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 ecaade2014_019
authors Reinhard Koenig, Matthias Standfest and Gerhard Schmitt
year 2014
title Evolutionary multi-criteria optimization for building layout planning - Exemplary application based on the PSSA framework
source Thompson, Emine Mine (ed.), Fusion - Proceedings of the 32nd eCAADe Conference - Volume 2, Department of Architecture and Built Environment, Faculty of Engineering and Environment, Newcastle upon Tyne, England, UK, 10-12 September 2014, pp. 567-574
summary When working on urban planning projects there are usually multiple aspects to consider. Often these aspects are contradictory and it is not possible to choose one over the other; instead, they each need to be fulfilled as well as possible. Planners typically draw on past experience when subjectively prioritising which aspects to consider with which degree of importance for their planning concepts. This practice, although understandable, places power and authority in the hands of people who have varying degrees of expertise, which means that the best possible solution is not always found, because it is either not sought or the problem is regarded as being too complex for human capabilities. To improve this situation, the project presented here shows the potential of multi-criteria optimisation algorithms using the example of a new housing layout for an urban block. In addition it is shown, how Self-Organizing-Maps can be used to visualise multi-dimensional solution spaces in an easy analysable and comprehensible form.
wos WOS:000361385100059
keywords Planning synthesis; evolutionary algorithms; multi-criteria optimization; isovist; computational design
series eCAADe
email reinhard.koenig@arch.ethz.ch
full text file.pdf (516,051 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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ascaad2016_008g4, 0e76, d556, ecaade2015_231s52, c8cb, dc33, d48a, sigradi2016_431s, 7030, 658c, 5b91, ecaade2015_240u54, c316, ffe8, b4f3, ec01, ijac201513102b2, ecdb, acadia14projects_281r, ebf6, 8a1a, 9b9a, ecaade2013r_001l1, e0fb, 5bed, 07ad, 936c, ecaade2016_222b57, 3e6a, 73a6, ecaade2015_59m11, 66bd, b7f0, acadia14projects_627az, ecaade2014_067x15, df21, 5504, ac3b, ce6e, 9d22, d433, sigradi2015_10.309p21, 2b37, ebc4, eb16, 2156, e965, 4696, 56c5, b401, f14f, ijac201614306a4, 2aa6, 7104, dba4, ecaade2015_269p59, ecaade2015_317u68, 7db1, d0c6, cd24, b732, bfaf, 259c, ecaade2015_193c40, 091d, cc7e, e762, b213, 112f, 0753, acadia14projects_719h, f266, 4aad, 4a79, ecaade2014_149i35, ascaad2016_041g16, d965, ecaade2015_268a59, 3de9, acadia14_347am, 6ffb, 