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 acadia08_346
authors Von Buelow, Peter
year 2008
title Breeding Topology: Special Considerations For Generative Topology Exploration Using Evolutionary Computation
source Silicon + Skin: Biological Processes and Computation, [Proceedings of the 28th Annual Conference of the Association for Computer Aided Design in Architecture (ACADIA) / ISBN 978-0-9789463-4-0] Minneapolis 16-19 October 2008, 346-353
summary Topology optimization of engineering structures has long been a topic of research scrutiny. Many methods have been successfully developed for the determination of continuum structures. Some of these techniques, for example the homogenous method, have also been adapted for use with discrete structural frames or trusses. Most commonly the topology optimization of truss structures is carried out with the aid of a ground structure, a simple raster that describes potential joint locations. Although this simplifies the computation, it greatly limits the range of potential solutions that fit the gridded raster. Additionally, when using Evolutionary Computation (EC) methods, the level of computational intensity increases exponentially with the size of the ground structure making anything above a very modest level of complexity impractical to process. This paper demonstrates several practical techniques that can be used with EC, and more specifically Genetic Algorithms, when applied to topology exploration of discrete structures. First a method of chromosome coding that avoids the use of ground structures is shown. Then specific genetic recombination techniques are illustrated that are well suited for breeding different topologies. The combined techniques are demonstrated in a topology design problem. The paper concludes with a discussion of advantages of EC over traditional optimization methods in the area of overall form design.
keywords Algorithm; Evolution; Generative; Genetic; Topology
series ACADIA
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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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15a8, caadria2016_197n9, f2cc, ecaade2016_mrtn66, ce7a, 4484, 3419, acadia14_565ae, ba21, ecaade2015_200m43, 7b1c, 523b, f2a1, 8bb7, 21ed, ecaade2016_065b16, fb8a, b5ae, 8c67, 7178, sigradi2016_360q, a845, ee65, 40f0, aef8, sigradi2014_345i9, f77e, c2cf, sigradi2015_11.392z26, b5cf, cf23, 5e61, f776, 4468, 4356, 384b, 27a7, 769c, 8907, caadria2016_539h23, 5a4a, 6812, 2051, acadia15_232t9, 2240, 7f13, 8511, 512f, sigradi2014_151d3, cb2f, fe73, sigradi2015_11.196g26, 02c0, 1c54, sigradi2014_152r3, caadria2017_047w14, 0e48, 36ef, 0f28, acadia14projects_167t, cb37, 59a5, f5ff, a84f, a07e, 05ad, 5298, 0653, 4f9d, 0353, 4f15, f85d, ef2d, b015, 0596, fda2, bf6f, fad0, 13a4, 262d, 6787, c6d8, 4c27, 31a5, efb6, e8e2, d90e, 3420, 45bd, caadria2016_383t16, 4d8f, 904e, 180c, 6f83, 156d, 1175, f29e, 0746, d767, 8f88, 8796, 0c68, fe41, efe2, acadia16_344r20, 7cfa, 73c1, 9e89, 097d, 369d, caadria2016_105f5, da90, 487a, 2a1e, a903, b4f8, 337c, f754, 8128, sigradi2015_10.140r19, sigradi2013_390s, caadria2016_631k27, a4da, 1bea, 6f53, 8227, 0102, caadria2017_074l23, 6664, f806, db48, 162d, sigradi2014_299d5, 4ee9, fd99, baae, sigradi2016_470w, 4011, cd73, 3cb4, edff, caadria2015_188w27, sigradi2016_440ee, caadria2017_051t16, 5d6a, 9491, e3df, 0d96, 42e8, sigradi2014_136c2, caadria2017_115h30, 7fab, 9d98, daba, c886, dead, 6db1, 5c92, 197e, 3f6b, fa6e, 350b, d7ab, sigradi2013_358, 2b5f, ecaade2016_130h36, 14ed, c501, 74f2, c5bf, 5fd5, d401, bedc, 612b, f94a, 0abd, 71cd, b9b4, 2f54, acadia15_483o21, 392a, bdc9, 08d0, b8f4, 73e6, ijac201412401m3, 6e61, 56a0, 48da, ijac201614206u10, a25a, 689e, 632c, 2e55, ecaade2014_019h5, 360a, 8c29, 4958, c915, 38cc, ijac201412407z9, 2af1, e40a, 7b8f, 7f08, ijac201614201b7, 8e3b, 0e6e, ascaad2014_022p4, bc62, bd9f, ecaade2015_248v56, e588, e6ee, caadria2017_043d14, 