De-Luca, Leonardo; Oscar Javier Begambre Carrillo
year 2013
title Multi-Objective Heuristic Computation Applied To Architectural And Structural Design: A Review
source International Journal of Architectural Computing vol. 11 - no. 4, 363-392
summary Heuristic computation techniques have been used in a wide range of fields, demonstrating their capacity to solve highly complex optimization problems. This article presents the most common techniques and their extension into the multi-objective optimization field, and emphasizes in the application of them in structural and architectural design by presenting examples within topics like: topological, shape and dimensional optimization of truss structures, roof optimization for sunlight conditions and area minimization, grid structures, fašade design, life cycle cost and environmental impact, energy efficiency and construction costs, morphogenetic structural optimization for shell structures, acoustical optimization, evolutionary architectural design, architectural layout design optimization, RC frames optimization, and land use zoning, within others. Finally, the conclusion leads to the recognition of heuristic computation not only as an optimization tool, but also as an important component of a design methodology for creating innovative, creative, efficient, well performing, and aesthetically pleasant architectural/engineering objects.
series journal
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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ecaade2015_241r55, be7c, ec93, e182, 3643, caadria2016_457l19, 0305, 3f4c, 480e, fb60, 5f7e, 2536, ff18, ecaade2014_206s53, afb3, 11d6, ascaad2016_058f23, 9f00, 687a, fa75, 5e35, b9c8, 8890, 0dea, d367, b412, 4872, caadria2016_229n10, e75f, b0d1, 2a3a, 1b79, 54ae, b7ad, e9f2, a071, aaef, d83f, 23f2, acadia15_371h16, 239c, 29af, 8082, 3da2, 8ebb, 729b, ecaade2015_301n65, cda1, ijac201412407u9, 59ee, ecaade2016_011z2, ascaad2016_045h19, 20dc, 55dc, 0b45, acadia14_435d, a6f4, 6e23, 38e6, ea48, c2b7, 7ec7, cc04, 070d, 0ca6, ascaad2016_005e3, 7aea, aeb2, f416, 2e00, 5771, caadria2016_703l30, 6472, 6d36, 2889, 6594, f6c3, 7e93, 7213, sigradi2013_425t, c151, ce49, 819a, bcf1, 2a00, 8a5f, 2190, 5b3d, fa32, bca9, 460e, a6a3, dab7, ecb0, af9e, b39a, 750a, sigradi2016_625xx, acadia14_125y, cc55, cb49, 12e3, b873, cb72, sigradi2013_52i, 4a6e, caadria2015_033c5, 7d0d, 7efb, sigradi2015_9.347x17, 5d87, bc12, 9f77, sigradi2014_181v5, 7b98, da06, 19f1, acadia14projects_301a, caadria2016_529v22, 25a2, ijac201513302i10, 9ec2, cd89, 186d, ecaade2014_023p6, de6e, 3d5b, 3936, 2668, 17a4, ebe8, 2151, 7949, 002d, bc20, ffb3, e3ac, acadia16_488w28, bfdb, cbd2, d64f, 8028, caadria2016_373l16, 4a67, 62b5, acadia14projects_463m, 0cd0, ijac201412201p1, dc94, ecaade2016_140j39, 84f0, 7343, ccb4, a5cc, 533e, 7528, ecaade2015_113r21, 80e6, 409c, bea2, bf01, a8f4, 7205, 