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 ecaade2012_015
authors Schneider, Sven ; König, Reinhard
year 2012
title Exploring the Generative Potential of Isovist Fields: The Evolutionary Generation of Urban Layouts based on Isovist Field Properties
source Achten, Henri; Pavlicek, Jiri; Hulin, Jaroslav; Matejovska, Dana (eds.), Digital Physicality - Proceedings of the 30th eCAADe Conference - Volume 1 / ISBN 978-9-4912070-2-0, Czech Technical University in Prague, Faculty of Architecture (Czech Republic) 12-14 September 2012, pp. 355-363
wos WOS:000330322400036
summary Isovists and isovist fi elds can be used to numerically capture the visual properties of spatial confi gurations (e.g. fl oor plans or urban layouts). To a certain degree these properties allow one to make statements about how spaces affect people. The question that serves as the starting point of this study is to examine whether spatial confi gurations ca n generated on the basis of these properties. This question is explored using an experimental approach for the computer-based generation of two-dimensional urban layouts. The spatial arrangements of two-dimensional elements (building-footprints) within a given boundary is optimised in terms of the desired isovist fi eld properties by means of an evolutionary strategy. The paper presents the results of this optimisation and discusses the advantages of this method compared with pattern books as commonly used in architecture.
keywords Spatial Configuration; Generative Design; Evolutionary Strategy; Isovists; Visibility Based Design
series eCAADe
email sven.schneider@uni-weimar.de
full text file.pdf (965,456 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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acadia14_43an, 52be, 90fa, 0ca2, c1b3, caadria2016_589a25, 8f95, acadia15_211v8, 95bb, d571, f4a4, 375b, a16f, 4ff6, c26f, ba50, 5fe3, 8be8, 8642, 901f, e3cc, d83c, sigradi2015_sp_8.326s30, sigradi2014_289i4, 7f8a, 09b6, a22b, 2ce9, af42, 9ae2, 159c, ecaade2015_94d19, 9c77, d792, 650f, 58de, d958, ea6b, 7f8e, bdea, 8a6a, c6ce, caadria2017_124j33, 119b, 55b4, ef0a, c958, 7796, 6aa7, 4bb7, b9ef, b426, caadria2016_797m33, 6e85, 6914, 7af3, 25f3, sigradi2014_152s3, 9628, cfb2, 3801, 8375, 1dfc, 635c, 0a03, ca25, 4ce3, fccf, acadia15_161h6, 691f, 27c9, 575e, 4370, 6707, d76f, ce8c, 723a, cca9, f85f, 4995, 4854, ea32, 6ed8, abb6, d6c0, bd7c, 520f, ecaade2015_64c13, 39ca, acadia14_33ai, c214, d796, 69eb, 1631, 2ba7, 244d, 5612, caadria2016_115j5, 7f35, 118b, 768a, 9edc, acadia16_470i27, 7a17, 9efe, b261, 6153, de75, 25ca, c0b3, d225, 492b, a653, ecaade2015_21s3, 10b3, 6852, 2310, 1daf, 8f2f, 06ca, 7f69, ecaade2013r_003u2, acadia14projects_291e, dcca, 0ade, 