5dd8, 2ea2, a6eb, 31cd, 17f8, 9977, 9bee, fe66, 3b3a, ascaad2014_007y3, 772d, e23a, 8520, 7714, ecaade2014_014z2, 7012, 1066, e87a, 68e5, aa89, a7dc, 1781, 319a, d9d1, 0f93, 9f51, 08ca, caadria2015_078m11, d6f7, bb68, f109, ecaade2015_130c26, 666e, dab6, 679d, e723, d32c, 18ff, caadria2016_177f8, 6e93, 16e9, 34f1, 7dcf, e359, ecaade2015_110h21, acadia14_47h, a2b7, 3e84, ad2b, 55b6, 5784, bf03, c75d, 44ee, c3e9, de2d, fc77, 5c73, 6f61, 141a, acadia15_185d7, 85c7, 9aba, 4ce4, 3120, sigradi2015_12.297n28, b0fd, 9e6c, caadria2016_829d35, caadria2016_787j33, 09b8, 2208, 984f, f96c, cf5c, 2ce4, ecaade2015_317y68, 3a6c, 5202, 1639, 2c37, 43f5, 4069, 984c, 0998, ecaade2016_007d2, 5c44, 4ef1, acadia14projects_671n, caadria2016_415v17, 1968, a892, 1b1b, 3658, dc9f, 1d8c, ijac201614201v6, e41b, 5b64, 1ce2, sigradi2016_814n, c940, dc0a, e522, ecaade2013r_006t4, sigradi2013_183u, 2bbc, 3902, f014, b94f, 3caf, 1e4a, acadia14projects_267o, ca35, 131f, 89ee, b1bc, 8039, sigradi2013_390t, sigradi2016_792m, ecaade2015_129h25, e2a4, 4111, 86a8, 31de, f490, 3454, 4d0e, e8ae, ba65, e81e, 9a28, 193a, caadria2015_105h16, 230e, ecaade2016_095y25, acadia16_344j20, a3ae, 01cf, c2fc, 5fef, ecaade2014_224c58, 4cf5, ijac201614105z4, sigradi2015_8.81z11, 8a0d, 700f, 1f49, e08a, fd1d, 8131, c7c1, 7ae4, 0fd2, 8a68, d387, 9510, dbe1, 185e, f213, 918b, 8d01, dfd2, 672c, 7301, 745b, ecaade2015_314k68, 663f, ecaade2013r_012o7, sigradi2016_546g, 30a6, ebb3, 5b4a, ecaade2015_138v27, c541, sigradi2015_8.264v14, 1d52, c46b, 6ffb, sigradi2015_10.144x19, 6c18, c6f4, c472, 5997, ba6a, 85b0, a1d3, 5bab, 387a, 1478, 4491, d16f, 8f31, 4ded, 8d33, 86c7, ecaade2015_79k15, sigradi2015_10.377u22, d706, a372, ijac201614204p9, 5382, 4567, 14b1, 4f66, b69f, 3ed6, ijac201412304u9, a8f7, ecaade2014_147w33, fcc2, 4b7e, ijac201614302n1, b9ca, ecaade2016_164l46, ca39, ecaade2015_265t58, 025f, 2a0d, c202, ascaad2014_037p2, ce26, 1002, f4a6, 910f, 9739, 7489, f50b, c025, 550e, aa54, ebc5, ca34, 0581, 8f48, 2a85, 4396, 7c74, 39ec, 99df, ecaade2015_221v48, f321, caadria2017_129v34, ijac201513305e12, 89d9, 5c8e, acadia14_681ak, ecaade2014_012n2, 704e, caadria2016_301v13, 078a, 11f5, d7a4, 7e0c, 1a1d, acadia15_123j4, 57fd, 2377, 5a3d, 8da5, a658, sigradi2014_137k2, 7c15, f95c, d429, ecaade2016_025l7, 0c05, 6198, 08e5, aa96, 214f, ijac201614408i5, 7014, 2a30, 0e4a, b862, e2b8, ecaade2016_017o4, 36a4, 2dab, 032b, b0f3, caadria2017_056d19, 9cf3, acadia14_619at, a576, 9be0, b325, sigradi2015_10.309z21, 8334, ceb9, 17c3, 1905, a4d0, 3557, 509b, 2ea6, ebb2, 02ab, 927d, 5f90, b0f2, 72a4, 2eb2, 222e, d3b6, ecaade2016_225x60, a571, 5b7e, b63b, 8f6a, e199, 8cac, 2baf, 9254, caadria2015_170z25, 657b, 1990, 4949, c2d8, 5a29, 6e4b, caadria2015_015c3, 414a, f094, acadia14_101w, 2393, be5f, ecfe, 589d, c06c, 4170, ecac, 4000, c42c, 8849, 0f25, 943d, cd71, 47d8, c9ab, ijac201614202y7, ecaade2016_203k53, 41d1, 9140, acadia16_344s20, ecaade2015_207f46, 7c82, b799, cf29, 2049, ecaade2014_186d48, 9553, 8e57, 8dc6, ea2a, a083, 0862, 84d0, ecaade2016_089e25, acadia16_140o10, 2a06, 22f7, 02fd, e18b, 5030, ecaade2016_198t52, 4aa4, 7d90, 0dcb, 797b, 4a09, caadria2017_051m17, 0d3a, ascaad2016_022y8, sigradi2016_625ll, ijac201412205s3, a41a, ecaade2014_018s4, 2014, b03b, d1f8, 3550, 8727, 3733, 1edd, ascaad2016_038a15, 96c6, 979a, c456, 18c1, 95f1, 2d23, 0516, ed66, 0652, f746, 9d58, caadria2016_477y19, 5110, a7f3, 12fb, ecaade2013r_019k10, 8835, c342, ecaade2014_086l20, caadria2016_187u8, d461, 0a12, fc94, 96f8, ecaade2015_127s24, 0e0a, c4cd, 1158, 97f9, 6745, ecaade2016_128j35, acadia14_531s, acadia15_57v1, 9223, c883, 38aa, ed02, deb7, 8237, 2641, 8d97, 10ab, f327, 6ff7, d517, 9100, 951c, 996b, b53b, c3c2, 07fd, caadria2016_529p22, caadria2015_130c22, 7c60, bb31, 0041, caadria2016_539g23, 4ef2, 27e4, 57e0, c930, f192, 7420, caadria2017_067l21, 1be8, 42d9, 9855, ecaade2014_011b2, acadia15_123l4, acadia14projects_681at, b613, 