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 ijac20109202
authors van Embden, Maria Vera; Andres, Michela Turrin, Peter von Buelow
year 2011
title ARCHITECTURAL DNA: A genetic exploration of complex structures
source International Journal of Architectural Computing vol. 9 - no. 2, 133-150
summary The approach demonstrated in this paper uses Evolutionary Computation (EC) to enhance and modify structural form based on biological micro structures.The forms are modified to conform to new boundary conditions associated with architectural structures.The process is based on a Genetic Algorithm (GA) which visually exposes for the designer a range of good performing solutions within thedesign space. The application of the GA is combined with parametric software, in this case Generative Components (GC). The program described here as ParaGen (Parametric Genetic Algorithm), uses a Finite Element Analysis (FEA) to determine the structural performance of the forms.This allows the designer to manipulate and optimize a parametrically defined model based on predefined criteria and parameters.The opportunities and limitations of this design process are explored and evaluated based on an experimental case study using topologies based on radiolarian skeletons.The design procedure described includes user interaction in the exploration of solutions that perform well both for the explicitly defined programmatic criteria (structural) as well as for the implicit criteria provided by the designer (visual aesthetic).
keywords structural morphology, parametric design, genetic algorithm, structural optimization.
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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5f18, 4370, 8368, 96ac, c523, 3169, b4f4, 869a, sigradi2014_136d2, 0fae, ecaade2014_022w5, ijac201513101j1, 05d7, ecaade2015_55p10, a7be, 89ba, 9f38, 8c2f, 1910, ce19, caadria2015_033e5, 1e4d, caadria2016_063s3, 12cb, ff3c, 6d11, f51d, c8d5, 5a77, ecaade2014_201j52, ecaade2014_149f34, cb77, 8251, 930c, 4073, cc05, caadria2017_163b41, bd44, c0a4, acadia16_152c11, 3150, ecaade2016_128j35, 69ad, 8172, 83d3, caadria2016_383t16, 2792, add3, de7c, 2e3c, b0db, ecaade2016_065d16, ced9, c6fd, c5fc, b79c, af56, 683f, acadia16_214u13, 28ce, e1e9, 0e80, 8711, df6e, 9072, ijac201412403r6, ijac201614308z5, a279, d186, d609, a903, 9a4f, caadria2017_115m30, 51eb, 4cd7, 5f23, 87ca, a11d, af78, ecaade2016_106l29, ijac201412406p9, ascaad2014_024w5, ijac201614208e13, c657, 74e6, ecaade2015_37f7, 83d4, c833, e61e, d710, e1d7, ecaade2014_138t30, 416c, 9c8f, ea9d, afd5, a15e, ecaade2014_192a49, sigradi2014_152t3, 06f2, 43ac, ijac201412305j2, ee35, cc01, ae78, sigradi2015_6.387p9, 346e, 0bb5, d20a, ba65, 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dd7b, 2eae, 6ec8, acadia14projects_177ai, 11b2, acd4, 240a, sigradi2013_274, e609, 723f, a37f, 1d2a, e9c2, 2913, ecaade2014_023m6, e2db, 7506, 2fb6, b90f, 0ccc, c88f, acadia14projects_479j, d425, b4d2, c641, d5ff, e08e, 5db3, 4e96, bdd3, e0bf, ce20, 2915, caadria2015_090d15, f533, de5f, 964e, c0a2, 97c0, c902, b099, 4194, 47d1, c980, sigradi2015_10.307c21, 97eb, 032c, caadria2015_213i33, 3288, caadria2017_104w27, 4ecb, 3696, ijac201614302o1, a99a, 401e, b599, 4e74, ecaade2014_220g56, 8487, 7ac0, 8ea6, a032, 3d72, d571, 83cd, f1b0, 499d, f824, caadria2017_094w25, f3c2, acadia14projects_671y, c482, 6022, b395, ijac201614105v4, caadria2017_096c27, ecaade2016_079v23, 068a, sigradi2015_11.222s26, ecaade2014_206h53, 73f1, sigradi2015_6.329y8, 76e4, 2248, f05e, 90d9, d0d3, fcc6, ijac201513202l6, c44e, ea19, 1d09, a5c5, 6952, sigradi2015_3.209d4, 3db2, 335a, 5e60, 6454, ecaade2015_155t32, ecaade2015_241e55, 6ebb, caadria2017_079y23, 1607, 76ae, 10de, 8a62, 06d8, 3867, d546, 18cf, d5f7, a204, f767, f907, 0fab, 48cc, 1278, 25c1, 8f94, 7515, cd1b, 8beb, 3de2, f62b, 31d0, 318c, ecaade2013r_003h3, 11ca, 86ff, 8af9, 0907, ijac201513105x4, ecaade2016_tkoh67, ecaade2016_080x23, 