2450, ijac201614308v5, 60a3, cabd, ecaade2016_217y55, 330d, 6be5, 800e, f753, 0058, a946, fc85, 5566, ijac201412406g9, 1d24, 13d2, e658, sigradi2013_387d, 9845, 2ca0, 5038, c6f1, ecaade2013r_009f6, 9705, 682c, ecaade2014_121z27, ec97, 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4f11, ecaade2014_168z40, d78f, 92e9, ecaade2014_151b36, d474, ecaade2014_084l19, 5995, 6838, ecaade2014_226z58, 6063, 69df, 560a, ijac201412202x1, f9c9, 57a8, 2b87, 4af0, acadia14_427ak, 90ce, sigradi2016_801r, ecaade2016_216c55, 7780, 6968, 5671, cf6b, 4bb4, a582, caadria2017_165z41, 62ed, 83d2, ada9, fa77, fd1a, 37e1, 57b5, ecaade2015_301u65, ijac201412405e9, 776f, 2ed1, c09b, a631, caadria2016_281m12, 1a11, 65e0, 1a56, ecaade2016_166d47, daa0, 042f, 8172, 17b6, 9ea6, 9432, 6009, 4849, ecaade2015_48c8, 8609, a817, 01f0, 46f2, 8fc3, 43e3, 043f, sigradi2016_592bb, bde0, 17ff, 434b, b2f5, 5160, 99cb, b412, ecaade2015_285z62, 92c0, 6209, d80b, 4f65, a47e, ec53, 7d4a, 2655, 6bf5, a099, 4184, 9e68, 5329, ecaade2015_241g55, 7006, 9d84, 0e0c, acadia14_101al, acadia15_357t15, e5b4, ijac201412204k3, 6075, b8c9, b4e3, 0408, bc74, caadria2015_032z4, sigradi2013_393o, efd6, 7647, 1c5a, sigradi2015_4.219v6, sigradi2015_8.186i13, 5a58, 6489, caadria2017_129t34, 1647, b831, caadria2016_105i5, 1f0b, d59f, 82f1, 3284, caadria2015_119c19, 34bf, 7c31, 0d78, fa93, d815, f3bb, 4203, c999, caadria2017_190l45, e758, acadia14projects_589d, 4d66, acadia14projects_357an, 913f, 2afb, 4830, caadria2017_086i25, ecaade2015_206t45, d22b, acadia15_483x20, f3e4, 1a79, 21ab, sigradi2016_621ff, 3b76, ecaade2016_bkop65, fa5b, a567, a9f8, 67ad, 499f, 9282, b96b, f144, 0df9, 2b29, 4d7e, 596f, 8255, ecaade2014_057b14, bed1, 2e39, 22e5, e794, 93b1, acadia16_470h27, sigradi2016_637p, acadia14_609ad, b23f, 9de2, acadia15_497m22, ecaade2016_157b43, 02dd, 4bdf, 2227, 2871, 3679, cd68, ascaad2016_049t20, a7a6, 9d70, 921d, caadria2017_079z23, 75c1, eecb, 271c, 79c4, f9c6, ecaade2016_055h14, acadia15_323i13, 96d1, 4bdb, sigradi2016_364oo, f428, e46f, df73, 579f, e0bc, 538e, ijac201513103v2, caadria2016_703f30, d8a0, d7ad, fec4, 3b8a, 0917, f9cb, acadia16_470k27, 6ff0, 0403, 3a18, 851d, e062, 9df4, a704, b3f1, f8d8, 4643, d1bc, f915, 1025, 3f8c, 92f6, 3978, 3067, f215, 8aa8, 7d5e, acadia14_111g, bede, 646d, 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5b81, acadia14projects_609ap, 49f7, 4b1e, 2fd5, 59c8, d689, 11c2, fc45, 48c8, 8909, ecaade2014_152k36, 7fe9, acadia15_431j18, 3844, 812d, 448f, 48f2, 9469, 9192, 56e8, caadria2016_343f15, 4df4, 6f61, 740c, acadia14_327b, 5b59, 3c69, 5121, 2042, 2108, sigradi2016_686vv, fa45, ddbd, sigradi2014_281c3, 4cc8, 4e1f, 40f4, 