76e2, 9838, 7302, 3051, 8448, aac2, acadia14_473al, c9b2, 438d, ecaade2016_208s53, 937a, 6a23, b31a, 3c14, 6221, a037, ecaade2013r_003b3, dd17, caadria2015_061f7, e1b3, d98d, 3add, 0137, f45d, ijac201513104i3, 8e5c, bbb7, ca7d, cca8, 3d07, caadria2016_851g36, 7633, 31d6, d8e9, ecaade2015_251o57, c47c, 0a18, acadia14_237aw, caadria2015_126c21, ac44, 5c9b, ijac201412305w1, ca1c, acadia14_435af, 1ab6, 7660, 26fa, ascaad2014_005b3, 471c, 3b2e, e163, ijac201614407j4, f3e6, 73c0, acadia16_184k12, 583b, 079c, 91b1, sigradi2016_625b, ecaade2016_225l60, c77f, d4a1, 1ed2, ecaade2015_116f23, cfab, ijac201614208d13, 4b46, 44fd, d7bc, 9260, acadia14projects_339ab, sigradi2014_157b4, acadia14_435aw, f9c5, 279f, 4192, 54fb, 7f55, 6a50, ecaade2015_87a18, ecaade2014_024m7, b8f3, 3bfc, b919, 9252, f6f3, d9ec, cfd1, 6cd8, cf20, ec52, 33b2, 27cf, d7c2, f7ab, b2d5, eafc, 517d, 936a, e7a1, 26c9, sigradi2015_sp_4.388a30, 43a4, 778d, f309, b5ad, 119d, 9147, 2c3c, sigradi2016_450a, d19d, 368c, 292d, 56e8, acadia14projects_473ah, 37d5, 6652, caadria2015_172g26, 8e9a, c18a, f15b, cdf6, 6c2c, ea86, 9c25, d8e6, 3f70, 6de0, ijac201614201u6, 5948, 5a10, ecaade2015_193d40, 467e, 1386, 1f5b, 78d9, 6c17, 5244, de08, acadia14projects_579a, 258a, 7829, 422d, 2948, 074e, 2aac, acadia15_323t12, acadia16_106o8, e155, ecaade2015_118z23, ecaade2015_21l3, ed9d, e1f2, 8d5b, 5edf, 80b2, 4e55, 714e, 579c, 9a64, ascaad2014_022i4, 05d0, 0fd9, feaa, ecaade2015_35o6, 650e, 7bc2, 9782, f0bb, 970a, 8594, ecaade2015_196v42, f785, c831, d636, b46a, 1fe2, ecaade2016_132k37, 521a, sigradi2015_12.107f27, 8869, ecaade2016_110i30, b867, ecaade2015_207g46, b41d, 4448, 7596, ecaade2014_206n53, 96b8, acadia16_402u24, ff02, c509, 0933, ccd9, ecaade2014_202n52, ecaade2013r_001d1, b9e4, f4a0, 8fbe, c0aa, 403f, 1681, a792, 4074, ascaad2014_018z1, 9d0f, 296a, caadria2017_070l22, d4d3, ecaade2014_010i1, b9d5, bea1, acadia14projects_531u, fe8d, 8a22, 9d78, 9b46, 2232, 2e22, 8e38, a877, sigradi2016_659w, ecaade2014_187g48, a8b1, ascaad2016_028d11, 2ec1, ecaade2015_268c59, acadia16_308p18, 49b4, ecaade2013r_018t9, 8544, ecaade2016_140z39, caadria2016_713t30, f1a6, 69d9, 6aae, eba4, 529e, e730, 7fb2, 4081, d2c8, 2c6b, caadria2017_124g33, acadia15_443b19, acadia14projects_487h, 627b, 7ac1, ijac201412301y6, 314f, acadia14_247g, 30e0, 176a, 981c, 17be, 4876, 4370, 14af, acadia15_323x12, 5a89, af3c, b176, 59a0, 2453, ecaade2016_015u3, 2343, 26e1, sigradi2016_815ee, 5e12, 1421, e4e6, b47d, 67f7, 3ab1, 641e, acadia15_243y9, 9967, 7daa, 6beb, ab3b, 6066, 4ba8, d01d, b8ed, dd3b, 968f, sigradi2014_063u5, 2489, caadria2017_145w37, sigradi2014_151k3, f270, bfc6, cdd6, 5ebc, 459f, ed7a, efb5, be29, 728b, 0b76, 4bf4, 956e, f2cd, d374, 7c99, 5d22, 4109, 0b53, 0842, 081d, 66fb, 8977, 9c00, 33eb, c368, ijac201614102c3, ijac201614208y13, 2122, sigradi2014_137i2, ijac201614208a14, 732c, 46b2, 2175, acadia14_479d, 7ecd, 80bf, caadria2016_797n33, 266d, 81b3, 5a0e, f9a6, 6c5b, ecaade2015_100x19, 8ec6, 50d0, e5ee, caadria2017_189h45, a4a9, 42bd, ijac201614305i3, d969, sigradi2013_429l, bb5f, 638d, 5be1, 6f3b, 9b04, 8ad4, f80e, 586c, e72d, ef77, ff11, 4b0d, 3f1d, 4bb1, ae77, sigradi2014_213r7, efa5, b4fc, 8f16, 9ad8, ecaade2016_bkot65, 9ddc, 1521, e10c, 076d, sigradi2016_625kk, cb15, 6c8f, 29d1, fe86, 25b1, 51c3, ecaade2014_149l34, 9c56, acadia16_352b22, 7602, ecaade2016_216e55, d771, ecaade2015_196j42, 605c, ecaade2016_123z33, d8c2, 5aa6, a404, 414f, 4293, 5964, acadia14projects_333ax, ijac201513203r7, cea7, 89a5, be12, a51e, 6090, ecaade2015_155t32, c127, c5a9, 50e5, 9d1f, 8aa7, 3763, sigradi2015_6.387f9, sigradi2016_484b, 7fc8, ijac201614303s2, ijac201412204i3, sigradi2013_243b, ascaad2014_022s4, e739, c8f3, caadria2016_477f20, 6c9f, 6ba6, 2667, ce7d, 89cc, bb4f, 8e86, e0d7, 1081, 85a7, 7efe, 2fc0, 85ed, b170, cc24, 8443, ecaade2014_168b42, f1cd, 5185, acadia14_601ac, 1f51, 6fe1, da77, 5a0a, 2ea8, acadia14projects_291aw, c4d5, 80df, 