96b4, sigradi2014_132p1, dc83, 326d, b911, acbb, 1cc2, af53, 24d0, e0c8, ecaade2015_199b43, 05a0, 6684, 487c, 81aa, f7cd, 4cc4, 417b, ec64, ecaade2015_116d23, c9e0, 3681, 71dd, 13c5, af77, 386c, d40d, 6d8d, acadia14projects_463g, ac74, acadia14_399ah, acadia14_565z, 8de0, 2a0c, a751, faec, e3f6, 598b, 0d96, 66db, 3f4c, sigradi2014_172v4, 46eb, e037, ascaad2014_017t9, fc08, 546b, 4615, 33f0, 3bc5, 8922, ea24, 8290, 5db1, ef22, 08f1, b196, 27fc, ecaade2016_047j13, 8b79, acadia16_12t1, 7ef8, ecaade2015_285h62, 441d, efda, 78a0, b565, f3d4, caadria2016_713v30, ed6d, 37b9, 0c5a, 104c, b2ed, 43b4, b0df, ecaade2013r_001i1, cba6, 3197, 54a7, 2e3a, caadria2016_829h35, 1af1, b4b6, 42a2, 55a8, ijac201412205r4, 8dfc, 63f9, 746a, 312a, a230, 16b3, 2880, 2df4, 68df, fef8, sigradi2013_30f, 1a3f, 130b, f710, 6c8a, ba97, 208f, sigradi2015_12.167k27, f4d6, caadria2017_107x28, bbae, e6f0, 7b74, 56ad, 407f, acadia14_565ai, 5ec9, 57ac, df48, bd39, 7e55, b9f0, a939, 654d, d68a, 821e, b061, f86d, 4af4, ecaade2016_042r11, 2cda, 654e, 83e5, 0e47, 1b0c, 4327, 3a83, 69dc, e3e3, fe59, 921e, 6743, 7407, cbe2, 0440, e115, f4b5, 5e94, cc45, 298b, caadria2015_030m4, 7e43, edb5, acadia14projects_167u, ecaade2015_229v51, 2456, 038a, a00f, ijac201614401c1, e42b, 8074, 4fc8, d4a8, 8c66, c5b2, 4e3b, 1509, c520, ecaade2015_138l27, e2cc, 820f, dfac, fed7, 91e2, caadria2017_142v36, 2245, f016, 5b01, 8ef0, ad02, 6ed1, 5683, acadia14projects_101ai, b94a, 1649, ecaade2015_229s51, ascaad2014_032l9, d2ca, 8d7d, dd79, 8ab5, 84a6, 7af8, bea8, 02a1, a2ef, e737, 0206, 4930, 1c5f, 01e0, 0352, 8324, 8195, acadia14_619ar, c492, 1b4e, c6c9, a7ae, 37f3, 4824, a607, e32a, 075b, 9c45, dd6e, feac, a28e, 527d, 442f, ascaad2014_017t1, 78a5, 6535, acadia15_357s15, bb0b, 3ee4, 060e, 5a0d, 7e9d, f987, edfd, acadia16_72y4, 66f0, b64f, 6017, 078f, 0d51, 038c, 5710, e2fb, caadria2015_194r28, 8681, fefc, dbd1, 65e9, 9344, sigradi2015_sp_11.303s31, f48d, ed7f, fc6e, ecaade2016_120g33, 4324, e56c, 841c, 22fc, cc67, db00, ecaade2016_225d61, d6d4, a538, 1ce0, 98da, 7907, 6ecf, 12bc, caadria2015_032a5, 27b0, c528, d318, 31ad, dc2d, c4b1, 0646, ijac201412407t9, e021, 5f3c, 71dc, b729, 8bb3, e25d, 2f87, d665, 42b5, f9a0, 5e51, 7ecd, caadria2016_809f34, ca9e, 3984, 0559, 8d92, aba5, ecaade2014_080a19, eb7b, 35ad, 5852, ef87, 4c43, 6e05, 19f9, 942a, 0b84, 8abf, 64d1, af60, caadria2015_142k23, 545a, 054d, 510f, acadia14projects_473au, eefc, 6d32, ffd6, acadia14_117av, d59c, 9493, a07f, 6d78, a1e0, sigradi2015_sp_10.16g31, f06b, a45e, sigradi2014_128y9, acc2, 5a9e, a648, 5e55, 8e44, 5ae2, bcfa, caadria2015_016r3, 4e17, 2c50, b682, caadria2016_621r26, df76, af7c, b3e7, c386, 3a22, 5db7, 2440, ijac201412404p7, f709, fcd9, 5c4f, 3ea1, 5a69, acadia14projects_479e, 8986, 597c, 46ac, d419, c5d0, 9506, 28d9, 2c76, 3a50, b41d, a7ca, f7e8, 63ec, acadia16_344w20, caadria2017_132u35, 5d08, 622c, b47a, 2ece, acadia14_497ab, d833, c4f0, 5709, b10e, ecaade2016_tkoa67, 3fa5, aeee, 9b36, 941d, ijac201614101d1, 559d, ecaade2014_020m5, 63db, 3e33, 9b2b, 0eb0, 2532, 4718, 8c37, 0f59, 5572, 8a09, bed5, 8e97, 466e, 4a16, ecaade2015_55w9, caadria2017_015g5, 94bd, 80c1, ecaade2014_163k40, 023e, 04e6, 93c8, beca, 1cce, 28d5, 8f36, 37d1, sigradi2014_284y3, acadia14projects_565h, eb8e, a94a, 718e, 3175, 8998, 63c3, aa5b, de4d, sigradi2015_2.213z1, bc18, c90b, cfb1, 118c, 80ce, 95b0, acadia16_206j13, 6e1a, 2881, ecaade2016_043w11, c3c8, 94c8, 6929, 44a2, f942, acadia16_174f12, 1e5f, ecaade2015_170j35, fcde, 6354, b577, 3923, 2733, b28f, e217, 3d99, 7b37, a381, dcef, 7d74, c619, 55da, fd10, 99c4, a018, 3c7e, caadria2016_023r2, 750c, caadria2015_122m19, b1d6, 6adc, 4c22, 7991, 4acb, b65d, ecaade2015_233a53, 3e51, 28c1, 7a38, deb5, 0a46, b9d2, ec25, ecaade2015_13l1, 755b, 9ab0, acadia14projects_79w, f2bb, f90e, 15cf, be15, 9436, c491, 4f6f, a261, 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ascaad2014_030w8, 90b7, 59cb, a2a1, 4db7, 7bef, caadria2016_167b7, c610, 79ed, 7c5d, ijac201412408b3, af31, 