9185, ecaade2015_230j52, 3db6, 1c3c, 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caadria2015_070v8, 4703, 86c0, 1461, ecaade2015_317r68, 49e0, 2e31, d566, 5989, 88d7, a9d9, 7cdb, caadria2015_206y29, caadria2017_096m26, 2ac1, acadia16_106v7, caadria2015_016g3, 92fa, 09eb, e0e5, dd12, 6dac, 2a1a, 6c32, 3896, 539d, ecaade2016_185y49, 6666, ascaad2016_022p8, ecaade2015_48i8, b89e, 3597, acadia15_185w6, a3cd, ccdc, 6081, 415a, ijac201412405k8, 864f, ce48, ecaade2014_157w38, 19a9, ecaade2015_284h61, ecaade2016_071n19, 17bf, 09b9, 9a8e, 3548, a162, caadria2017_105j28, sigradi2014_134a2, 14ae, f798, 824a, ecaade2015_138k29, 48e9, 6bf2, 75d2, 6d19, b1f1, 8a98, b0d7, ecaade2014_186x46, 234d, ecaade2016_091j25, ijac201614208i14, 0a63, 8f34, 2237, 44c8, edbf, ff25, 2898, d9a3, sigradi2014_345o9, d6a2, sigradi2014_282n3, 7b2f, ecaade2016_037c10, ecaade2016_ws-dheritages67, b567, fc93, c569, a26c, a83c, a4c2, ecaade2014_138t30, a4d7, ae20, 8e24, caadria2017_051d17, 0e33, e9df, 07bf, 6477, 8d96, c62a, fb1e, 7395, 92aa, sigradi2014_045e4, 9ba5, 1f20, sigradi2015_sp_8.6d30, 07f9, 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caadria2016_033z2, c79c, c047, b8c2, a679, 071f, 9eab, b339, 13d9, c7fc, 7522, fe65, 55cf, c7e0, b9e1, ascaad2016_018k7, 3809, 7e40, ee2d, 55b2, d24a, 7294, 5288, acadia14projects_357a, 021a, f011, acadia14projects_339ax, 4ff1, 360d, e895, a683, ecaade2015_118b24, ade9, 909f, e1db, 71c8, cc59, 40f3, f502, 9cad, acadia14_589k, 4071, caadria2017_081v24, 2405, caadria2016_851s36, eddb, b091, 3c88, ecaade2015_265p58, 8ac7, 0548, 9513, 1185, 386c, 32c3, e5cc, 0956, sigradi2014_074v6, 4c85, 6330, 5dbe, ecaade2014_225e58, 87ac, de8c, 7465, 870c, caadria2017_101f27, d43e, caadria2016_651f28, 19eb, f787, ece9, 16ad, 1b99, 954d, d1a9, fdf7, afe2, acadia16_106d8, ijac201412303g8, 2e9e, c196, acadia15_110g4, 33d6, 10b0, acadia14_125p, 0b5a, a01a, 5a3a, e3c4, 7c1b, ce9e, acadia14_619al, 3d57, e5f1, e6d9, 8738, 4e80, 08af, 6bb9, ecaade2014_044d11, b576, b9c6, 382f, 7d57, ecaade2016_129r35, 1d6e, caadria2016_851s35, e735, 7c36, 0274, ijac201412305r2, d222, 15f3, sigradi2013_387v, 1bcd, 55d6, b225, c1fa, ff4d, d507, 0088, 87bf, 501b, ecaade2016_243a65, 76de, e6dd, f853, 6aa0, ijac201513306d13, d90e, 6f95, ecaade2015_207d46, 9034, sigradi2013_401m, ijac201614408i5, 6f68, daec, 576f, b742, 812d, 2a48, beef, d2ec, 301b, 19b3, c64e, sigradi2014_074c6, ijac201412407y9, ecaade2015_227w49, 925a, ecaade2015_215l47, 3455, c061, 5c82, 35e7, d26c, ecaade2014_218o55, ijac201412301v5, 3f13, 7e7c, f7b1, cb45, a23d, 62ca, caadria2016_829f35, 0d9c, a582, fa94, 81fa, de26, 16a3, 0288, af94, 3b4e, 31c8, ecd7, d722, sigradi2015_1.320f1, 25ff, c3a0, caadria2015_130d22, ecaade2014_070n16, ecaade2016_018l5, c736, a08d, 