277b, d316, d4f0, ea61, 8c75, f85c, sigradi2014_108b9, caadria2016_703f30, b1ff, 40f1, 57db, ecaade2016_067y16, 6968, sigradi2016_383ii, 11fb, ecaade2015_297y64, fbb1, 1824, acadia15_47l1, 4434, 6270, 489f, acadia14_357b, 72b2, 694f, fe55, 2299, f2c7, 6ff0, c38f, ca5a, 1b30, 9d65, 79dc, caa8, 2e2c, ascaad2016_030g12, ae22, d050, 0ce1, 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sigradi2015_sp_2.112f29, acadia14projects_627h, sigradi2016_534uu, 0c55, 883d, 91e5, 72e8, b4b1, bcd9, ecaade2015_138c28, 4800, 5aba, sigradi2014_307p5, c844, a737, df59, 153f, 631f, 2584, 64a4, cdbb, 7de3, 8274, dd1b, 4076, cad4, fbb5, acadia14projects_339ag, 8d13, 1f1b, eeea, sigradi2013_135, 3bb9, 81a6, a1e4, 3153, 90d7, f3df, dc9a, 5e7f, 923c, 9259, f584, 8194, sigradi2015_sp_10.311k31, 2623, ecaade2016_079v23, aada, f3a9, acadia14projects_479f, a4fd, 2f9b, eb14, ecaade2014_044c11, d49f, ijac201513306c13, 9002, caadria2016_415a18, sigradi2013_391j, 5bc3, 8550, 6e0b, bba8, eef9, acadia16_488w28, sigradi2016_430p, 3c5a, acadia14projects_445ad, 0de1, 74d9, fbe2, caadria2015_119c19, f473, bbd4, d30c, 2099, 122e, 765d, cbec, 1205, 7237, f808, b85e, 6c8d, e2f3, c5d6, 7890, ad00, 0093, a459, acadia14_23w, 949e, bece, sigradi2013_343j, 243f, aafb, 0d6d, 7d97, ecaade2016_046s12, c189, 9763, 2aec, b84e, 8f4f, 8732, d3c8, b6f5, sigradi2014_197v6, f2c1, 9a6f, 526e, e012, 2b74, 28a2, sigradi2015_9.141e16, 1b3a, ecaade2015_73c14, 5f70, c69f, 9b21, 373a, ascaad2014_024u5, 1226, dcf2, 1c21, 99f3, 0622, 10c8, ecaade2016_040x10, 8eeb, 4724, 05a6, 351b, 782b, e58e, 5b8a, fbff, acadia16_470f27, ecaade2015_248t56, c8f1, ff5e, 79c2, 2935, ea6e, 1a7c, 5abf, sigradi2016_615aa, caadria2017_048x15, acadia14projects_445ae, 4b8e, bf47, 9db0, 5f8f, 8a56, c18d, 81b2, 671d, acadia15_211p8, c20c, ascaad2016_045k18, caadria2017_005e3, 7f1b, ecaade2014_233p60, ecaade2014_072f17, ab36, 8c3c, 46be, 3f04, ecaade2016_223u58, 026d, 2c8c, sigradi2016_385tt, 35dd, sigradi2016_375e, c022, e0eb, b132, 2812, d182, 75cd, caadria2017_056u18, b00b, 641c, acadia14_681au, bad9, 25a7, e6fe, 274c, 9403, b337, 93e3, 1e31, 70ad, acadia14_301h, 8cb2, ecaade2015_140f30, b46e, a6fe, 95d0, 8586, ascaad2014_029e8, 4328, d821, dcf0, 1ad4, 236c, 5e1c, bbe7, caadria2015_010t1, caadria2016_559y23, dd4c, 30cd, 5ee8, 23b5, afc0, 7713, e040, ecaade2015_21f4, 2ed1, 4f78, 9154, 98a8, 3055, 1e9a, 4e08, 0654, d9f2, c9b6, c15e, ijac201412408a2, 3457, 110c, 882c, efa0, ijac201614405g3, caadria2015_139d23, acadia16_206l13, 5937, e5e5, 33e1, f652, sigradi2015_9.347b18, 6984, f8f9, cf57, 8c63, 98e1, 07a1, 8745, ecaade2016_018i5, ecaade2015_129p25, 6ef3, a448, 8f07, ddd9, da5b, 9355, d8be, 0fbb, sigradi2014_345f9, 015d, ca9c, baa4, caadria2015_064o7, 4ad9, caadria2015_210j32, 851b, 4a77, cfe4, ecaade2014_018k4, 4daa, 7b87, ecaade2015_115a23, 2c7a, bfd4, 3bc4, 9d70, d716, ee58, f6ca, 7bcc, aa29, 2ff9, ee21, 46d3, 6f26, 8372, 368a, 26ac, 2346, cdbc, eb3b, sigradi2015_8.186f13, sigradi2016_448n, 04f8, ecaade2016_042t11, bb6e, ascaad2014_030x8, ecaade2014_089k21, sigradi2013_173, c47f, 3565, ijac201513102w1, sigradi2013_195a, 24ba, b503, 219c, 60d9, 7956, e0e9, 506a, 767f, 9de4, ecaade2016_085l24, f827, a166, 3ed0, b50d, 3a2f, 59fb, a1b7, 2f13, ascaad2016_025p10, ee09, 61e8, 4c0b, sigradi2016_592s, 3f12, cbd1, 63b3, af30, f697, 3f0e, 0b2f, be74, ecaade2016_213m54, ecaade2014_168b41, 96d4, 3b6d, a061, 057b, dcb2, 3812, 2ce1, 0268, 771a, ae8e, 6fa8, aad6, 28d0, 48a6, ff41, 9a35, ecaade2016_015v3, b0ad, 34b5, 5f5b, ef15, 7593, ijac201513201e6, 445e, 9a27, efc0, 6236, 108f, 8a88, 92d7, 49a6, fe23, b827, 01ef, dd0d, c1a9, f3fe, sigradi2015_10.377v22, bfb5, db9e, 0fb3, be02, 0f21, ijac201614104a4, a277, 6b2c, f4fc, caadria2016_851c36, ecaade2016_163j45, acadia14_389f, ascaad2014_014g8, 8837, 9499, e623, ecaade2014_108c24, 7e6e, ascaad2016_021e8, db0c, 7ec3, aaff, 2018, ecaade2016_118s31, 5628, sigradi2014_313d6, a3b3, 8250, d941, d263, acadia14_473at, ascaad2014_009d5, cdf4, d16b, 