0569, acadia14projects_655z, b841, a850, 1742, e9e2, 027c, 88ca, ae1f, 9ef2, a73e, 663e, 6248, 26cc, 42c8, ijac201412403t5, 9d49, 3af5, c0c0, ecaade2015_113m21, 9ada, d7a8, e391, b1d7, 02e7, 94c4, 34f2, 0ebc, e93d, d41d, ecaade2014_168a41, 2c59, 41ea, ba97, f595, a2e4, f4e9, c01d, 8699, 5148, 3cdc, acadia14_247r, f167, 8cc8, c4d8, 9c10, 3eeb, a7f4, c9c3, 1bd1, 132e, 02c0, 0aa2, 99c4, 7d34, 9dcb, sigradi2016_360v, a327, 3dff, 40fa, caadria2016_209t9, c40c, 6656, 63e8, c4eb, 879e, 2dd5, 5db8, f03e, a868, sigradi2014_345l8, ecaade2015_206l45, 6887, 81cd, cc81, b820, ijac201412204f3, acadia16_440j26, fd7d, b877, 1f03, ascaad2016_038f15, ecaade2015_138w27, c687, acadia14_111l, caadria2016_871t37, b96b, 49af, c55c, fcbf, ascaad2016_022g9, 0e2f, 08be, 1639, d373, 3ee4, caadria2017_118y30, ecaade2015_138a28, ijac201412304g1, c361, ecaade2014_010x1, 2982, 1a1e, ecaade2014_180y44, efc5, ecaade2014_168c41, bff4, 88bb, c116, 709e, 92f0, ecaade2014_141f32, af8f, caadria2015_084b13, 16ac, 1d07, d50c, 9a77, 0cc4, a504, a039, a509, 97b7, 921d, 68d6, 232a, df2d, edb2, ijac201614308s5, 41e6, 1621, ecaade2015_196x41, caadria2017_003f2, 5219, 774c, 4045, 3333, ac72, caadria2017_096d27, 1e21, caadria2016_023o2, 0035, 0164, ecaade2015_64s13, ecaade2014_149f35, 5dd7, 300e, 0787, b261, 0530, c130, b10a, c2e6, 6776, 6cf1, ecaade2014_173c43, b5c6, 48ce, ecaade2016_167t47, ecaade2014_086x20, f7d7, d7d5, b191, 8286, 9e29, ce18, ecaade2016_230s61, d67f, 710c, d518, acadia14_281aa, be8c, 063e, caadria2015_016p3, 3d82, acadia15_110d4, 595f, 9cbb, 19a6, sigradi2016_364ll, 563a, ecaade2015_235p53, efec, ecaade2015_195h41, b400, 9169, sigradi2013_343g, 9bac, ecaade2016_158e43, 088f, a532, 08f1, ff64, caadria2015_067m8, 3751, 1439, ecaade2014_225e58, a1c8, 684d, f686, acadia14projects_33an, b5db, caadria2017_027r9, sigradi2014_307o5, 7014, 6d9c, 5c3b, 1dd4, 7a38, 617c, c03c, 9551, bcc9, 863f, 05df, 66d0, 70ff, 90e1, 812a, 3524, 4990, df49, ce54, 7611, c541, 6ebe, 22ad, dfc5, ijac201614403m2, 91b8, 36a8, acadia15_81y2, 1a37, a91d, 1d9c, 41ba, 3f55, ijac201614201h6, 154f, edd7, 555c, ecaade2016_158k43, 592d, caadria2016_291n12, 1e9d, ca80, 609c, e903, fe1b, caadria2015_108u16, ascaad2016_035s13, b76e, 065e, fe62, ecaade2016_162e45, 05dd, 349b, 7e5f, 2f17, ecaade2015_22m4, 6cbc, 5cf9, 387e, acadia14projects_463s, e033, 69d2, 11f9, 5cbc, aec4, cb17, 5761, acadia15_263x10, sigradi2015_10.377t22, fe4f, 680f, a221, 0ff4, 59c5, acadia15_483x20, 3e44, 6a59, 7eca, 3941, 6bff, 5427, ecaade2014_050d12, e9e5, b8f1, f611, 95da, 5beb, d49a, ascaad2016_022l9, ca59, 8576, sigradi2013_387t, acadia14projects_87ae, 2249, e2f0, ascaad2016_034i13, f82c, 638e, d498, 4ca8, 5bc3, e38d, 0ba9, 607e, de34, d761, 58d6, 028e, 424a, 7e9f, 126a, 08a1, fb90, 1d30, 9e97, 529a, 5afa, d4c4, 16bc, adc3, c906, sigradi2014_041g3, 52cf, d4ff, acadia14_531m, ijac201412303h9, caadria2016_343k15, sigradi2016_655h, 