9a26, a59e, 0873, 2c12, 4798, bfed, be93, ijac201614309f6, 40f5, 5991, 4353, 30c9, e0c9, 3b69, 237c, 1ed2, ecaade2015_248a57, a9e5, 16f5, e988, 9812, aa3f, 010b, 67a4, 4644, 6786, ecaade2015_138b27, ecaade2014_086u20, ecaade2015_92u18, 8bec, d4cb, acadia14projects_479j, c00f, 80e8, ecaade2016_136n38, ffe6, 3c84, c597, sigradi2013_285a, e6d0, sigradi2014_021s1, caadria2015_137k22, c98f, f3c2, c1ef, 5253, 5b45, 1381, ee40, 00cb, 68d8, 08c9, 1895, b582, ecaade2014_042k10, 2bfc, acadia14_479c, f744, d558, 46a5, cff8, 3f63, caadria2016_425c18, ecaade2015_64t13, 3d27, 30c7, 9266, 2e96, sigradi2014_079i7, 6f07, 4190, ebb2, ebec, 57df, 4f18, ecaade2016_013n3, ascaad2014_007i4, 30a7, fc04, 5cfa, e1ea, ecaade2016_158s43, 05d7, 6d96, sigradi2014_345c9, f097, 82ef, ecc6, 1a6f, d90c, a5c9, acadia16_140c10, a76d, 2545, 5617, 1fb5, f200, 5fe6, ijac201513302c10, sigradi2014_041g3, 6e99, eb28, 96e7, 10e0, f202, fd1c, a321, 9448, 859f, 2fe2, b2b0, 9e9b, b1c1, a57d, e214, 15fd, 2fa8, eb07, 9807, 2703, 55ad, 6301, dad6, ecaade2016_058w14, 8b22, ascaad2016_028u11, d9d0, 0b75, b2c2, e5f8, b09b, sigradi2015_11.166e26, caadria2015_190l28, 1abb, 86d4, 5359, c9f1, 033e, bbc2, b599, 4f41, 75d4, c0f2, 1274, 4a75, 22b1, a5ec, 6110, d05c, 75fe, ecaade2015_84y16, 984d, sigradi2015_3.65n2, 6352, 1fa4, a838, acadia14_531v, c715, 78b5, acadia15_263a11, c829, 9410, 79fd, acadia14_237ax, b660, 1dba, 650b, a6ec, 1c09, 5def, cc3a, de6d, cd7a, 3d48, 1f48, acadia14_135m, ee5e, e5a6, fa21, ecaade2015_195h41, acadia14projects_661c, b2ab, 827c, e962, ijac201614201d6, ascaad2014_004o2, e348, 2ce7, a6ae, 72df, 9eae, 0d66, d61c, f216, ecaade2015_138t27, 1739, ecaade2016_113x30, ecaade2013r_003s2, 910e, 0dc9, 2633, 09ab, acadia14projects_145w, eab2, 8cac, 99ff, c29f, 94c6, e4bb, acadia15_431s18, 5450, e16e, f4bc, ecaf, 8393, 6e3f, 83d6, 1773, 57cd, e079, 0dc7, 3829, ccc1, 9f16, 5f93, ecaade2016_113c31, d2f5, 9c47, d3b6, 2148, fdfa, 1567, 3806, 06ce, f2bf, ecaade2016_013j3, d227, 2668, 54f6, 2238, 4c5e, ecaade2016_072m20, acadia15_469n20, acadia16_372c23, b798, c71c, f1bc, b5ae, a5ed, 0e3d, ijac201614301c1, 2620, 6d90, e1ce, caadria2017_017l7, dc63, e97c, d2cf, c8bd, 2ac4, 36a3, c07b, ascaad2014_023t4, 3a79, fcf2, aba3, 93c7, 9bf5, 0491, 0cc3, 67ce, 37bc, 0bfe, ea64, fe83, 7609, 8b8e, ijac201412302j7, 2fd3, d56f, 9b08, 136a, 7603, sigradi2015_4.219c7, 1d92, 9709, 8d6d, 9b5c, 04bc, ijac201614309p6, 7e0d, 2a77, e591, ecaade2014_224p56, f5ac, 21f6, 2fb1, 6597, acadia15_371n16, b361, 919e, ec2d, ascaad2016_038i14, c9d5, sigradi2014_345g10, ascaad2014_003z1, c905, 56f3, 2618, d182, ebc8, ascaad2016_020x7, cfdb, 99fb, 29f8, 0a2b, 9a75, 7150, 8b45, 88c4, acadia15_223g9, 0f15, ecaade2015_284z61, 6846, 4a2e, acadia14_473af, caadria2017_021m8, 