0e5d, 527f, 03f2, 6d05, 1ef6, 64ff, bf5d, b2d9, e294, 2da3, 54a1, 4268, 96ba, acadia14_473ag, 6e02, 469c, 8860, acadia15_69n2, bed8, 6409, 4108, 7463, ecaade2013r_002a2, 14c4, 12a5, c923, 5542, 4caf, d884, f750, 2192, e683, 9ff5, c577, 222c, 34f3, a5b8, 0fd4, 1003, 2998, f4ed, fe88, b43f, a727, 9180, f058, f26f, bf7f, cd89, 8059, 2df7, 93ad, ca0e, 8d75, c8fc, d979, b314, 9551, sigradi2015_8.27m10, 0b90, c56b, 4bf0, 9be3, 42f9, c55a, 2126, b509, cd43, f609, 9222, 603a, 0f4c, 03aa, 26a6, 8722, 339f, 112d, 7e24, 6bdd, ecaade2015_229y51, 3bd9, caadria2017_136s36, f092, 9ca1, 2670, 2889, 335c, aff9, 6305, 8f27, ijac201614308l5, sigradi2015_12.297e28, 64c4, ecaade2016_ws-dleadp68, 0b49, 7683, sigradi2016_517o, 5ab1, 2336, f6ad, 1a01, bd46, d49e, 4eca, 0ac4, bb75, 8001, ecaade2014_177t44, c7c3, 3f4e, 35aa, b2b6, ijac201412305i2, eb8c, a368, 17ac, ca76, sigradi2013_138o, 76a9, d3bc, caadria2016_415w17, 3ccd, ecaade2016_237g63, 1e5c, ab06, 0395, c79d, 0f0f, bd80, 77a6, 1d25, 65ee, ijac201412401y3, 16ba, b9e7, 7612, 6bd7, 4012, f9d8, 76b7, a976, ascaad2016_006i3, 4533, 6161, 831c, 0cf6, a09b, caadria2016_631c27, b17e, 9f84, 9a2d, b9b0, a420, 1bfc, d748, acadia16_88w6, ef43, caadria2017_189c45, 1bdf, 4473, 8eb1, ec05, caadria2017_118d31, sigradi2015_3.212k4, ecaade2015_53s9, d513, 227b, 6186, dba2, ce28, e81b, acadia14projects_627az, f7d8, 294c, cf82, sigradi2013_400t, bd81, 1887, 1137, cac9, acadia14projects_317ac, sigradi2014_330s7, b4e3, 94a2, ca4d, 5b94, 7c1d, 0470, 1891, 2e4d, 7c9a, sigradi2016_590f, c50e, 3206, f0d6, 8857, 6626, ijac201412301w5, f164, caadria2017_041a13, 0d75, e43f, 0866, 3bd4, f0a4, 910a, c9f5, 44af, ascaad2016_028b11, 521b, ecaade2016_071b19, 8521, 5692, fb94, a335, 0e27, 031c, 35d1, 10f0, 8173, sigradi2016_756c, 4a1e, 219a, b42e, ecaade2016_193t51, ijac201614101h1, d1df, 4836, 83dc, ecaade2015_246b56, 0431, 536a, 70f7, 15f0, 35b1, 0048, 7ba0, df0c, cbda, acadia14_167x, 8e27, 3d3a, ecaade2016_065e16, ecaade2016_094l25, dd24, 126f, f406, 57e6, ecaade2015_84z16, sigradi2013_234f, a488, 1da2, 8383, sigradi2016_534vv, e201, bd71, 7a3c, sigradi2015_11.142i25, ecaade2014_053o13, 2c06, b0cc, 5918, ee42, f6b0, adec, dd07, 2e79, caadria2016_601k25, 7641, ijac201412402k4, sigradi2015_10.309p21, cdb8, 5016, sigradi2013_138p, 1a5d, 65e1, cfec, acadia16_382f24, 8e77, d470, 9e36, 3ac6, ecaade2016_230a62, 24bf, ef09, b00c, b213, 0527, caadria2017_051r16, caadria2017_021c8, 17bc, f506, 1013, ecaade2014_186b48, caadria2017_094x25, f390, 04e3, 34cd, 1cf3, acadia16_224w14, 9f32, 298f, 6bd8, 4aa9, 09bb, c8de, 9265, f826, sigradi2015_8.339w15, e6db, a795, b1af, 8466, ae9c, d823, a647, b68e, 73ff, 4538, 662c, cf4f, 7cf8, 1ed0, 476a, 724a, 2711, 3847, 5f4f, 66a3, 4066, 76ef, 10d0, 8a62, ascaad2016_039i15, 8ad1, 4d23, ecaade2016_084g24, 7b7a, d2fc, 6619, ba00, a0ce, 2de8, e64d, 87d6, sigradi2015_10.377x22, c186, 2c30, 9c26, 3ef8, b912, ecaade2015_287j63, 9c8d, 6820, fb57, ecaade2014_133u29, ccfa, ecaade2013r_006y4, caadria2015_176r26, f8ba, 0759, 6afd, df49, 9ac0, da0c, 5e46, 0bfa, 6e5b, 0931, 3ec2, ea7d, acadia16_298n18, 2a04, 680a, 24b5, 016f, 6dca, 79dd, 9927, 6593, 0b3f, 424e, 1320, 40f6, f2f5, 9562, 3625, ascaad2014_017o9, ecaade2016_162z44, ecaade2015_199b43, cd37, e21e, 696e, ijac201513105k4, 272b, ecaade2015_181j39, acadia14_219aw, 8537, 26a0, 3c19, d281, a9e5, sigradi2016_732e, c705, acadia15_203k8, 8271, 8ba8, acadia16_214d14, ecaade2016_077u22, sigradi2016_490cc, 3c3b, 87b7, 72e5, c2b0, 0c66, 7d8f, 7619, b302, 0fd7, 9c3e, b0dd, 5510, 5b7b, 9d5a, 8f03, 94c9, ecaade2014_072h17, 99e5, 3168, 0bb2, f3e4, 53c6, 647f, a3bb, ecaade2016_042n11, 6699, 1dd9, 70eb, e39a, caadria2017_104x27, e5fe, 942f, e0a8, 8b46, c3c4, d115, 6101, fda7, 2237, 35ce, f077, acadia14_473ar, 858f, 5685, 9e3c, ceb4, c046, 82ae, a9af, eb59, 4e7c, 2e1a, f2c2, a4bb, ae49, sigradi2014_018m1, d2d7, c099, cb9f, ce1c, 0c29, 5f6a, 6265, 4a81, 4fb8, c062, 4405, ijac201412301x6, 