2cfb, caadria2017_081o24, 77a3, sigradi2015_10.317p22, 8f0b, sigradi2013_208l, de27, 55b5, f7cd, 30b7, acadia16_488u28, 9fcd, b3c8, 1151, 90b2, 78e1, ijac201614405t3, e724, 6d29, sigradi2015_3.11g2, ijac201614306v3, acadia15_185l7, 2495, fe79, ad86, 9399, caadria2017_009p4, f44e, 2da1, e7d1, b922, 3896, f31c, d4e5, 84d6, 4baf, 8743, caadria2016_497y20, 3505, 4ae6, ba5d, 63d6, caadria2016_405n17, ecaade2016_222g57, 5ae0, bac9, 23b3, 2c17, 6001, e040, caadria2017_175g43, d79d, 66f3, ca83, 8302, 6d61, df93, a8fd, 5f27, c270, 217b, ijac201412304j1, a61a, 99b1, bab1, 8185, 717d, 7d01, 0bb9, 1c36, e788, 710f, b37c, fee7, 78e9, 1c0e, bcad, ecaade2016_190s50, 26fa, ecaade2016_113c31, feb2, 15f7, 737a, e2cc, fe5a, 3302, 1261, 6fe1, 5542, e397, 64af, acadia14_117c, bca8, 5665, dee5, da3a, fba6, e666, b248, 0a4c, 9f52, caadria2016_611l26, caadria2016_353s15, bb44, sigradi2014_282r3, 2054, 3db5, 821b, a45c, 02d8, caadria2016_611u25, bcc8, 5503, 14ea, 1beb, f28f, 3c67, ad5d, 70a1, de75, 8be1, sigradi2013_275c, 546e, a652, d990, 8c4c, 04b0, 2ec9, 9de6, c554, sigradi2015_8.27n10, cf1d, 578e, sigradi2014_128e1, 7c7b, 2ff1, 12eb, 836f, 0465, 8aba, 64c1, 3470, d291, sigradi2013_303i, 1f5d, ecaade2016_238o63, ecaade2015_136r26, 14c4, 3d8d, f942, 4828, b7f1, eba6, 9b10, 3cd5, 2523, 4555, bd5d, ascaad2014_003z1, 5a9e, 84c3, ed1b, 4b87, 2ebb, d3ff, bcfc, 3242, 2d5e, ad96, 1f1a, 25e3, d633, sigradi2013_202, de7b, ecaade2016_222w57, ecaade2015_18e3, a9e3, 2ef1, 678f, 548e, 1ac4, 23e2, 9d11, a08b, 63a2, d302, 7aed, b59f, 6448, 845f, 9ff6, efd2, efc0, sigradi2016_484uu, 7bf6, caadria2017_142d37, 9694, 5293, 1700, 01ea, ee1e, 9676, 0f9c, 647a, b11f, fc8e, acadia16_308v18, 47bc, fc30, af02, 4d28, ba93, f7c9, 4be2, 48a7, caadria2017_142g37, 0917, 8d42, e284, fac4, c996, bcb2, c9e5, 0dd1, 70cf, 7f84, d6d6, 69df, sigradi2013_226u, caadria2016_003h1, aa10, cdcc, 9086, acadia16_254c16, acadia14_101v, 835e, 8c92, 41c3, caadria2016_777d33, d295, 9b3b, 09d6, 485c, 9fbe, e72c, 4858, 6736, 0797, c673, b509, ecaade2016_018h5, 318d, ecaade2014_071a17, aa6e, ecaade2015_92x18, acadia14projects_627az, 14e4, 63c0, sigradi2014_347o10, cf14, 5603, sigradi2013_195v, acadia16_34i3, sigradi2014_345h8, 0a79, ecaade2015_35n6, ecaade2014_052e13, e6df, e3e6, be5e, 2e45, acadia15_297f12, 9e48, b77b, 709f, a6c4, a8a7, b33f, 52c9, 94ed, 55ff, sigradi2015_9.152z16, df38, ecaade2015_87t17, f10a, 8605, 1f0f, 1737, 36cb, 2f03, sigradi2015_11.8i23, f8be, 9030, 6cc9, d9f6, fd75, 4c05, 75b7, ecaade2014_038n9, 6e51, sigradi2016_590j, c3e4, 24a6, 6529, 2d69, 4a3c, 14a2, 9b95, ecaade2014_055u13, a689, 4e2f, 4232, sigradi2016_625hh, 1976, ijac201513206g9, bbb0, 2c7a, b386, db8c, a4f0, ijac201412406i9, e6ee, 618a, fc1c, b42a, cf1a, e245, ecaade2014_146r33, 26e2, 7ac6, 2dc1, sigradi2015_2.213w1, f820, c102, eb81, a7ba, ad19, e638, cfd2, 28fb, 2e1d, 5552, cd40, a57a, 8758, 3b0f, 0e21, a9fd, c0aa, c01f, fc5f, 