4f80, 8194, 07e3, d6ad, ecaade2014_072w17, 49bc, 7a3b, caadria2017_175e43, 06a3, b700, 0c2f, b9df, bc0e, f4ba, 946a, f17a, f8ae, 39dc, 193c, 9280, acadia14_549v, abfb, 546a, e957, 5d5b, 3e86, d5b9, caadria2016_167n7, 3fd9, acca, 1132, ad7b, 59ce, acadia15_323r12, 32f8, e8b7, 2865, c2f1, d944, a12a, b07c, ded8, 42cc, 5655, sigradi2014_281h3, 6ea4, 3ec6, 1232, ecaade2014_044i11, ac60, 8852, 51a8, fbc4, 5111, 0275, acadia14_555l, 9c54, 2943, sigradi2014_186g6, ecaade2016_139g39, 84cf, 9015, ecaade2016_213o54, caadria2016_477v19, 6f75, f8fa, 00d5, 989c, 9962, caadria2017_174x42, c575, 09d4, 8dc0, ee47, ascaad2014_024u5, 14b4, 4b79, 269c, e62a, 96d8, 45c5, ecaade2014_057m14, 758c, 27ed, 0f74, b948, caadria2016_851h36, 7ae7, c7ed, f282, e9f6, 4e8b, df69, e898, dd14, e7fa, a464, sigradi2013_74c, fc58, d02c, 927c, ad4a, ascaad2014_024d6, ijac201513103t2, 9f34, fbbc, ascaad2014_033c1, 5fe0, ecaade2015_246z55, ijac201513201m5, 81bc, ecaade2014_180b45, d532, sigradi2013_387u, d8c7, de93, ijac201412301m5, a4f7, c665, 3303, 46cf, 2048, 80e1, caadria2017_009y4, 6c96, 0e37, sigradi2015_3.209d4, d7c5, sigradi2013_267c, f195, sigradi2014_213m7, 0c61, 2923, sigradi2015_7.203j10, 77e2, 2427, e9e6, 5de2, ijac201412408a3, acadia16_470d27, d540, 90d0, e979, 743b, f156, f760, 5540, d3ee, a505, e428, 9e35, 2e2b, cdd0, aab5, e0b6, ce61, caadria2017_149l39, 96bc, 4a2f, 5dbb, e3cb, 5a2d, 8d93, 820b, 0fbb, caadria2016_517f22, 0fa2, 943d, bad8, ijac201614404a3, c328, 5900, acadia14_619w, 773b, ecaade2016_095b26, dc8a, 9b5d, d04e, ff5a, 1bf5, 98bb, ecaade2015_284o61, ecaade2016_185b50, dc0c, 604b, 925b, bd27, 8236, fde2, ac1d, 1054, sigradi2015_3.111f3, acadia16_130k9, sigradi2013_32n, 4422, acadia14_23w, caadria2017_129x34, 0a05, 7cac, 874d, ijac201614203g9, b8c3, 33f2, ecaade2015_127s24, c140, ac6d, ecaade2016_018w4, ecaade2016_140i39, 084f, dd7e, 6a52, a7af, caadria2015_202w28, ecaade2014_233f60, e767, b9d6, ddb1, d8a9, 9f9d, ascaad2016_002i1, 1d0d, 9961, 0c4b, b0cc, acadia16_344j21, c37d, 78a9, 1983, 06db, 57c0, 432f, 94a0, ba3e, ecaade2016_217m55, e179, 3ba6, 35c1, bc98, 2f54, b33b, 525f, cfd1, 33c5, 50fc, a1df, 8efb, acadia16_174b12, dc3e, ecaade2014_156i38, eea9, 6d94, ascaad2014_022h4, b390, 96e1, ecaade2016_071u18, 4d9d, sigradi2015_11.142a25, b462, 62e3, 3bce, ecaade2014_194o49, acadia15_110u3, 4986, 7848, 6f01, 4ca3, caadria2017_165z41, 2a69, fcf8, 3253, 2378, ad9d, ecaade2016_118d32, 40c6, 68c6, 7abe, 95e4, 06fc, 2afe, 0759, ijac201513104h3, 512f, ecaade2015_130x25, acadia16_394j24, 2f39, 72d2, f8eb, 38b0, 7187, ecaade2014_112i26, ecaade2015_196u41, f19e, 8ea7, 95d0, sigradi2015_11.165o25, ae1b, c3ec, 4b77, 1e22, sigradi2014_037z2, a361, 5912, ebf5, 165b, 6969, 9e4a, ecaade2016_165z46, 