8a37, 731f, 476f, sigradi2014_263a1, 96de, ecaade2016_037y9, 5bc9, ecaade2015_53n9, sigradi2016_637bb, acadia14projects_463k, 11a2, 0381, ijac201412303d9, 5c0e, acadia16_352f22, 4644, e1a4, e2d2, 8a26, e5f2, adb5, 6df7, ecaade2016_126m34, 4f3e, 5f95, acadia14_619ac, ecaade2014_053m13, sigradi2015_12.19a27, 295d, ef35, 2a86, 1d57, 3ffc, 2155, 37a5, caadria2016_271w11, cb4d, sigradi2016_809uu, ecaade2016_040u10, 5c52, caadria2016_601k25, 7ce9, f041, 1bcb, 81e0, 00ac, bfba, 5673, d093, 9366, 61f2, 1d77, ecaade2016_154s42, f33d, 5f47, f76f, 1ac8, cf29, 3fb4, c715, 5214, 35f9, 449b, acadia15_323t12, 8fc0, 628b, 9b23, a25c, a027, caadria2017_123h32, acadia14projects_79y, 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2e6c, 5f37, 6340, 73a5, 63b4, eeb6, e920, ecaade2016_ws-dleadf68, dd62, 1d0f, acadia14_63ai, fa0d, 87c7, ecbb, 6740, caadria2016_281k12, ijac201614203w8, 31ad, e9d2, 23f2, sigradi2015_9.152s16, 5c37, b06b, f5f4, b796, cef9, sigradi2016_737dd, 3476, 4791, 9ffd, caadria2016_115k5, ascaad2016_043k17, d46b, 7f2c, ce14, sigradi2015_10.307e21, 6a8a, 5c70, 8c83, c4ac, c097, 1af9, b5a7, de94, c658, 203c, sigradi2013_183v, 7ef0, acadia14_117i, caadria2016_693b30, 720e, ecaade2015_319f70, ascaad2016_025p10, f663, e2af, 0571, ecaade2016_140l39, 295f, e04b, 80fc, sigradi2014_266d2, 7058, 6727, 51cb, ecaade2015_194t40, acadia14projects_719e, 671f, 658f, 7952, 73b8, d318, 022d, bc85, a82a, c491, ed4c, ecaade2015_180u38, f67c, f970, caadria2017_079x23, 065d, caadria2017_129y34, 99fc, b855, a986, 7381, 54fa, 20b9, f948, e07f, 035a, e926, cd08, b664, 42a5, acadia14_463av, acadia15_284v11, caadria2016_725g31, 5bbb, ecaade2015_180p38, ecaade2016_223z58, sigradi2013_359h, ecaade2015_155e32, 2657, 6ec6, 9a56, caadria2017_041j13, 58a4, a200, 5962, 0d85, 5f5c, ecaade2015_148o31, a676, 7354, 662c, c90a, a932, 11a8, 4a69, 125f, ecaade2014_070j16, 9958, 54ba, 65bf, 82a7, ijac201412408a3, 13d4, 053a, dd77, ascaad2016_028p11, 4215, b850, 3aa2, 2afc, 7c02, ijac201513303l11, 3e86, ff11, 323e, e110, ijac201614204n9, 6e47, fd07, 5e7f, 1893, 9293, acadia16_140n10, 373d, 6b43, 0085, ecaade2015_155l32, 95d4, b2a7, d885, 19f7, 8ced, 4082, acadia16_174b12, 3e2f, 461d, bcc3, 78a8, 1e6e, a189, 6fa5, ffa9, 31eb, 413d, 2b54, 8f43, 15f1, caadria2015_126f21, caadria2015_078d11, 1da1, 6926, sigradi2015_10.140e19, ijac201614407w4, b31d, 4e14, 3170, c865, 067b, 6705, ecaade2014_086u20, f536, 7b00, 078e, 9c47, 4511, 7dff, 1007, ca98, ecaade2015_155u32, 22cc, aa11, 240b, 0b83, sigradi2014_151d3, caadria2015_237j35, 3717, 5474, 1644, 22b4, 4fc2, fc6d, d1f3, bfb0, ecaade2013r_001k1, 375f, e72d, b130, 3f8d, 9d50, 32c5, abea, 4934, 0e23, 