8247, acadia16_214e14, f9e7, caf6, 35d7, caadria2016_851l36, 9ada, 18a2, c1a8, f9d8, 5d04, eb18, 08ab, 5950, 4212, 4c79, 2c05, bf04, a12f, beec, f0b9, 9c22, 70ef, 58b0, caadria2015_117z18, ff09, 0616, 303e, d0ba, ee76, 01ed, 1259, ecaade2016_ws-dleadc68, ecaade2016_065y15, ee16, acadia16_88g6, 767f, d7c4, e118, ef34, acadia14projects_327d, acadia14projects_719h, 5192, a301, eec0, d53b, fea7, 850d, 6e0a, d2fe, 0a2b, 2845, efbf, 414e, acadia14projects_199ad, d20e, 7275, ad25, 7fc5, c743, 02d9, 6de7, fb0e, 6257, sigradi2014_042v3, 8c67, ecaade2013r_018d9, 11c0, 1418, a814, 7e0a, 3974, ecaade2014_029y7, 36b5, d9c9, 574d, c3a7, 7520, 53b8, 1774, 2387, 2e73, ecaade2016_140i39, ecaade2015_138r29, acadia14_647as, sigradi2013_327, 3886, 262a, 52c1, 6a35, dceb, 6667, b087, 43f5, 58ff, 4a2a, 35bc, 7393, 12a0, ijac201412408p2, 9f7a, 54db, caadria2017_051e17, caadria2017_104d28, c706, a6bf, 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0895, 9060, 724f, 84ac, f15d, acadia14_23aa, sigradi2015_3.394g6, 8577, da01, 92c7, a3a3, 41eb, c907, bf45, c517, a249, 5015, 9191, c234, 349e, a1c0, 0d8c, ecaade2014_140c32, c04b, 40e3, c318, 685c, 48eb, acadia14_33af, fca7, 2395, d614, 0120, caadria2016_167g7, de87, ecaade2016_tkos66, 2a29, ijac201614403t2, f9aa, 06fc, d6c4, c445, 0898, 4934, 66ce, c033, 31d8, e724, ecaade2015_138i27, e09b, 7357, 2cf6, f536, 65e0, 008d, ijac201614405m3, f343, b9a4, 7dc1, 1d22, 418c, caadria2015_014x2, acadia14_647au, c97b, d02a, 33d5, 080d, ce18, 7a59, 3f9b, f255, ecaade2014_187f48, 92d6, 4ef7, d371, 9453, 80da, e7c5, acadia16_280a18, acadia15_451e19, 656b, 9e74, bec0, 10ac, acadia14projects_53r, 52a7, 847c, d818, 0cfc, 9b71, 5cde, 615f, 0b1b, sigradi2013_189r, 33dd, 920c, d2a6, 3f4b, bb58, ijac201513102d2, 58c7, e52a, ecaade2014_011g2, be41, 7b14, ada7, c36f, 9e8f, 5028, 02fe, d040, d51b, ecaade2014_052f13, 3917, ecaade2016_099k27, 7dd2, 7922, ecaade2015_35x6, 9446, acadia16_470j27, caadria2016_507s21, 576f, ecaade2016_ws-dleadg68, 1bb5, ascaad2014_019g3, a5e0, f11f, 118d, 75ea, 64db, caadria2017_063w20, 511e, 2684, 8ece, 5099, b2c2, 710c, ae47, c4e3, sigradi2014_037w2, dcf8, d4f6, 0ff3, b77e, ccd5, 8c84, 8800, 386f, c380, cd6e, 3052, ecaade2015_195m41, 8aae, 50eb, ab0b, 7f94, 49f3, eda5, 5feb, 9e98, cc21, c75f, 1aa3, 5763, 7ca4, 0102, 57af, 43c3, efc6, 05c0, caadria2015_070b9, ecaade2014_049z11, 9272, df77, 4f0d, 2194, ecaade2015_196u41, 65bc, 56ef, 363b, 361b, ecaade2016_198s52, 5650, b90e, 7fe9, acadia14projects_339w, 2db3, 880d, f582, sigradi2015_10.309z21, ecaade2014_240j62, 2b49, 22b3, 39ce, a678, aff2, 8c5d, sigradi2013_303, 118e, 2d3d, caadria2016_405d17, acadia14projects_189ap, e13e, 2578, a458, 8a87, ecaade2014_224u56, 534e, 784a, 9ace, caadria2017_129l34, ecaade2015_301c66, c327, 9025, 5d91, acadia16_98s7, 213b, d088, 38be, 250d, 3d18, 09b5, ijac201614203r8, 2566, 6415, 936f, ijac201614208y12, 1d7f, ae63, 2ef1, 54ba, acadia14projects_311y, 455e, ecaade2015_180o38, 91a5, 395d, f532, 6108, f866, e727, acadia15_110c4, fa50, b0e0, 914f, 18c0, 6ff4, 2952, 3e21, a54f, c3a0, ecaade2016_071l19, 7ebb, 7277, b2a6, 3adc, 69e7, 678f, e549, d852, 27a3, dfb6, bbb1, b412, sigradi2015_9.168e17, f34d, df02, b60f, 3690, ac34, 60e2, ca39, acadia16_98u7, 2dc4, 3e00, 556b, acadia16_124i9, ecaade2014_011w1, acadia14_699b, d57f, 3263, 6a4e, 33e6, ecaade2014_149l35, fa37, 37a6, 0617, caadria2015_087i14, 3aff, f67a, 8d71, eaf0, cf3b, 0577, be73, 4091, 0d28, 15ec, caadria2015_142m23, b1ba, cafa, 0e73, 27c4, 88ef, 3ab9, 5466, fc39, caadria2016_135e6, ecaade2016_077r22, 0f08, df25, e685, c9a8, 9f67, 15af, 6b3f, 6f63, ecaade2014_168f41, 4300, acadia14projects_655ab, 0505, caadria2015_203i29, 26a0, 45a1, acadia15_47j1, 611c, d32d, 43d7, 4928, fbbf, 9913, f714, 19bd, ae39, c0a0, 877f, 5dce, 0e8b, 1787, ijac201513305f12, ecaade2014_010u1, acadia16_352g22, 4a0b, ab03, 93f1, 175f, d046, d379, sigradi2014_345v9, caadria2016_693b30, 1687, acadia15_431v18, e78b, 