894a, 09d2, dd89, ac48, 8c76, 5fb2, e2bb, 9f27, 606e, c317, 9abe, ecaade2016_191g51, acadia16_88h6, a24d, 365b, c5bf, f998, 74ae, f496, 935d, 6cdc, 05c1, feed, d339, 0ee8, e734, 4ef1, ecaade2016_203l53, ecaade2015_25g5, 6b8f, f49e, 492c, 9e47, 8fb7, ecaade2016_193v51, 6609, 3e3c, 4a84, 292d, ecaade2015_185r39, 9c74, cb77, 4cd9, adfa, 1f4a, 7a5f, f0d2, 67b3, 18c4, 967c, 69d6, sigradi2014_265o1, ascaad2014_035p1, caadria2017_165m41, b941, abca, ecaade2014_130z28, d7f8, 4f12, 567d, 6b1d, f052, acadia14projects_189au, 0e18, 82e1, 5c3c, be77, 4344, 9e1f, 2964, a650, 2110, 39c5, a297, ac0e, caadria2017_048v15, 6203, d7bc, ee00, 09cf, 9de0, ijac201412203c2, b574, 8b7f, 8f26, 1215, df80, 18b2, 61b3, 68f1, 4b13, 5f21, 8e44, ecaade2015_38o7, d984, 2511, ecaade2015_38t7, caadria2015_164a25, d457, 9219, 6aad, 9165, 68f6, 6dee, b067, 8197, 23a3, 3495, 9599, c084, 4ec0, 96b9, 9e51, sigradi2013_313n, 5e75, ecaade2015_287k63, 5409, 60e8, f140, 0eb0, 895d, e254, 618a, 60fc, 836a, b6bf, 6b7b, 94af, fbfe, bbf3, 4e4e, 60fe, 8f75, 4961, eceb, 5bba, 9dc4, 7624, aef4, 5271, aac0, f0b3, 920d, ad72, ecaade2015_177y37, 6f2b, 91ac, 79f9, 4385, 3190, b279, d489, aac4, 16e7, 96c4, 3316, a279, 6553, 498b, sigradi2013_271l, 32fc, 1bb5, dba5, ecaade2014_173a43, fe73, c461, 7d0d, ijac201513205y7, 3587, ac7b, fd56, ba6e, 86a4, sigradi2015_3.370x5, a49e, ab7e, 0bb8, a7b6, 409f, ff64, 5cff, 9e10, acadia16_44m3, b471, cd5c, 58d5, a874, d907, c015, 2b59, acadia16_394g24, ijac201614308a6, acadia16_432u25, 17fe, 5230, 9701, 3649, e709, 5228, ecaade2015_53c9, 87b2, ecaade2015_317v68, ecaade2014_230p59, 0b46, fab6, acadia14projects_445aa, 52ce, 06c1, bf9d, 5b98, ac16, a05e, bd28, 08a9, ecaade2015_101g20, 2740, c182, b9f4, 8d48, f92a, ijac201513101i1, e2c8, 4821, 0caa, 8037, 9989, 479f, 8bbb, a068, c756, 0ae0, caadria2015_142n23, 1d67, 5a92, ee6d, 6434, ascaad2014_012c6, 316c, a737, edc1, bf6d, bb06, c898, fb92, sigradi2015_10.377v22, 31cf, ecaade2016_007b2, c9c2, 39f4, b563, 29b8, 7837, 647a, 2a50, 2e9a, d22b, 3b2e, d039, fcf4, 3ca7, sigradi2015_8.328n15, 4d94, 44e3, ijac201614202n7, 3a10, fc36, 8b7b, 4f8c, 2cb1, d9c0, f083, ecaade2016_170o48, f97a, 451a, b38e, 55f4, a75c, 434d, 97fa, acadia14_637ae, b788, 5459, 751a, 29bc, caadria2015_087p13, 26b5, ecaade2015_143p30, 7502, e5d4, a95c, 3c21, ijac201614302y1, f099, 055a, 717c, 8f98, 1b22, c908, 8910, e064, ascaad2016_012o5, 2ce1, 4159, 3d5e, edff, 8f50, 5765, caadria2017_085d25, 5522, 56f6, 6500, 2910, ecaade2016_144e40, 10b1, 2c61, 230d, 25c3, acadia16_214z13, c51e, a706, c2f4, 9d38, d0c1, 1d98, a049, 7995, 6699, a595, acadia14_291ay, ijac201412201h1, dc45, b8da, bb9b, c4d1, f7ac, 2a1c, 2dcd, 5f61, ecaade2015_325d71, c4f4, 6a1f, a85e, b93a, 1007, 7444, 721e, 0d75, de25, 