0744, ba37, b038, caadria2015_122p19, sigradi2016_669aa, ed96, 6571, e39d, 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acadia15_223e9, af81, 515f, 0fa6, ba2e, caadria2017_174h42, b29e, ecaade2016_130o36, a8ef, c97d, 0758, a559, 7aee, aab2, 8774, bb6a, 6b77, 40c3, 017a, e901, d2d0, f0c1, sigradi2015_11.222v26, 95f9, 064a, f5a8, ecaade2014_023c6, 5aa3, ecaade2015_138f29, 8418, 3056, 28e5, 87af, 55b9, 7750, caadria2017_041o13, acadia14projects_497ac, 4a01, 2f88, eb1a, bb3b, 80ed, f323, 1b8e, e972, aa55, acadia14_445ag, 207e, d3c4, ijac201513303t10, a709, 77ac, 2ec7, acadia16_98h7, 2f26, abc7, 89b5, 8923, a799, 1e8b, eddb, 0971, e8f7, 2634, ascaad2014_022s4, ecaade2016_217m55, 9796, ad6c, ijac201614102j2, c928, 5bdc, caadria2016_819u34, e7f0, 57d9, ecaade2016_mrtx65, acadia14projects_75e, 0062, 0d14, 3343, b03a, ecaade2015_241a55, d918, 6b3e, 10a8, ada6, a6e6, 4939, 7feb, 7dea, adf7, a4ae, 1ada, 3946, b573, e812, d3ad, d26f, 09fe, 685f, 8915, c6d1, caadria2016_259o11, 0313, 274a, fa07, 760b, b69c, e713, bbb5, dce5, 6e9f, 96a2, 5aa1, 46af, b7a3, b537, 8d34, ba75, 14e5, 8deb, sigradi2015_11.136n24, b320, 6acf, f9dd, 9d93, 7651, 596d, e495, 0efa, 7eff, da27, 30f9, caadria2016_177c8, acadia14projects_463az, 5b5b, 1ace, 1857, 8a98, 1e93, 40b4, d645, 6bc8, 91ad, 5375, 02ce, 07e5, caadria2015_246a36, 68f6, 7b92, b35d, 503f, 2c3f, ecaade2015_207d46, 3345, 7a62, ac7a, ab58, bb4f, b42e, 9116, 78b6, 19c7, a7c6, fd7f, 50cf, caadria2015_208t31, ascaad2016_011j5, 077e, ascaad2016_045u18, caadria2017_175i43, b4f5, 2389, e380, 8114, b97e, ecaade2015_73j14, 9a92, d1e8, 0fa3, ecaade2015_138f27, acadia14_33ai, ecaade2016_225m60, 7702, 20db, sigradi2014_330f7, 612d, e850, 697e, 0620, 9d66, 86c0, b262, 0f7a, acadia14_579l, beb6, 9cb1, 1d35, 0dca, 15e6, ecaade2013r_002y1, 128d, acadia15_497f22, 3701, ascaad2014_019n3, 1ee8, sigradi2015_8.186k12, a664, 7947, 3fc7, 5adf, sigradi2013_379, ee4b, faaa, da4c, 6d5e, d61f, 58d7, 38c5, 2466, d8b8, bf77, acadia14_647au, 63f7, sigradi2013_152, 1b4e, 3728, 17d2, 8cf5, 8702, 66d7, 85bf, 4ecc, 7d02, acadia14projects_103af, ascaad2016_031i12, 4346, ac75, b960, f11a, 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1150, e2b7, 99f7, 69e4, ecaade2014_163w39, 12c0, acadia14projects_167w, caadria2017_105k28, ecaade2015_17t2, 54a0, caadria2017_021j8, 73bb, 8c64, d4a2, 15c9, 0dc5, 8325, caadria2015_137n22, ecaade2016_011z2, acadia14_291ax, 01fb, ecaade2015_268c59, ecaade2014_168y41, e6d6, 8127, e169, 1404, cf73, 5c90, a6b2, da55, b493, ca2d, 15a3, 2b8b, ecaade2016_121p33, caadria2016_157y6, a96f, acadia14projects_565aj, 55af, d931, 53b4, ecaade2016_046a13, 3a1c, 2899, 5ca9, 3072, ecaade2015_144x30, 9089, 