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ecaade2014_053o13, f02c, 43fd, 53b4, 52a6, d8a0, caadria2015_081d12, ef5b, d810, acadia14projects_619ak, ed41, f15a, 694d, ecaade2014_168b41, 6c6c, cf39, 1229, acadia14projects_709am, 515a, b026, 6222, 3543, 6fc1, ecaade2013r_017y8, 3817, 40d3, e149, 7014, 1a83, 0db0, 6abc, 79da, 24c9, 7a79, ff14, 7f81, 2149, 8a00, ascaad2014_026f7, 5778, 1508, f930, ea93, adad, 9295, ecaade2015_193h40, 096b, dec7, c4ca, 30c9, 5077, 9cfc, ef1d, da2a, fbc7, 75ee, 773f, b979, 41f4, d2a8, 5a88, 0b53, a9b0, 0748, 80e6, 7c20, ecaade2014_156g38, fbb7, c844, 0d10, 0063, 708d, 19dd, 1d08, ijac201412206b5, eae0, e9d2, c5b7, acb9, b649, 03fc, 7465, 5e5c, e61f, 6495, 688d, d2ed, 4ab1, a4b9, 071d, 70cc, aa9e, 2c7a, ae56, 045b, e7ea, ce9f, 062f, 52e3, f98a, 2178, cf9d, ba95, f34b, 1901, 7c35, 5b87, 4f1a, 1cad, ecaade2016_046a13, eefe, ecaade2014_159p39, 4a9c, f47f, ed7b, 1196, bcad, 6282, sigradi2013_10, 423f, 1195, ijac201614305j3, 86dd, ff7b, eaa7, 795f, 0bb6, b0fd, d9e6, a0e6, 33b6, 8fa7, d252, 5c06, bfea, aefe, 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63e0, 2b48, 969f, 351d, 11f5, 6943, 3208, f94f, caadria2017_041f13, 2423, d077, ab5c, de44, 5e8b, ae51, caadria2016_271w11, 53bb, d2c2, 27a9, 443d, 1e01, sigradi2015_3.221n4, 1cb6, 056f, ijac201412205m4, caadria2016_311y13, caadria2015_067m8, caadria2016_229x10, ad26, 95fa, 45fa, 7547, ecaade2016_077z22, acadia16_344n20, ecaade2015_194t40, 378c, caadria2017_015x5, d350, b9df, ecaade2016_238l63, 7cbd, e99b, f9f5, 31e1, 6288, 3c21, bb19, f341, 95dd, 79a5, 77e7, 8863, 321b, 54c3, c9f3, 9806, 55c9, e7d8, 4b9f, 6853, 595b, ff99, 4f9a, 8796, dcb5, ijac201513202i6, c74d, ecaade2015_77b15, 0b1f, ecaade2014_224d57, a214, caadria2016_095v4, b214, 81f7, 1a39, 8409, dc8f, 2cc4, ae83, sigradi2015_sp_12.402t31, c0ee, ba41, a130, f4e6, feb8, 1170, 5cba, cf5a, acadia14projects_699n, e96f, 481d, 1ba6, 0f21, caadria2015_139c23, c8b2, ecaade2014_108l24, ecaade2016_071u19, 03f7, 1c44, ba3c, dc21, 85bf, 6d3a, ecaade2016_198p52, 3437, baff, 265d, 5011, ecaade2015_21k3, 19cb, 9feb, ecaade2016_193r51, a47f, f6a6, d6a8, 756e, e0b7, 142a, f757, 9a0e, 4e5e, 724b, 4d63, 5244, 2b87, acadia14projects_435av, 8946, a68f, ecaade2016_071g19, db60, d8fe, 2eea, acadia14_699k, 70ca, acadia16_372j23, 159a, 454a, 6513, acadia15_251h10, 31c9, 6b05, c488, c08e, 4e94, f000, 72db, d784, acadia14projects_189ay, 8cc6, 69b9, 85e4, e244, f670, ecaade2014_143l32, 48f1, 4990, e55e, 971d, 2b8f, ijac201513205o8, 8cc0, 8077, 2122, 4ad9, f520, acadia16_280u17, 29db, a178, b4a8, acadia16_254b16, 7a44, acadia14_177af, 4464, 3541, 642a, 33b9, 29fd, 99e2, 5049, 5834, f36e, 4181, fe30, 8e82, caadria2016_167m7, def4, c2ed, a826, d24a, ce42, fcd2, 99e7, 940e, 64c1, acadia14_33ag, da2d, 49c0, 8c9d, 50ea, 259b, 0680, d79e, e2d0, a15a, a20c, ded7, 8f54, 8be8, 7d51, acadia16_402v24, 5819, 261a, 75b2, adf6, sigradi2015_sp_11.278m31, 1be7, a73f, b3e8, ecaade2014_018o4, caadria2017_067r21, ascaad2014_014j7, c309, 9d1a, 3b8a, 9867, ijac201513104k3, 9160, 66d4, 2fc9, 8cc2, 160d, d3b4, caadria2015_126k20, 1e5b, d3c2, 6df1, b9ba, 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acadia14projects_317w, 1c69, 5221, 3177, c42b, ecaade2015_278n60, 6e83, e4b2, 0535, 0419, d22d, 2535, 7af6, 5218, 217e, b723, bc6a, 1084, 4be1, 3a7b, 029d, aff6, 4031, 3453, 1ba7, 8a2d, 45e7, caadria2017_070u22, 3e7a, caadria2015_220i34, 1070, e712, a569, deb0, 53ee, 3a37, a288, 4161, 312f, 4d44, 7a1d, de16, 5085, ecaade2015_253x57, dfe1, fdeb, 47b2, f431, 2cb7, 1503, cf58, ecaade2014_112w25, a6c8, 891d, 7324, 220e, 1186, 0a1e, f9d4, 5c46, ee41, 2c6b, f657, 6db2, 0432, f81b, sigradi2015_2.137k1, 7429, fd77, caadria2016_797s33, f615, ffe3, ijac201513203a7, a557, de77, c096, 8d11, 84cd, 87fa, 524b, d964, acadia16_140e10, ecaade2015_231s52, 1128, 921a, caadria2015_014w2, 629a, ascaad2014_014k7, 2be6, 7825, e555, ecaade2015_178h38, caadria2016_353v15, caadria2017_129m34, b4cb, 6a56, ccf6, f61a, 7c5b, e138, 8b9b, 1d8b, a29c, 8229, 