3b0d, c1c7, ca8d, d2bc, ffb5, 5b2e, c766, caadria2017_069w21, 733f, acadia14_339ad, ascaad2016_019t7, 3491, ascaad2016_009p4, 0864, 56d5, ijac201614308c5, b001, ecaade2015_205d45, 5c06, dbcd, 13b6, e1c7, ecaade2016_ws-dheritaget67, 4606, 98e1, 3b30, 5ea0, f821, 62da, f9e8, 49f9, ca51, ascaad2014_034m1, b6cb, 9376, cefe, 1a6e, 34d2, 5ae6, 983d, 0b7e, d06d, e5ee, 195c, c513, 23e2, 8a57, 8b4c, e03b, cdf5, db17, c2ef, 25a5, 6a66, 95db, caadria2015_087y13, 0451, d7cc, 9954, ecaade2016_129y35, 5bbe, cdfe, caadria2017_030x10, 8af0, 7382, ascaad2014_016e9, 3488, 36c7, 133a, 1a0a, ascaad2016_058h23, bc82, b834, ecaade2014_145k33, 3493, ecaade2016_068v17, b779, a8dc, 3eca, 875e, d4a7, caadria2016_209b10, 575b, bc1a, a399, c8b2, cc98, 09e1, 89fa, 6997, d038, 1e03, c389, ef73, b69e, a5ba, 9501, e8a1, ecaade2015_86i17, 0dac, 3d10, 7000, 53ec, 97ed, ijac201614309l6, caadria2017_037a12, 71cd, ef6b, 4c8b, 4088, caadria2015_077a11, ecaade2016_089c25, a6c7, 60eb, ascaad2016_050a21, sigradi2013_135g, 0b47, c437, caadria2016_271y11, 20a9, 8013, f056, 60ab, 31d8, bce4, 80c7, 73f9, bab5, a525, 7b4b, 6160, 372d, 39d6, 6b40, 1f21, 2fd0, c269, d355, d371, 3782, b35d, ijac201513206y8, acadia16_478g28, 703f, 3f7c, 27c6, e279, 4988, ecaade2016_bkoh65, 5adc, 690c, 9e7c, e4d2, c0cd, f5bc, cd76, a843, bc7a, d733, ea95, c4f6, ecaade2014_010h1, caadria2017_035y11, acadia14projects_63au, ecaade2016_077p22, cc8f, 7c87, 9650, 8417, 6aea, 9c15, 1595, sigradi2014_036t2, 833f, 658b, 6143, 0db7, caadria2015_102b16, f99f, acadia16_140y10, 6fc1, e51a, 9434, 2fcc, ijac201513206e9, 0668, d342, 63f4, c05b, f6de, 6494, 238f, ebe7, acadia15_137j5, 2046, 4e35, dd52, 7229, e239, 607d, 2bb6, acadia15_343g15, 9059, 2952, 3489, 80f0, c56f, 7f1a, cba6, caadria2017_054h18, a38f, bca8, 56a5, b3f2, ecaade2014_019d5, 872f, 0048, f34c, d45f, ascaad2014_014j7, 0ecc, c7bf, 01fc, 7c09, 5fa2, 85d1, d4eb, acadia16_344u20, ae7f, 1358, e24e, ad18, e3b8, 9ea4, abbd, 5c6b, 0540, c6bc, a69b, d1cc, 2a42, caadria2017_129y34, 5ad1, bccd, 8c2c, 6526, e833, e92d, ecaade2014_088j21, 972c, 4d68, d586, 2892, 5a39, acadia15_431u18, 4539, e0c3, 44b4, 39f1, b598, 8ff5, 719e, c420, c367, df07, f907, 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caadria2017_142y36, 5454, a4a5, 5286, f289, 8127, 458e, b330, bb95, 4146, 2233, acadia14projects_671n, caadria2017_182n43, eb38, 22c0, 5874, b6d0, acadia15_243e10, caadria2017_067r21, 4fd4, 8b73, 5f88, 364d, 0e9e, 3e28, 973e, 6be3, c040, acadia14projects_389f, c14a, 2d74, 8ba8, 71e7, sigradi2013_366a, 9fec, b7ab, acadia14_609at, 0260, 7a1b, 57f4, 0d84, 3d82, 63a3, 41dc, afc3, f51c, 29c7, 3b17, caadria2015_065y7, f9f3, 7c4b, f54e, 1b59, 155b, ecaade2014_157h39, 8421, acadia15_357y15, aefb, 257e, 