69c1, 2672, 4f7e, 07ac, 8af5, acadia15_173r6, ijac201614202g8, 0d9a, sigradi2014_132w1, 16a0, 1ea3, a921, ecaade2016_147o40, d1fc, daac, 805c, 1a2d, ecaade2016_243d65, 844d, fe49, 4b2f, 962d, 47f9, 730a, 8b75, 249b, 181e, edbf, c1e1, 2fb7, 1f8d, bb80, 7bf3, sigradi2013_295e, 6a7b, ecaade2016_096s26, cb8f, 40fe, sigradi2016_488o, 1559, ascaad2016_010b5, 25c1, acadia16_362k22, af9f, b9af, 07c8, 2053, df5c, 0319, 00fa, caadria2017_110d29, 545c, d89f, 5f10, 8e54, 7e7e, 451e, e195, ecaade2016_098x26, 3bbb, ecaade2016_208u53, ascaad2016_038t14, 0c82, ecaade2016_163s45, 56eb, ecaade2016_002b1, 7245, 3403, e433, caadria2016_651y27, ecaade2014_038c10, d4f7, 2bc4, 58f1, acadia14_145s, ijac201614204u9, d845, 1d4e, ascaad2016_051d21, ec2a, 23f3, sigradi2013_222i, d794, caadria2015_185o27, acadia14_177p, 02d4, 2a7d, a834, 5f01, 5637, 1d28, ecaade2015_138d29, 4058, 4666, d302, 5465, 4bcc, 11fa, eabc, 7f57, 0ae7, 3b29, 39be, 4dba, db1d, 70ab, e42d, ecaade2015_217a48, 5fdd, acadia14projects_719j, f5f9, 8823, caadria2015_206c30, b8e7, 9737, 0066, d8cb, ecaade2014_217g55, 8dd3, 1516, b51d, d1aa, 818a, baa9, c2ea, 7f98, 538a, acadia14_619ak, 92a5, acadia14projects_247n, a67f, 11b5, 3f33, 56dc, ascaad2014_020v3, ca04, ce75, aebe, 40b8, 65f4, bf55, e33e, 63bb, dacd, 3335, 9d56, c7f1, 3a6d, 50ac, b26d, 9c60, f09c, sigradi2016_814o, 388c, 085f, 0009, 146e, 750d, acadia15_343t14, caadria2016_529m22, 86d7, 2bc8, ad89, 5b70, 27fe, 8501, 6ddd, ecaade2016_225r60, sigradi2014_345m8, 9443, 6b13, 53f1, acadia14projects_463i, 199f, ecaade2016_048a14, b037, 6af9, 5829, 73a0, bd2b, a257, e870, sigradi2016_558r, acadia14projects_671r, e843, 37bc, f986, 78b1, 943b, 75b4, b304, ecaade2016_110g30, 6df3, f2e8, be1e, 9318, 4d55, 56a7, af1d, d9d9, 9028, 78e9, 6675, caadria2017_042u13, acadia16_164v11, 16b1, 7a76, c909, ca5c, 8a3b, 00f2, 12af, aa6e, ascaad2014_004k2, caadria2015_060o6, b563, ecaade2015_280f61, 7ee3, 2569, 64c3, 93c2, f72c, 663c, 682e, 0327, 1b87, b9cd, e29c, sigradi2015_10.7d18, 18fb, 52a4, 67e5, 9703, c994, 2aed, acadia16_460x26, afa2, 14dd, 66bb, sigradi2015_9.152v16, c503, cd02, 0aa7, 3c2f, 1be3, 4c70, ecaade2015_284b62, d2e8, ijac201412408x2, caadria2017_134w35, sigradi2016_450ss, c5b8, acadia14_445af, 42fa, 67ae, c96d, abd1, e3a8, c637, 41fc, b6f2, 64c5, edfa, 3ac1, ecaade2014_071z16, ijac201614201y6, 130d, f836, ded6, da91, b209, 6aa0, a60a, ee9c, caadria2015_130y21, sigradi2013_183t, ecaade2016_018z4, f1e9, abb1, c4d8, 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ecaade2016_154n42, a9a0, 09da, caadria2017_096w26, ddf8, 6a22, 9786, 1c0f, 41a2, 90d5, 7cdf, b926, ef5d, 5130, ijac201412302h7, 1c59, d9d4, 556d, 2471, 9c0f, aeb4, sigradi2016_450uu, dbbe, sigradi2015_9.152n16, 5eab, d47b, ffa8, c947, be5b, acadia14_691az, 9e87, 943c, 09b3, 9082, c045, bf54, 912c, fc56, 0c40, 44c3, 267d, 6653, 0388, a8e7, sigradi2015_10.377s22, 0a6c, e073, 7d6a, 9ee2, ebc2, 5b67, cede, ecaade2015_158s33, b6e0, 5c96, 2103, 754c, 7680, 2e1d, 6543, 5cf2, 9ac4, cd22, 4416, c99f, caadria2016_229o10, 9fc3, 34a7, c90d, sigradi2015_3.155l3, sigradi2013_189m, sigradi2015_1.320f1, dcbb, b254, 48ba, ecaade2016_072t20, 9be5, 5a5a, 0a2c, 03c1, ee23, afae, 9710, 6610, 4828, c778, acadia14_671m, b515, f73a, a2b4, 668c, acadia14projects_435aj, d29d, 88ad, 0b6d, bc82, 4657, aaf8, 6deb, 3959, 310e, eeab, 0213, a087, 8814, ed7c, 717c, caadria2015_032v4, 273b, ecaade2015_336a73, 574a, ac57, acadia16_62o4, caadria2016_797l33, cf42, bd30, 512d, 45d5, 7432, ca83, e122, 0421, a853, 0981, b1bb, sigradi2014_281c3, 85ee, ascaad2016_008e4, 8a7f, dd26, 2f5d, bb6a, 3cb5, ab20, 9f54, 6681, fbcf, 9158, d68d, ecaade2015_217i48, a5dd, ecaade2016_223k58, 674c, cb0f, 6f1f, eb3d, 6acf, c26d, 6d6b, 8a4b, 8269, 3d45, 1653, c489, a513, 1e1f, ecaade2016_067o16, bdf8, 2f2f, acadia14_145y, ascaad2016_007n3, ee15, 2636, 07b1, sigradi2014_345t9, 02ec, dbe6, 2d44, b622, 7213, sigradi2014_263i1, e76b, 8a0c, 4f34, f261, 904f, 5d65, 9d16, db51, 