9cac, b958, c5a7, 40fa, 488b, a3e8, 4207, 4a11, afe2, d961, 7868, be47, 7e39, 054e, c0d3, caadria2017_079z23, 123c, caadria2015_218r33, cb32, acadia14_125z, bef0, 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ijac201412404a8, 33c8, 76e8, b26c, acadia14_153az, ab12, ed2a, 9bc9, 1959, fc74, a61f, 1550, b6ae, 6e04, 5c40, ecaade2015_293e64, 9bed, 07cc, c5b0, acadia14_153al, a77a, bcc3, 8ea1, c7f6, dea7, 2864, 498d, eeb9, b1bd, ecaade2016_023u6, bf0f, 5903, 2f83, dfc9, 5dc5, 3402, 9571, acadia16_224s14, 68b0, 164a, cf14, b0dc, 33be, f687, ecaade2014_086x20, 59f0, acadia16_206p13, 7f4b, 3274, ae2a, 245d, 47b3, a928, ecaade2016_068i18, 7399, 8a16, d2fc, d022, caadria2017_163n40, ecaade2016_021b6, ijac201412305w1, 3dc0, bc99, ecaade2014_233l60, aabf, caadria2015_015c3, 5464, ecaade2014_141g32, ecaade2015_222c49, fc15, 4382, 7c6d, 7b5e, ecaade2016_084h24, ffb4, 104a, caadria2015_016s3, c667, 1920, f4a3, acadia16_12k2, caadria2017_067s21, caadria2016_135x5, 632b, f554, 5025, 4289, f4f0, sigradi2015_8.328r15, 0a91, 3d96, ecaade2015_81t15, ecaade2015_169y34, 5476, 7d67, a2c5, 59b5, 4a56, 8730, fa43, 5b83, 121f, ecaade2016_018u4, 004a, f14d, ecaade2015_94c19, 7e0f, caadria2017_004i2, 178b, 8fce, acadia14projects_445ab, caadria2016_809c34, caadria2017_113d30, aaeb, acadia14_81o, caadria2017_037g12, 95b5, a6a1, sigradi2013_183b, b519, 9935, ijac201412303e8, caadria2017_155r39, bf4c, ecaade2015_273i60, 1f6a, af86, e1ae, 342b, ae9b, a8f2, d1a1, 493f, 5a6e, 66d3, f4e2, 53be, 7f46, 5d4f, d592, ecaade2014_199y51, 8d33, 4783, bf78, 5cac, 055f, 18ef, ecaade2014_175v43, ecaade2015_59k11, aac9, 3cb1, dc77, 88c3, a603, a4f7, f04c, a448, 15fd, 18e0, 11ad, 66fc, d937, 0914, a5f9, ecaade2014_057f14, acadia14_101u, sigradi2014_128x9, 0ae5, 4725, 64f7, 7faf, 6234, fe44, 53f1, d1f5, a6f8, caadria2017_118a31, f2e6, 3e41, 2054, 43b1, 3291, 873d, ecaade2013r_003m3, acadia14_681as, 46c5, e4f8, e6ad, 87d2, e819, caadria2017_047g15, 38da, a615, 03d7, 3264, ijac201614309c6, acadia14_445af, aca3, 7c28, 230d, 96e6, acadia14projects_347am, 3ff0, dd89, ffcc, 818a, 1a10, 32b6, ae7f, d36f, 3282, a451, 430b, ecaade2015_161f34, 6c69, 0291, 1fca, ecaade2015_173e37, e7dc, fa9b, 7663, 67d8, d41f, 2460, 71ab, 9975, 3f6f, 6c72, 0961, acadia16_24x2, 8569, ee93, 3e04, f8ce, 8e33, cf32, fdf1, 611d, d043, 1e59, fbc5, 0e4f, acadia14_647at, d992, ecaade2014_085i20, c4ae, 8333, 3532, 0363, caadria2017_081n24, 2347, dc8d, 20a0, 7f61, 4f8f, 91bb, fd18, b850, 0872, ecaade2016_071c20, 15bf, ed76, 94fe, 3b56, 2ea1, 374c, a172, 158f, 8a41, ecd4, e3d3, 687b, 844b, 6c60, 1537, 6ddb, 5fd7, ebb9, f540, sigradi2014_045b4, c9f0, d2b6, 376e, e839, caadria2017_122p31, 6cdc, f4c6, b706, d3e9, eea2, fa19, d533, 5aee, 372b, 9843, 1b28, 3f93, 3059, 8b31, 9ea5, 226d, ecaade2016_123g34, e9d7, 547f, d8c1, 5e73, 853f, acadia14_627ax, 5a13, fb89, 7218, 2746, a102, b480, 7153, f020, 18ff, f7a3, 0521, 8f2c, 9a74, 6228, 07c0, 5240, 244b, 0e23, b5df, 7fb4, ijac201614308g5, d862, ec90, ascaad2014_014j8, 0689, 5b5a, cbdb, a024, 170a, 16fd, ecaade2014_201i52, bbdf, acadia14_627h, 5b46, caadria2015_168k25, a106, ecaade2015_246z55, a77c, e0ec, sigradi2014_284v3, 4153, ijac201614102b3, a312, aeef, de41, 79c0, a2a5, ecaade2014_052k12, b564, 0adc, 9ec5, 4196, bff0, 56d5, d6e5, 98ae, 7346, 4af7, ecaade2016_071b20, 835e, 95ca, 5542, 2dcc, ed0c, dae3, 90c6, acadia15_95h3, 9835, 13df, fd54, 9d33, ecaade2013r_001b1, 8e86, 3e38, f612, 27d9, 2321, 5339, acadia14projects_435at, 0172, bb87, 7688, 3a81, d4a4, 01d6, 3944, 4abb, f6f9, f822, sigradi2015_6.183l8, e769, 0d36, c4cc, 29cc, 658f, a01a, 5318, acadia15_371g16, ecaade2016_222f57, ac29, b0d7, 668e, 6cc3, 534b, ecaade2014_206v53, 2694, 8f7d, 6b46, 72a2, cfb6, 9eb4, eb5d, d6dd, 6b92, 560b, f7e0, c80b, ecaade2015_265p58, 1ad7, 7068, c6bc, 0bfd, ecaade2013r_012k7, 405c, 742b, 1fc2, 64c5, 8b71, 1540, e0ce, 3b54, 8fd4, 8911, 3cb7, fcfe, 5bcc, 9439, 573e, 3dd8, c04f, b5aa, 3a8f, 610e, 739b, 24fd, 047d, 5652, 7030, 193b, e117, 3086, 43fb, 