0acb, b5af, 6935, cadd, cc55, 1fe0, 5207, e05f, 0d2f, 2c64, 074f, 4ef9, d78a, afd4, f4ae, 8cd4, c0eb, 28bc, a7f2, ijac201614202x7, 81ca, 0f54, ecaade2016_042b11, ba8a, sigradi2015_12.107i27, 1471, 8158, 3c7d, 129a, 588c, 457b, b6c8, 4855, e3ee, 1e3d, 2878, sigradi2015_sp_8.326x30, 6fa8, de99, sigradi2015_sp_12.402t31, ecaade2015_73h14, ecaade2016_168h48, e1f5, 8c84, da50, 8316, 6028, 17f7, 0ab1, f88b, 4acd, 14a7, 3253, 00f8, acadia14_339aj, 3c2d, 1974, 4fcf, acadia14_627aw, sigradi2013_429o, b2cc, ecaade2015_287r63, 77f4, ijac201412403d6, f225, 0fab, f29d, 82d8, 75c9, 38d6, 71d5, bf89, f514, e290, fb22, 727a, sigradi2016_601zz, f3b8, a3b2, a3d3, 97d0, 2689, 74e8, 8cf9, ea9a, a123, 51f3, 9157, ijac201513302h10, caadria2016_517d22, ae91, ecaade2015_195s41, 8151, 946d, ecaade2016_040y10, 5c60, 775f, aa39, 590d, sigradi2013_234m, acadia16_460y26, 217f, 65a2, 02c7, 77bb, ecaade2016_ws-dleadw67, 0aa1, 4cd0, 6c8a, c3fc, 28e1, ascaad2016_010w4, sigradi2015_8.239x13, 76c5, 8dcd, sigradi2016_363ii, e783, 1703, 8ba1, ba34, a4c9, 5d8e, caadria2017_122o31, 06db, ab36, fce5, 9561, ijac201513303m11, 6f8b, ecaade2016_223k58, 1a89, ffa4, 4e36, acadia14projects_473am, 87ca, ecaade2014_112z25, 8537, sigradi2016_534nn, b116, ecaade2015_175r37, 757c, 1d1c, d28b, acadia15_185t7, 1d7a, 6af3, 62f2, e01a, 74b9, ede2, ascaad2014_022m4, ff49, ecaade2015_227p50, 5fb5, ecaade2015_193i40, ca3b, acadia14_531r, 2161, ecaade2015_143o30, f550, 4fc6, ecaade2015_320l70, 2b17, f17d, b3e6, c141, cb8c, 4e69, ca5f, 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caadria2016_683m29, sigradi2015_8.186m12, cf13, 399d, b18f, b79d, f60f, 8898, ad72, c56a, 2264, ascaad2014_010o5, b71a, 690e, 39b5, acadia14projects_445ai, 59cc, 6e85, 528f, aaec, f62c, fe3f, 3e8c, 2660, b5f9, ef85, cc91, 8787, 6d7b, 87da, 9e9d, e5ea, 7948, 8433, ccc9, e183, 02bb, f98e, 063f, ijac201614207f12, a5f6, sigradi2014_345z8, c845, 365f, 6805, a9a3, 5eb2, 9567, 83f3, 8871, ecaade2014_108k24, b3d0, fce7, 5a41, acadia16_298l18, sigradi2016_420uu, ecaade2015_171o36, 3ddc, 1da6, 5856, 605c, acadia14projects_719s, caadria2015_213s32, aa0a, 6fce, c1d8, f9c8, 737a, b147, 3820, 81c9, e7e8, fbd5, af0b, 6dfb, 48a5, 7330, 36f9, bbaa, cdd7, 241f, a57f, f3f6, 99f8, f91e, f949, bb44, 9dc0, ce50, 7485, e9e3, fa29, 8472, 197e, c60c, 9651, acadia15_333c14, 9abe, 0de6, 72c0, fe4b, a4a9, ecaade2015_130g26, fe31, 2896, 0610, 4547, ec09, ijac201412304l1, 7645, 3616, dc05, sigradi2016_595ee, 9a73, ijac201614405i3, 5dc9, 3169, 93d8, sigradi2015_10.309l22, cb90, f013, 8c21, 7541, 69c4, acadia16_24p2, 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7283, 17cc, 662b, 9cff, 9b17, 9dab, 91d6, 1920, 