09d9, 708d, c980, ecaade2016_098c27, 4896, 8509, 22d0, f7a4, c906, 332d, 4778, 7591, ecaade2015_193x39, 65d6, sigradi2014_178o5, c133, db5a, 6560, 18cb, 05f2, 07e1, 4fde, 3e2d, 0d34, 2f1f, 8405, 21ac, 402d, ecaade2015_215f47, 1bca, 5ec2, 3640, acadia15_57c2, 000b, 290d, b1f9, d942, acadia14_579ay, 1c92, f5c5, 64e0, 1b01, ed20, 7129, acadia16_196b13, bbce, 81ac, c946, d9fb, f15e, f4ca, acadia14projects_199ah, d878, f247, 129a, 8f83, 241e, 04e7, 5712, d4b9, 830c, deaa, 0bb3, a1f7, 08ff, a5b2, acadia16_106l8, 396e, c118, ecaade2014_144x32, 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ijac201614303i2, caadria2015_130l21, f545, ijac201412301y5, 6cd5, 0c38, 1673, 3888, 78ad, 1179, acadia16_432o25, a7e6, 8192, 728e, c13c, 269b, 9ccc, ec3b, ascaad2016_033c13, 0874, d2ca, e753, ecaade2014_137c30, 212f, ascaad2014_016e9, a19f, acadia14_247k, d9ce, acadia14projects_357au, 92a3, caadria2017_037d12, 4931, 7762, e27a, 2d02, 26d4, ijac201614305c3, 5d88, 6722, 972c, c2de, acadia14projects_339y, 2d4c, 13a5, 20c9, 3633, ijac201614303h2, 957d, cd3d, 0090, db19, 8f1b, caadria2015_162z24, 1692, 1a43, 0d29, ecaade2016_047i13, a0e3, 3278, 8200, d30d, 4043, c391, ascaad2014_012o6, 66ca, 7b4b, 8dad, fff5, ijac201412203a2, 3075, 2370, afb6, 91bb, fcee, 3ad4, cbb4, ecaade2016_230r62, 86bc, 65d5, 3f7b, 2820, f9ad, 29d7, acadia15_497j22, 0ea5, 94c0, sigradi2016_601uu, caadria2016_095u4, ecc3, 0cbf, 0d74, 3ca9, ecaade2016_068u17, f6d3, 6eeb, f3dd, caadria2016_013c2, 968a, 121f, 24b1, 7b8e, sigradi2016_814ww, 14d1, 946d, 23d2, 925a, 81b7, d543, ecaade2014_072f18, ijac201513203l7, cee5, dfb3, 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6021, 9f11, 64f2, 620c, ascaad2014_033h1, acadia14_357ax, fc43, e2d1, e0c5, acd4, 0886, 9df6, 3581, e9a9, f3da, 7e23, 7bdb, 9ec7, ecaade2016_123d34, 78da, 86ed, ef7b, a8db, 18b0, b44d, ijac201412402r4, f573, bebe, ecaade2016_242l64, 1cd5, 7135, d8f4, edf2, 2eba, ecaade2015_127a25, 6508, 815e, ecaade2016_223v58, b752, 56b6, c6cb, 99c5, ecaade2016_139h39, ecaade2014_024b7, 66e3, 9d99, ecaade2016_023t6, ijac201513302o10, a006, 25de, acadia14_463u, 6306, 9d4d, f62a, 6c01, 311a, sigradi2014_345b9, 24cb, 0944, ecaade2015_55e10, b513, 14f1, 6fbb, sigradi2014_330r7, 2918, 26c6, 46b3, ecaade2015_302n66, 3d68, 6faf, 9461, 4d90, ecaade2015_64c13, 811f, 52db, d5ee, bb42, sigradi2013_208, 11b7, 253f, ec55, 6591, acadia14_43ak, d3d5, 36f7, 3acb, 47cd, b5ed, ijac201412204n2, 3d57, ecaade2016_132z37, 9dd2, 5335, ecaade2016_238o63, f05b, a5f0, ijac201412402h4, acadia16_164z11, 18a7, ecaade2016_197a52, 8deb, bf3c, 1cd1, ecaade2015_227s50, 6bee, 4eb2, 17c6, 296e, cfe5, sigradi2013_285a, f719, 0eac, e4f2, 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9345, 4b63, 2c2c, c5c8, 1f97, e96b, sigradi2016_558p, f4b9, 056f, ff9c, 8b8b, ef08, e490, a17d, 5d82, f22a, ijac201412403v6, 2ca9, 87f8, eebf, 99cc, 3694, 9103, ascaad2016_045c18, 9c43, 7ec1, e9d2, 108b, 8998, f570, b48d, 534a, 37f0, 6b01, 453f, b960, caadria2016_517z21, 2fb9, 1362, d1a6, d3aa, f062, acadia14projects_267n, eee8, 954b, af83, caadria2017_124l33, f32d, 0035, c174, ecaade2014_052y12, b87f, b6d3, f7b8, 6c0e, sigradi2016_431z, 0805, cfc5, 5baa, 55b5, 6a7e, 504d, 5a6b, dd3e, a184, 25a5, 85dd, ac23, bdb6, caadria2016_013l2, 6f60, cb0e, 3bcc, b3dd, ecaade2015_175s37, ecc4, fe78, 110f, 2167, 255d, f9df, ecaade2014_138l30, d091, caadria2017_107p28, 8e59, acadia16_318o19, ad0a, f7f0, 86b0, ed76, caadria2016_033z2, 1f9b, 6a9b, e140, f5d7, d7d6, acadia14projects_435c, 1c28, ecaade2013r_001m1, 1cc4, ec42, 011c, acadia14_699u, 7751, acadia15_371h16, 2a43, acadia14_135n, b562, sigradi2014_201j7, 30cc, 842e, caadria2016_663m28, c893, 666f, 42e4, 83e1, d915, 7e7c, 96ed, sigradi2016_446g, 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ascaad2014_004r2, a77a, e921, d6c8, 7bd3, 0fba, 81af, 59e7, 2e0d, 0642, 66e0, 6b94, 53da, 1a00, 28f1, 680b, ijac201513104u3, f6d7, 5218, efd3, caadria2017_003c2, sigradi2013_183b, 