50f1, d7b5, 714d, 215c, d83f, 1ac5, 6c99, acadia14_479az, 11da, a243, ecaade2016_018w4, 3482, 0b63, caf4, 42db, 5749, ecaade2015_215o47, ijac201412306w2, 3d0d, caadria2016_013g2, 6f3c, 243a, c6ac, 398d, d160, f42c, 3012, e9a9, 8618, acadia14_375b, 8e56, 9515, 878f, 563f, 61ff, cbab, 3f14, cad6, 1f4a, 57d1, 7697, caadria2015_218s33, c769, acadia14projects_619az, f26d, 3131, 4447, caadria2016_539y22, acadia16_488u28, 589c, 2c1f, 93ad, 3123, 828a, acadia14projects_71z, ba0e, 29bb, 9618, acadia14projects_365aj, ecaade2014_112k26, c0fc, dcf5, 9487, a7e3, 75b9, ecaade2014_041i10, 1e67, d4f5, 6be9, f9be, 3f22, 15fc, 27d7, c367, 960c, caadria2017_018p7, 98c1, d69f, b7b6, 0524, 4ad3, 35ea, 0f01, 7391, ecaade2013r_017w8, 0163, 8c60, aecf, b18a, 7ffa, 05f8, 8673, ecaade2015_94k19, db70, sigradi2015_11.8n23, 3fd2, a19b, acadia16_344e21, 56b2, b9a5, 24ca, 77fa, 39e0, 5902, d968, 4958, 4bf1, 8f87, 4103, 2e3d, d540, f9de, ecaade2016_152s41, 9b0e, 4fe9, be6c, 3c4b, caadria2017_009l4, sigradi2014_281b3, 12c7, ecaade2014_145m33, acadia16_362u22, 2267, 24de, acadia14_339ar, b330, 3858, 4ea9, 4109, 2b0d, fc81, 745a, 500f, ecaade2016_225j60, 1ea2, 80a7, 54af, 3a4e, 3142, 0efa, e346, 7f67, f578, d758, 5783, e783, 1f88, ed16, 5118, ecaade2015_94b19, 9a9a, fba6, 74a0, 86ca, 18e3, 6974, 65f6, sigradi2015_12.297l28, ec39, 1223, 9123, 9e72, 497c, ecaade2016_073h21, f72f, ecaade2015_196t42, 330a, 8bf8, c645, acadia15_407m17, 9d23, 3223, 8acb, c494, 3e2e, fc37, eb49, 4c97, ab44, 9410, ijac201412403w6, fe94, 2592, 43dd, f7eb, d4b8, 526a, sigradi2013_429k, 8460, 832d, 6e62, 3ac4, 1ae3, e3c9, 40d4, sigradi2014_330c7, db7d, sigradi2015_8.239d14, 17a2, ecaade2015_196z41, 1055, 6ca8, 80d5, acadia14_357ay, 212b, 541b, caadria2015_202x28, c91a, ijac201513101l1, 228d, ecaade2016_197f52, f247, 0f77, 8566, c79d, caadria2016_187v8, ascaad2014_029z7, 7d1e, 472b, ecaade2016_038i10, ecaade2015_15b2, a017, 6ff2, 2b81, c22a, 71cc, 2f39, 5eb9, f741, c82a, 6705, 563b, 24ec, acadia16_318j19, 9adb, e5f0, 700d, caadria2017_027v9, 8567, ijac201412305a2, 7f4c, f39c, sigradi2015_12.259b28, 6309, 0ed6, 72a9, 4f87, ecaade2015_268x58, f2a0, 1805, ecaade2015_175o37, afb1, 2229, f7fe, 33da, ecaade2015_81s15, bc46, acadia14projects_719o, 381a, 7791, acadia15_443y18, 3f27, ecaade2016_019n5, ef63, 6bd1, cf17, e170, ec40, 91f8, fbe5, 3f34, b730, ea7e, 5bbb, 567b, a905, 0076, 0aba, caadria2015_170t25, ead5, dbfd, acadia16_62c4, 9e6d, 3dc6, ecaade2016_210e54, 5a8f, ccb4, 14b5, aff5, d322, 4cb6, acadia14projects_655ah, acadia14projects_83ad, ae01, ea4a, 1d87, 1838, sigradi2013_294, ecaade2016_108x29, ecaade2015_314j68, 7ee4, 9342, caadria2016_229o10, ca34, 3e28, 6cab, 1569, ecaade2014_052w12, 40f3, b1bf, 3a10, acadia14projects_445ak, f1f8, 6d3f, ecaade2015_325e71, 9646, 54fb, 2b0f, 1c35, a587, 4ee5, sigradi2014_345o9, 9e26, e453, baa4, adbb, caadria2017_127c34, 0fcb, de98, 4509, b240, bcd8, f883, 2f06, 9811, 2c43, 7ad9, 67fa, f77b, e2f0, ijac201614309e6, 4687, 619e, dd90, ecaade2015_144e31, 8d1f, 609f, d602, caadria2015_114p17, 4184, 02d1, 9578, 7220, 11e4, 9523, 94f0, sigradi2013_117o, 6c6d, acadia14_671j, b86d, acadia15_57b2, 059d, ecaade2013r_004u3, ecaade2016_238o63, 74d3, ee5c, 334b, acadia14_579e, af55, 2469, 4b91, 1daa, ascaad2014_033x9, b0e3, a1c4, bbbb, acadia14_101ae, e067, 681d, c16f, abe2, 3e0a, 4561, deee, 028b, b3d3, cdc2, c80d, 54f8, b699, 7cb6, f101, b5f3, 9af5, 2a30, sigradi2014_151j3, 65fb, ecaade2015_139c30, f910, 2af2, 15dc, ffae, 864d, ijac201412203g2, 61e4, 6c66, 5f4c, 5e40, c9b1, f198, d80e, a0bc, c298, 4d8a, a66a, 4d1c, sigradi2015_8.264e14, 49be, 8f53, caadria2016_291v12, 5839, d357, c08f, 5b70, 2d30, d074, ecaade2014_070t16, 22c6, 67ac, 25ec, 73c6, c849, af28, 2dd2, 68d7, b1bc, 7441, ed51, 0d6c, f95a, e642, 4ffc, 31cd, e005, 57ed, 8732, b4d5, 6118, 460c, fb55, caadria2015_081r12, sigradi2013_400z, caadria2017_174h42, 9c07, acadia14projects_267g, 3bb2, 93c5, 38c5, 6d8a, f550, 8078, 7308, caadria2017_035y11, 