555b, 92f2, 92d9, 9b62, 99a3, f7d3, d7e6, 6d02, 1261, 481e, a927, eb8d, ijac201614105t5, bc70, 47d6, c4c7, b178, 937f, 59b0, 106a, c59e, d4d6, bdf0, a305, 6eee, 9079, 1add, 4fa5, eac6, a808, fe62, 7cb3, a2fb, ecaade2014_149r34, ijac201412303g8, 2bad, 52a7, f1cc, a23f, c67f, 3191, 863a, 4326, 38a3, 3044, 138b, 65c2, ecaade2016_057t14, 42fa, acadia15_149u5, caadria2017_040k12, caadria2016_343n15, ecaade2014_194g50, a755, 70f6, ascaad2014_005z2, 3ac1, fbe6, b367, 06c7, 1d29, f0a6, 4347, 9539, cc34, e2ee, 352a, 50b0, 57a3, 3b08, c5dd, 2309, 98f8, 3370, sigradi2013_400v, 1917, acadia14projects_101ah, 0787, 7b43, d4cc, d8b4, 5a9f, 4121, da95, 1eab, e18f, cc96, b45d, 2721, dcff, sigradi2015_13.316c29, 8e43, 1328, 90bc, b6fe, ae07, 7aa4, caadria2015_139y22, 62d5, 850d, 9b63, ijac201614203p8, 6422, e730, faad, 3fdc, bb11, e7d5, 7e1e, e6be, 5937, 22dd, d8c8, 35e5, acadia14_101ac, bc5c, 3dba, 60e1, 6c07, 770c, dec3, ecaade2015_237o54, acadia14projects_63ad, 2f59, 9267, c6bd, e591, 9615, 52cd, ecaade2014_066h15, 4bb0, ecaade2014_094k22, 6190, caadria2015_119d19, 7166, ee53, cc4f, c686, 9a91, efc9, b83b, d80a, c5ae, 7824, 122c, 0a6a, ccc5, b165, ecaade2014_173m43, 6e16, cb47, 48d0, aba5, e42c, ecaade2016_045i12, c27a, f45d, 9c7b, ecaade2016_062c15, 4f5a, 877c, acadia14projects_339ah, df98, 6f1a, a3a7, 328f, c606, e5ec, bd65, 31a0, 79b5, 8950, 47d0, caadria2015_043f5, 05f6, b6b0, 1c49, 4eda, b063, e265, ecaade2015_178h38, 1334, caadria2015_142o23, ijac201614309j6, 027b, 5d33, 9861, acadia16_270c17, 6913, 1c13, ecaade2016_130h36, 876a, 8603, 7009, sigradi2016_714oo, acadia14projects_75ay, ecaade2016_164l46, caadria2017_055p18, 1e71, 135a, 31d4, 51a3, acadia16_236h15, caadria2016_839j35, f584, 111a, 8f80, 37dc, cab0, 7cb2, d8ea, 2e7c, ecaade2016_067u16, 366c, 8c77, f6a2, ecaade2016_074j21, a90f, e3e6, acadia15_173r6, 4528, e4b1, ijac201614206b11, cba8, ecaade2014_194m49, 3e46, 6897, a10b, caadria2016_683u29, 31d2, 4ec0, ecaade2015_173e37, 240e, 1158, 29cd, 0817, 06cc, e04f, 64b1, d802, 665c, c4a1, f734, d40a, 29a1, 5895, 4fe1, 3d0b, 12de, 571e, ecaade2016_230r61, 80d1, caadria2015_032a5, 8313, 52b9, ijac201412205r3, 5546, 832d, 6fd7, acadia14projects_301g, ijac201513101a1, 30a4, 4608, ijac201614301b1, 6312, f9d5, fd2e, f08b, 76ac, 376d, ascaad2016_021d8, 14b1, caadria2015_122m19, e97c, acadia16_106o8, 2699, 17dd, e1e0, 4a81, 6e6f, 2820, 2123, sigradi2016_777hh, 2e06, acadia16_308a19, a6f7, acadia14_375ax, e082, 35ee, 696e, acadia15_211u8, b98f, b5a0, 5db2, 666a, dbd8, e56d, 15ac, cc7f, b7ac, d18f, acadia15_243y9, 8cca, b129, 2334, 637c, 7c74, f8a1, aa70, 69db, ecaade2016_237c63, 7d45, ecaade2016_243c65, e1a3, c507, 3e53, 