0b77, ecaade2015_248u56, caadria2017_136m36, a0d0, 3c3e, 397b, caadria2016_787e33, 15b0, fe29, 11b2, c92e, ascaad2014_014n7, 8a09, ecaade2015_55d10, acadia15_469l20, 1a3e, ijac201412205h4, 542c, sigradi2014_197u6, caadria2017_107o28, 4fc8, ca6b, caadria2017_145y37, ff30, 1032, 735c, f686, 87dd, acadia16_478t27, bdec, 9b6a, 5b3e, 0c0b, 268e, 1fbc, d08d, 921d, 2f00, ijac201614302t1, f403, ecaade2015_241f55, bfa1, c2e9, dfce, 128b, de6f, 37ce, 1313, 0de9, 0142, c280, 00c0, c0a3, 5243, 075d, 44dc, 25f2, ac6b, 68a9, 5ece, 85cc, 69e9, 0967, b93e, acadia14_153ak, 0c8f, fef0, sigradi2014_313s5, 6550, 6cfb, f490, a637, 400a, 521d, cde5, acadia14projects_627h, 35cc, 7263, e9bc, c141, f0eb, 4c6e, d21e, ccf0, caadria2016_601g25, 5ef9, sigradi2013_327r, 7960, 065f, abc7, 2ec4, 750d, d07c, e6de, 6314, ecaade2014_010s1, 8d60, ff52, 844f, abef, cf38, fa04, acadia15_232m9, 0684, ecaade2015_53p9, sigradi2013_280r, 270d, abbe, 2052, 90b2, 82f9, 795c, 2a4b, b193, 494a, 4aa3, ecaade2015_287m63, 326b, da26, 01e7, acadia15_311i12, a86d, 156a, 7163, d229, ffa6, 690a, 480c, 8816, d768, be1f, 40c1, ecaade2013r_012r7, ecaade2014_149f34, 4911, 172d, f10a, 1afd, 89d5, acadia14_125ae, 281b, eea2, 92fc, ascaad2016_011g5, caadria2016_507n21, 09b7, 4c8c, a15d, ijac201513304w11, af81, 2d55, aba1, e78a, acadia14projects_247u, 02fb, 4763, ecaade2014_194z49, fe2b, 012a, c8b7, e188, 6749, ecaade2015_92m18, 7dcb, d73b, ecaade2014_186c47, 1f77, 99b8, sigradi2014_201f7, 22a5, 96f7, ded6, sigradi2015_3.209f4, cc6a, e992, 8fd0, bbae, fe94, a81c, df58, ff8b, 93f0, bb7d, 754f, ecaade2015_169d35, ecaade2014_089y21, b5dc, 09a1, f72a, 1691, 91ff, b6fd, 1c22, ab96, ecaade2016_096r26, 8711, f039, 5d17, a992, 2c06, 85ac, 1b06, e095, ascaad2016_056g22, 82f7, acadia14projects_23w, c5d1, 8693, 1d07, acadia14projects_681al, 04da, 564c, cb4d, 89b3, 1b50, 75c4, 858e, a262, 42fe, ijac201614104g4, ijac201614405u3, a5a8, b48d, 02bf, ecaade2014_044e11, adef, 8731, 8528, 159b, 427b, f7a2, 0f24, sigradi2015_11.71h24, ecaade2014_140t31, 24e9, 4fe4, caadria2016_549t23, a337, aef7, 6861, ascaad2014_018w1, 0dda, 0f0d, 7a67, ijac201412405b9, 219a, 000a, dec0, ecaade2015_193f40, 1505, ecaade2016_162e45, 1860, 426c, e526, 2eb7, 2cf5, 7d14, 95f1, ascaad2016_013w5, 9d25, ba26, 988b, 8633, caadria2015_185i27, caadria2017_132u35, 6aee, 5abe, 6207, 6d98, 68f7, 5f71, 9528, e919, b550, ijac201614207s11, b6e9, 7ac3, ascaad2016_035x13, 5edd, 7fbf, a489, 2bd8, acadia14_63aa, 0b98, 5a00, a896, ecaade2016_025a7, 280a, bf08, bfee, 57f9, 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ijac201412301l5, ce18, 85dd, 6259, fd40, 41f4, 6ad3, caadria2017_027l9, cb3b, 040a, 9f7e, 469b, e761, acadia14projects_601af, 0e40, a48f, d7f4, f6a7, 0120, 6dd8, ae42, 91ca, ad2d, 65f8, 3444, a584, 