1da8, ecaade2015_77x14, fdc6, d8f5, caadria2016_641m27, bf26, 1287, bbc7, ecaade2015_196f42, 123d, 85ec, 07f6, 6548, 99fe, 3747, bac6, 54fd, 6b9a, caadria2015_203f29, 2b6a, 4cbe, ecaade2015_227u49, 29f1, ae1d, 9733, 0fcc, ecaade2015_86h17, acadia14_479r, fa40, ascaad2014_024j5, 4df5, 3320, acadia14_549r, d620, acf6, 0ad8, 5c62, 30aa, 7dc6, 689d, acadia14projects_627at, ecaade2016_221r56, e242, 670c, acadia14_487g, 0cc0, dcf6, 7803, 5e08, b0e6, f42e, ecaade2014_113c27, 2751, a29a, f629, 8b35, 886f, 2d8d, sigradi2014_109h9, 989c, e5f9, 539f, 11fc, caadria2016_621w26, 8d81, 65fc, b1fa, caadria2017_023c9, caadria2016_871s37, 1f83, ee36, 39e8, acadia14_257ab, e85d, 4840, 942b, caadria2016_631j27, ecaade2016_042v11, 521d, 287d, caadria2015_124e20, 3f60, 78fe, 66fd, dd4c, caadria2017_028c10, ed9f, 428e, da37, 2243, ebc1, caadria2016_343p15, d850, a0f9, 96cb, fadf, 8759, 2046, 5039, d54a, 0dd9, ec6d, 3e90, 8239, ecaade2013r_018n9, 4629, ecaade2014_163c40, 715f, 0d74, d809, 5332, 53df, cf9e, 571e, 4f64, bebb, 2897, e976, ec6c, f220, f3c5, 222f, 3242, ecaade2015_158c33, ascaad2014_029b8, 5003, ascaad2014_006z3, 8a1f, ecaade2014_240u62, 813f, ccb5, ecaade2016_067l16, afc0, 10a1, 6538, 15f0, 1a52, 1030, 83cf, ae79, 5b63, f0db, 6b03, 0726, c92a, ecaade2014_120i27, 574f, 040c, eb60, a5e5, 5e1e, d143, 7ec7, 79db, 06eb, 15b2, 993d, 95a8, bfaf, 8cd4, 482c, cc68, b321, 526d, acadia14_661g, ecaade2014_138r30, 10bb, c4d3, c6e6, d1e3, 59d8, 9640, db7e, d71a, 01c3, 23d1, 08ba, 6067, b7ca, 220b, acadia14_473an, acadia14projects_63af, 6e02, ad1f, 85b5, b1b1, 2fd9, 74e5, bc17, ece8, 60e4, ijac201614105f5, eae3, 9d56, 2306, 4614, 1349, 4af0, c6f8, 89fa, sigradi2014_266d2, sigradi2014_159g4, ecaade2015_100o19, acadia15_407v17, 09d2, d2d4, a7ee, caadria2017_142u36, ae77, 3401, cb3d, db51, 2e8c, 69a3, deec, b184, d82a, 9bfb, 1d0a, 8c3d, ecaade2014_232z59, 4ac2, 7d62, sigradi2014_181v5, 4012, acbf, 2e40, 7b6b, caadria2016_167l7, 536d, b352, f7ae, d45a, caadria2015_016k3, 15ae, 6926, c920, aa40, sigradi2013_401i, 46ce, 21d9, caadria2017_124b33, 89e5, 2f9e, 5045, ecaade2014_024k7, fa9e, ae85, 0444, ba1e, fbfd, 1b78, sigradi2015_8.47g11, caadria2017_048l15, 23d4, 6699, 727b, 91c5, 2e99, 6de0, f006, 9d12, ijac201614105s5, 298f, 400b, 92d0, 5f82, 837b, 0a6d, 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c642, c737, acadia16_298h18, 186d, 9f92, 0b8a, c167, 6cca, 5d9b, ecaade2016_126o34, ecaade2015_118c24, e575, 665b, 4a78, ecaade2016_013j3, ecaade2014_080c19, acadia14_609af, acadia15_483s21, f473, 02e6, 09f8, 99a7, caadria2016_507k21, 2f3f, ecaade2014_052m12, acadia14_375n, 0c6c, 6db0, ecaade2015_301o65, caadria2015_096n15, 4e6c, e82d, acadia14_153f, ijac201614201j7, bfe9, 60db, caadria2017_107s28, eee5, 7c21, 848d, ecaade2015_143n30, 2ca3, 8acd, 2b99, a19f, 324a, a641, a41b, ef81, ijac201614306c4, 67bf, 22b9, ecaade2016_151k41, b1dd, 0335, 1b9c, c359, c893, 1d80, ijac201614303d2, e17f, ecaade2016_188n50, d039, caadria2015_070f9, 37ac, 8c7a, dce6, ecaade2016_110g30, ecaade2015_287k63, 3ceb, 1b57, 5b15, 0f22, adbf, ecaade2015_130y25, 24ef, ecaade2015_215i47, e84f, 7101, 155e, d88c, d39d, ecaade2016_021g6, 17c5, 482f, 64d6, 6217, 2938, c589, d62d, 872b, e7dd, caa5, ascaad2014_029r8, e815, ecaade2015_286x62, fc43, ecaade2015_293b64, a340, e0a5, 415f, 1336, ecaade2015_206x45, e380, caadria2015_209w31, c901, 05cd, 8e38, 3e93, 08dc, c6c2, fad5, caadria2017_021k8, 3d20, cd81, 0525, ecaade2016_094z25, 91f1, eb1e, ffeb, ff29, sigradi2013_234l, 60a1, 56fb, ecaade2015_37i7, 0423, 4d14, 2504, fd82, a817, 4f5a, 7d8f, 7d7f, 6b8f, 85fd, 1c08, ccaa, e354, 790f, 38cb, 06e0, sigradi2013_327p, eb03, a56b, 8682, 1e3e, f24f, 4e9f, 533d, sigradi2014_201i7, 8d53, 4a97, ecaade2016_222k57, 5769, e2c2, ecaade2014_072j17, 792c, 9762, 02f4, 1f7a, e894, 83bd, be5c, f29b, e8db, 0e92, 26a4, ecaade2016_018f5, dca4, 7041, 9164, ab8e, 4ae7, 3993, 1b3e, 5b29, 8765, 827b, caadria2017_107m28, a39e, sigradi2014_075f7, 8850, 95d5, c2c1, f924, ea2d, e961, cf18, ascaad2014_014d7, ba09, ecaade2016_224s59, 