426e, ijac201513105s4, 2fa4, 458f, 9904, ab56, 5122, 8b08, 400a, 516d, 610b, a184, cd69, 4e63, 9930, 27e0, 6e70, 2aaa, b555, 026f, b0ab, 2ad4, 6ee9, bca6, f81f, efc5, 226b, 61bc, 2dd5, dffc, 6f79, 415b, aad1, 6d7c, ba32, 7e1a, 28fe, 54b5, 1ce9, 3a6c, a25b, 66cf, b269, 12ce, sigradi2014_082u7, e3f1, 0963, sigradi2016_817a, caadria2017_016f6, 5366, 06c4, e67e, 148b, 6795, 6096, 87e9, f791, 4793, sigradi2014_178j5, 096c, 7950, ijac201513306x12, caadria2017_074o23, 07c6, 2d20, 5e3f, 6522, 1d6f, 9821, 8100, 15bd, 3c9d, cd3d, 72d4, ecaade2014_224a58, da65, ecaade2016_223e59, 71d9, d7fd, 4af4, c60d, 589a, ascaad2016_046m19, sigradi2016_448gg, b426, 2e91, 9236, c24a, 9e33, acadia16_12c2, 9754, d4d9, a5d1, 23e3, 48d7, 5881, sigradi2013_183u, 0c73, af4a, sigradi2015_4.219d7, 18c8, 5f77, b8b8, 7098, 12e8, acadia16_88m6, 7f4b, ijac201412302d7, a62f, 42f6, acadia16_344d21, f762, c038, a3a9, 1d5e, 602e, 3e64, ecaade2016_191d51, 7758, ijac201614208v13, 4710, sigradi2014_347l10, be63, 6692, fed0, ascaad2016_028i11, 4730, ascaad2014_008n4, 866a, e146, ascaad2014_012m6, 3e04, sigradi2016_764f, 6e77, acadia14_427ap, b0ca, 6792, ecaade2015_178k38, 1d25, 68bf, bf59, f4b4, dfe4, b27e, b32e, c79a, be50, b708, b2db, 4020, 5d7d, dcb1, acadia15_431h18, 5b54, ecaade2016_104y28, 902f, c7bc, 1108, 4f3c, 61e9, 18f6, 27ac, sigradi2016_431t, e3b9, 2168, d113, 8a69, 22a1, 4131, acadia14projects_589a, a45a, 9791, 0471, a37f, 4dfe, 0948, c813, 2aec, 1dec, 7579, 0c5b, caadria2015_064o7, a67d, acadia15_483d22, d517, 4c2c, 0757, 49cb, 8572, aa5f, b6f5, 62e8, 4abe, fb99, 515d, c998, d367, e829, a41f, 367e, 2644, 10ba, sigradi2015_9.141e16, 93f2, 60f7, a36d, 2d75, caadria2015_030k4, a886, 971a, aa75, 364d, 271d, a58b, ffe0, 588e, 2c20, ascaad2016_028j11, 7138, ec40, 3ab8, 3207, d620, 36dd, ecaade2015_332r71, acadia14projects_189an, bd33, 3af2, acadia14_473ah, 7a40, 7491, 24e9, caadria2015_087r13, 55d0, 26f2, 3107, 055f, 3abe, 0635, 526d, cf3a, ecaade2016_074l21, b07c, 3d74, acadia14_43w, 21b1, 22c5, a7d2, d207, acadia14_555l, 7521, ecaade2016_217l56, de45, 6050, fa73, 7afe, caadria2015_181e27, 26d8, 2425, cc35, b174, 028e, acadia15_497s22, cea5, 6020, 0e04, ee12, 2b48, acadia14projects_647az, ebed, dbd2, sigradi2015_5.384m7, cec2, 496a, 9ff4, a9c4, 27b0, 2784, c50c, d011, sigradi2016_441mm, aeae, 5d35, 6279, ecaade2015_217x47, 84f0, f0cd, b5fc, caadria2016_529t22, acadia16_382d24, 326a, 3f5f, dfdd, 3f6c, 4b74, 16c9, 33e9, f20d, 3b07, 819a, 2436, 4b25, ae99, 0752, daa8, b8d0, aeb2, 996b, d70c, cd91, ae92, 3d2d, 156b, 2472, ascaad2014_018y1, 5fb1, a046, 828a, 883a, e6b0, 0566, 935f, 5baf, cf40, ecaade2015_303u66, ba70, 9678, b2f8, 9097, d64f, ecaade2014_206x53, 