93fd, 55e9, ecaade2015_284i61, 2aeb, 8918, 62c8, d0a7, ea32, 7b84, a53a, df98, e783, edd3, 90e4, 3619, 4a39, ecaade2014_018l4, 5967, ecaade2015_136s26, bfc5, decf, d39a, b867, f0c1, sigradi2013_387e, 2153, c347, ac31, 5094, 5a11, ecaade2016_102w27, de72, 9546, ecaade2016_057r14, 7497, f372, 60b6, 8d64, 46ca, d5fe, acadia14_619az, eb9c, 2c07, 6ca8, d4be, d42b, acadia16_432u25, 6b1e, 79b0, ecaade2015_21i4, 63b1, 2d1b, e39a, 1da0, 5803, 2b81, cfcc, 8b5c, ca85, 3d6e, 136d, caadria2015_054n6, 38aa, 5546, 059c, ed01, 5161, 7e7e, 3084, 08fe, 1790, 181e, 3e53, 1c41, 34f7, 6189, 3a6a, 08a9, ecaade2015_170n35, caadria2017_118m31, ce7b, 0315, 6dc6, a0f3, 7055, 4134, sigradi2016_369a, e6d8, 713f, acadia15_195x7, ecaade2014_138y30, 81fd, 31a9, ad4f, 5f6d, ce23, 46d0, c0b5, b79c, 7590, ecaade2014_072m18, 08bc, 70c4, d63d, efb8, bb7d, 49bb, af09, c61a, b4bc, 9585, dc16, 5f24, 8b58, 7a47, acadia16_382w23, 5d27, 67c4, c552, 07b0, 0f74, 3d45, 0f9f, caadria2015_109c17, dfe4, ascaad2016_039o15, caadria2015_208t30, ed32, d5de, 4881, eaee, 32a9, 3773, c648, c7fa, ecaade2014_053n13, ecaade2014_024u7, 8f77, sigradi2013_167, 6967, 79c4, acadia14projects_177y, 37bd, 3402, 9970, 0980, sigradi2015_4.219y6, 8d66, b637, sigradi2015_8.289g15, dabf, f250, 9734, ijac201614302b2, b6bf, 39de, 4795, 2f4d, 3c16, caadria2016_517d22, 0a91, caadria2016_457j19, 2f25, e500, sigradi2014_293z4, e8fa, 13ab, 512a, 9f13, ac5e, 3217, a7ee, d53e, 89ec, 8844, bdda, 62a4, b09c, 3170, 5155, 8832, sigradi2016_732m, 18d0, 1548, b2d9, ecaade2014_173j43, acadia16_440f26, 55c8, 070e, 51fc, 60cc, 16f4, acadia14projects_357at, caadria2017_048e16, sigradi2014_015d1, af85, ijac201513203r7, c51c, 75eb, e8dc, e515, 5a16, f6a5, caadria2015_081s11, 4db2, acadia14_463ax, e78a, 7579, 6ee0, 4ea7, 6300, ff20, 94f8, 54ea, 582c, 1355, 2820, sigradi2016_448hh, 9711, 939e, 54e1, bf7b, a8b0, 2004, acadia14_117e, acadia15_123p4, 5e7e, 6464, 635c, d674, c68b, 38e4, 7d9d, c7de, 8f5f, 46ee, 54da, 1366, 1f55, 3fba, ecaade2015_297b65, 52d3, caadria2015_218x33, e29e, 0aad, ijac201412301r5, 8f16, b3dd, aabf, ecaade2014_052l12, ecaade2014_112b26, 1d49, 989e, 88a1, ijac201614308j5, 7b73, ecaade2014_111z24, c8b4, 9e15, c5c5, 15e1, ascaad2014_005j3, 7062, 6650, 5b91, f32e, a7fe, ascaad2014_022d4, 9bed, 5dde, 4293, 2729, a294, 4d57, acadia15_223e9, 9a56, 3dd8, 611e, ede5, e154, 848d, sigradi2016_686rr, b9db, ecaade2016_048y13, b18b, a18d, 1f40, ijac201513203n7, ecaade2014_049x11, 19ec, 86dd, caadria2015_043f5, d06b, e062, 2911, 38a6, 5083, ee1d, f110, 2be9, 6c49, f7b2, 2fc6, e4d2, 2f7a, 0050, ff99, e843, 378d, 19c4, a315, a025, 70ad, 06b2, cb70, acadia14_23w, ascaad2014_029h8, c352, 38e1, 32eb, 043e, 2b42, 5def, a5b6, 144c, 0fdf, 8c94, 8734, 838e, 40d9, 42c5, e093, 720d, 37b8, 6a44, caadria2015_090d15, 8144, d423, 764b, acadia15_395c17, fa3f, d811, e4a6, 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