80e2, acadia14projects_619ah, sigradi2013_387b, 4536, d75f, 869e, caadria2016_229t10, 8958, 73b1, 01d5, dcfb, c055, 9c8a, 429d, ecaade2015_21p3, 5a4a, 1baf, dac4, 4dfc, 87a2, f0d6, 6faf, ecaade2015_144d31, sigradi2013_268f, b945, 41ea, 80f8, ascaad2014_018y1, ijac201412207g5, 4263, 3efc, 61c9, ijac201412401p3, 4b05, a88d, 9aa4, 78b3, ef25, a16f, db38, 559e, 7714, 0c91, ecaade2015_155v32, 451c, 1d2f, ecaade2016_073i21, sigradi2013_305, 089e, 5036, c9ea, 7168, acadia14_435az, cfb4, b8b7, 98cd, 26f4, acadia15_211x8, 73cb, da0f, c4de, sigradi2015_11.136y24, c66e, ecaade2014_186k47, af2b, 368c, edcd, ecaade2014_233k60, 11d6, caadria2017_145e38, 1f5a, 3d40, 9b5c, afd2, acadia15_243a10, acadia14_63ao, 9638, ecaade2015_296o64, acadia14_43ah, 6285, 0bdd, 3d78, e4f1, 2e64, sigradi2015_7.146a10, 971c, bf1b, 33ab, f03a, c957, caff, 52b9, 0ff1, eeee, ecaade2016_071w19, eb82, 91fa, 06f7, ea60, 9941, ijac201412201i1, ecaade2015_138x28, b5bd, deb4, 614d, 723e, cc5a, 8bd1, 8a18, 7368, 2b5d, 5cc7, 2680, 8a71, 8fd1, e5ec, ecaade2016_083b24, 818d, 197e, sigradi2015_11.136n24, 3b82, ecaade2016_068z17, 44ac, ecaade2014_016w3, ac61, 0023, 3373, 60f0, cb50, a2e7, sigradi2013_386o, ecaade2015_256b58, 22ec, 2742, d2e6, 7cec, 1a04, e1a5, 4ac0, ecaade2016_068w17, 0bcf, c553, 810d, a965, 2279, 647a, ijac201412305t2, 3049, sigradi2015_sp_2.112g29, 54a9, acadia14projects_177ae, 9937, sigradi2014_042p3, ecaade2016_230g62, cdb2, 68ae, 772c, dfb3, 8067, ecaade2015_170v35, ecaade2014_149f35, 7539, 6626, a893, 4c3c, 3439, c8ec, acadia14projects_691a, 8259, 4e4d, 3ac6, 03f6, 412a, 0caa, ce0c, 0f10, 6e67, 64b7, cc2f, 55c4, b61d, 904a, ijac201412304m1, 27d2, f8b5, 84f3, sigradi2013_212p, sigradi2015_11.34a24, ecaade2015_144c31, 8784, ecaade2015_273k60, ecaade2016_068k18, 5d0e, ecaade2014_052c13, e668, 42e7, sigradi2015_8.186m13, 54a0, 5d89, caadria2016_013p1, 4a00, 1e0a, 873a, 0514, 253c, e931, e161, 4fa7, acadia16_62e4, b0bb, acadia16_12u1, 0566, 5b22, 78d7, 2103, b963, acadia14_199ac, ecaade2015_200o43, 4e6e, 0c53, ijac201412408b2, edeb, 0bcc, e35b, e933, 1430, 4295, caadria2017_058g20, b35d, d537, 69b0, 3a3d, a74f, 5d8c, 5410, caadria2015_010w1, 9610, ijac201614306a4, 80ca, cb9c, 6cd9, ecaade2016_011d3, caadria2016_611o26, 52dd, 0520, acadia14projects_281ae, b1fd, 8d5e, 3ad9, ae1b, ijac201412402j5, 145c, acadia14_375l, 24d4, 1b44, f810, 578a, ecaade2016_224o59, b473, sigradi2014_045x3, c90f, 6447, bc1e, f5a0, caadria2015_067h8, 192b, fd44, 2120, 8999, c30f, 05ef, f494, b33c, 0ec1, 9bd7, 0567, 261c, caadria2016_157n6, 692d, 3c23, 37eb, 200e, 2bae, 6dfa, 1deb, 51ae, 292d, cce1, 7873, eca1, 57c6, ecaade2016_002a1, 388d, 97da, d2e1, 6575, acadia16_24u2, 6773, 9a75, 00d1, f373, ecaade2016_023z6, ecaade2014_192i49, acadia16_280m17, f079, ecaade2015_21o3, 018c, 6139, ecaade2015_113t21, ecaade2014_137a30, bba5, 0659, sigradi2014_041a3, 0b31, 2d07, 571b, b9aa, e578, 8b6a, 6dbd, ecaade2014_239o61, 73ad, 92bc, 64a3, sigradi2014_048t4, e9a5, 86e9, 02f5, e71e, 6770, 086f, 776c, 33f2, 0d07, 600d, 0361, 69c2, 1534, 4a05, bed0, 0942, e906, b97c, a355, 4686, fa58, 9250, e7ec, e93b, 6422, acadia16_72b5, c3a8, ec34, 82a7, 7a6e, c162, a4cc, c219, 7059, ef2a, cfc3, 59a4, 4689, 3536, 1006, 2228, ecaade2015_278r60, ed83, 19f6, 30e6, bf7d, 6821, 3bdf, 39a0, 1480, 0034, 0905, e5b4, 52e1, 15ea, 46e0, d13a, ecaade2014_060v14, d423, 6f3f, 08f6, 70db, d732, f1ab, 06e3, 6ef0, 9cae, a5a4, f775, dece, 1c1c, 39e6, 1511, 8d61, f61f, caadria2015_226w34, bd77, ecaade2014_016e4, cf6f, 7822, ae25, ecaade2014_104o23, 54cb, d4ae, 412d, c64a, ee26, a39b, 2e62, 918e, 6f87, 3a9c, caadria2017_131f35, ecaade2015_22u4, 13b3, 2352, 5a39, acadia14projects_33af, caadria2016_713d31, 79bf, 7c49, 1b40, 2fee, 7450, 3c67, caadria2015_122j19, 65b9, 1c04, caadria2017_016l6, 0df3, acadia14projects_719g, 6b60, 727c, a21a, a1f9, 7666, 7466, bfdf, 9df3, 5a16, 9cf9, dbb3, b975, 0994, 1ba3, ff15, bcbb, fda6, 1586, d464, 25df, cc5b, 7af3, 3a56, 1131, bb69, 98fe, 1ab9