0951, acadia14_357ay, 1c17, ecaade2014_014e3, ecaade2014_214o54, f7d8, 5bbe, ea33, 94d5, e322, sigradi2015_11.136o24, 2455, 2c98, 8957, 6c9c, c207, 6c5a, 61f9, d3c3, 9758, acadia14_101v, b699, sigradi2014_345y9, 99c6, caadria2015_084e13, dbcc, d75c, f7bf, ea3f, acadia14projects_235r, e75a, d076, d669, ijac201513102v1, acadia14_63ap, ijac201513205y7, 20aa, 5451, 60fc, dd9e, fa96, ijac201513102e2, b083, caadria2016_477z19, ascaad2014_008a5, 5606, acadia14_199ai, 5317, 8daa, 6592, ca71, 7079, cea8, 6608, 3781, a22d, f243, 8002, 2583, sigradi2014_281g3, 2c8b, 0224, 689b, 31b9, 1690, de5a, c036, b9a3, ecaade2015_136o26, fcc6, 117a, d3c8, 2173, a8dc, 79ee, f7bb, b31c, 6143, 9e29, 757a, ecaade2014_011c2, 1ecc, 9ac0, f407, 10fd, acadia14projects_565u, a41c, 2da2, d671, 9edd, daeb, ecaade2014_159p39, 95aa, 5a69, bb76, 2c3e, 93dd, 1473, 75b1, 18c4, eaa3, 4cf3, 4145, 462e, c2a5, 21f8, df5b, cb72, 44de, 2c0a, b598, ecaade2014_071v16, 0851, e2e2, fa6b, caadria2015_170t25, 24c4, 2872, acadia15_263f11, caadria2015_102w15, ebbd, c0c3, 54da, ascaad2016_054o21, 07cd, d06b, 591d, 0efc, ijac201513303p11, a2e6, fff7, d89f, fc40, 63ee, 3751, 7b87, acadia14projects_101ar, cc39, 306c, 6c63, dd3e, 4726, 1dd7, d00d, b440, 3150, a2f4, ecaade2014_168j42, f4c7, fe4a, 596e, 59f7, 8e94, 65ad, f26a, bfc0, fc0e, c97b, ijac201412304e1, 8d45, 809d, 60cf, fbd1, 4a59, caadria2016_301s13, 1f6b, sigradi2016_440ff, ec2f, ce5b, 2459, 6239, e476, dd2f, 036a, 935c, ascaad2016_012t5, ijac201614202h8, 4de7, sigradi2015_9.152z16, 414c, a353, f47f, 3b1b, ecaade2014_105w23, 1091, 2769, ecaade2015_139c30, 24b5, ecaade2015_25k5, b322, 72ef, ff24, 7949, c01f, caadria2015_030h4, ijac201412301t5, dfa4, 7b76, caadria2015_130i22, 6097, ec37, 5194, f909, ecaade2014_194d50, 94d1, e07b, 43d4, 9541, 0657, c1ea, 06ed, 5a32, 59e6, sigradi2013_243v, 4fd6, acadia16_372z22, ijac201614304x2, 58ea, 5e21, ccdb, ecaade2015_161f34, ecaade2016_224p59, 21a8, 5eb0, 4546, 5d48, c022, f9bc, 58e1, acadia14projects_375f, e982, bc7f, 9c9d, acadia16_88w5, 4972, 4783, 5968, 81b8, 7d58, caadria2016_187y8, cc1b, caadria2017_145z37, ijac201513105x4, a94b, 0f3f, 91af, b49f, 00bf, ecaade2015_221v48, 9527, 0f11, d8a8, 616f, c275, 765c, sigradi2014_293a5, c288, a811, 4c0d, 31fd, ascaad2014_021a4, ecaade2015_265r58, ec3d, acadia16_470j27, acadia15_343g14, 7315, 450c, ad45, e143, fa64, f331, c88e, f62b, 9112, eebe, 0dbb, 40ad, 3517, acadia16_196f13, 578f, acadia15_323d13, cee2, c6bc, e976, ijac201412303s8, 0cdb, 86db, 312d, 363c, 07bb, 3156, ecaade2016_168j48, f7e6, be1a, 5cd6, 7605, 6a97, e50e, 7691, 3fa6, 9a15, 7488, 06c9, 993f, 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