9213, d70e, c694, 7ce9, 347f, 0be4, 361b, acadia14_339au, e9b5, c9dd, 6261, sigradi2015_10.140g19, acadia15_110e4, 3d5e, 619b, ec96, bcbe, 2321, 029a, 4d6d, 1737, ijac201412204z2, 1500, 175f, ef6a, 6be0, 2c9f, 9e78, d512, ecaade2016_017n4, 4136, sigradi2014_345e9, sigradi2016_399g, ijac201513304w11, 6de3, eee5, 4bc5, 3368, 4c36, fa99, ijac201614204c10, d8c1, 428d, 2116, 5274, a828, fdfc, e705, 98dd, ecaade2015_64i13, 70ec, 1c62, 901a, d12b, ecaade2016_071s18, f667, ascaad2016_028i11, 3bfa, 3e58, 5d53, e86d, caadria2017_030z10, 2c49, caadria2017_175k43, sigradi2016_484rr, ijac201412204d3, 05e4, 0656, d3c0, acadia15_343c15, 3b40, 864c, 2a84, 08fd, cb69, c84b, daed, ecaade2013r_002v1, 0e93, e983, 405a, dd39, 2c65, 93b8, a3b2, 3276, f171, ee25, 62f5, 6cc4, 5241, sigradi2016_484oo, e4cc, d179, caadria2015_208v31, 29ed, ijac201614405d4, f745, 1008, 91fc, cfcb, f7f3, b52d, 67b3, acadia14projects_63ae, c437, 3bb2, acadia15_497h22, bbcf, caadria2015_213r32, cdcf, acadia14_487f, e212, caadria2016_405o17, caadria2017_145c38, b0b6, 7807, caadria2016_003f1, ascaad2014_008p4, caadria2015_090c15, ecaade2015_92k18, 5b5a, ecaade2014_180o45, 7da6, ad31, 6a36, ecaade2015_158h33, acadia16_106y7, aeb1, 75c4, 8e62, a8a9, 70bd, caadria2017_043w13, 829c, 4337, 4ea5, 3c5b, 584f, be53, a8c7, 6fe7, 1cd3, 1c88, 6434, 2188, 251a, 997b, 9205, d49d, ascaad2014_001k1, af2d, eb61, d0f5, d8ed, 892d, 125b, af35, 2202, c157, 1477, 8025, ed60, d33c, eb78, 0dcc, fdc8, 8647, 875f, 8f42, 55b2, e125, efce, 0859, ecaade2016_120k33, 07d5, sigradi2016_817f, 076b, f0f2, 256d, 3ec7, 35f5, c11a, b19b, bae9, d51f, 0db6, 13ab, 0211, 08b2, 65c2, sigradi2015_8.47m11, ecaade2016_127y34, 5f79, ijac201614202c8, d863, eb67, acadia16_88l6, a1e5, fd38, 8804, 5f25, 672b, 1782, 2292, a517, 7e4f, caadria2015_010u1, 6847, fe94, ascaad2014_035n1, 7db6, 1701, caadria2015_188e28, caadria2015_126v20, sigradi2016_483jj, 0937, e680, 6501, b46f, acc1, 8c55, 5d4c, f8dc, 0016, 74c8, ecaade2016_197b52, ijac201614307r4, f27c, ee29, a9df, f812, 185f, e47e, c4c9, acadia14projects_147ao, fe97, ecaade2016_198r52, 30c4, ijac201513305t12, ff98, 1900, 6ea9, c08f, sigradi2016_537qq, 816d, 6a3b, ecaade2015_64r13, 1d95, 836f, 436d, ef8a, b10e, acadia14projects_229f, 8ff2, acadia15_57f2, 02e9, sigradi2015_11.34x23, 5f22, acadia14projects_115al, 048d, 719a, d567, 6a55, ecaade2016_221x56, b282, 4fbf, sigradi2014_339y7, b7da, 0c60, 97a0, e403, 8ba7, 5840, 2710, cbae, 0628, 295b, 5a81, caadria2016_839p35, 6d62, e452, 3641, ijac201614405w3, 702f, ad08, 5ad8, de5f, 3863, 4d20, sigradi2013_155j, ijac201513105w4, e3c8, cfdd, ascaad2014_023c5, 6fef, b4a5, 0d89, cb36, aeb7, 4a04, 9383, 3048, 4361, caadria2015_114l18, 7f0e, 3f42, d531, 97d6, cfaf, ecaf, 3362, acadia14_145t, 852c, b272, acadia15_243b10, 91de, 5aa7, e595, 4b79, 9513, 3439, 0c2e, 6eda, 2759, 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ecaade2015_79f15, 7afb, cb89, sigradi2013_330b, 7b1b, aca1, 5b61, 6839, 2823, 2d58, 7324, ea39, c3d6, ce01, 1bee, 1374, 0e80, 6334, e77f, 468d, caadria2016_311f14, caadria2017_016y6, e6a6, a790, 38fd, b8eb, ecaade2013r_002f2, d2c2, 9dc9, 370d, a3b6, 70d5, ae32, 9b3d, 5a5d, a3e4, 961e, 6341, 2af5, d69c, 7113, c9c4, 0754, 54b5, 8d55, 5088, ea62, 0467, 2a75, 58cd, c675, sigradi2015_3.268d5, d284, 2349, 53ae, 4754, ijac201513205s8, 258c, sigradi2016_490ii, ijac201614204v9, fce2, c52a, a657, caadria2015_016g3, c450, caadria2016_259o11, 79a3, 652a, c8a6, 5e4c, cc34, b0ff, ijac201513206n9, b825, 3e0f, 934f, c17b, ae12, 3205, 0963, cd92, 4af0, 5874, 4148, bb96, 86c4, sigradi2016_737aa, 1e22, ecaade2014_215a55, 9c6d, 0ea4, 6b34, 8d3c, e9f8, aaf7, a943, 5fba, acadia14_375j, sigradi2013_160i, ascaad2016_038n14, a9e4, 815b, 12fd, sigradi2015_sp_8.78j30, 7608, ascaad2014_005g3, c669, 1dae, 60df, 42b8, 417c, 1527, 1065, 4165, 0226, df83, 9b8a, ec80, f8a6, ecaade2015_314m68, b051, f13b, 6736, ef7a, 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