0980, 4b32, b311, 1128, 8479, 8cfe, 016d, d59c, acadia14_609al, c085, ecaade2016_015a4, 18f0, 643a, ascaad2016_035o13, 2654, 1187, 4df8, 243f, 71d0, 2411, caadria2016_579m24, 9348, d17a, d0eb, ecaade2014_084y19, 999d, ca6d, cddb, acadia14_699b, e251, 5d97, ijac201412206t4, 303a, 704f, 80df, acadia14projects_549t, sigradi2013_244m, cca0, 4b98, 9b3f, 35ce, b951, 7d98, efdb, ecaade2016_bkol65, ecaade2016_016f4, 57fd, e63e, 0626, ceb1, a196, 35ee, 809f, fc28, 8fee, 5fcf, 5400, 6507, 257f, 1cfc, e88a, df82, aac3, 86f1, 9a44, 5f8b, ijac201614407s4, 56b1, e16a, sigradi2013_52i, 7fca, b424, df42, 84e8, a62b, 7b50, 8d58, 6a7c, aef6, 0909, 1b4a, a283, 97cd, 839f, 21d6, 5b82, caadria2015_108t16, a263, dade, e1d8, 106b, ecaade2014_186y46, 8a42, c435, ecaade2016_224y59, e4b5, d238, b5ea, 6414, sigradi2015_11.165v25, ecaade2015_194n40, ascaad2016_004k2, cb31, 377b, 8e74, 66d4, 0cb4, 2828, 1d53, 7d61, 7cdf, 1400, 33cc, 39de, caadria2016_259t11, 8304, 796c, d943, ijac201614105t5, 3552, ecaade2015_314j68, ccec, d548, cf20, e189, 6b27, b3e7, 0f6e, 174b, acf0, acadia16_116v8, ecaade2015_164s34, 8a2a, ecaade2015_55w9, 2734, a9e8, 59ca, 8c28, e44d, 3dd9, d042, 222b, c5bc, 4b4b, 875f, ijac201614303r2, 0dfe, 0c76, 2da1, ecaade2016_243r64, ecaade2014_108f24, 6c24, cdd8, 6dfb, c39b, 9f21, sigradi2015_8.264s14, c851, d0aa, cbb4, dd9c, 1828, 5b02, 0c8b, 71f0, 4215, ea2e, f27d, d299, 34c8, 22c3, 5910, a6ff, df49, acadia15_333v13, 6c78, 5276, 4952, 4363, 76d0, acadia14projects_339an, 2f6c, ecaade2015_320l70, fe38, 9bde, sigradi2014_265z1, 21ab, 760d, ff08, e048, 4b06, 05db, e586, daa4, sigradi2015_10.220f20, 3ca3, ecaade2015_138l29, 657a, 65c1, 4de6, 2ccd, ecaade2015_221w48, 1ddd, 33ac, a973, 85cf, f8f0, f2bb, f7e5, 2889, 8f8d, 441d, c889, dd32, 291e, 93ea, 7900, caadria2017_163z40, 99eb, f7ed, sigradi2014_330j7, 3668, 4abb, 9488, 8833, ca16, ascaad2014_033b1, 269f, 613f, 36ae, 6a6d, 1df1, 6f27, sigradi2015_8.339y15, ecaade2015_100a20, 0fe4, ijac201513206c9, 015d, 62c6, f248, 3985, 3380, dde5, 9175, 1ab0, 9b82, 5ff5, acadia16_414a25, ijac201412203w1, acadia15_483v21, ee92, dc88, d6d5, ecaade2015_233z52, ecaade2014_237x60, 01a3, 2d99, 7808, bba1, f1c2, 4c97, 7787, 2f2f, ijac201412304z1, f5aa, 399e, 3477, ed4f, sigradi2014_114k9, 24b7, ab2e, ecaade2015_227o50, 5baa, f394, ascaad2016_045g18, f435, a598, f3e1, aefa, 839a, 8281, e3d8, 9a01, 2bab, 5768, b1b4, ijac201513304b12, 2cb7, f474, acadia15_57t1, 1ddf, 367d, 93a9, 877d, caadria2016_871s37, ecaade2015_171c36, 4b8d, be50, 2d8f, 8a69, 808d, bf35, de5a, ascaad2014_005b3, ef01, fa27, d72c, 607e, c153, ecaade2016_048w13, 47fe, ddeb, 278f, b299, 3787, 330e, 741e, ecaade2015_225g49, cc92, d1b4, b718, 4488, 0074, 535f, b1f8, cdf0, 4c4e, 0c02, ae36, dea0, acadia16_24r2, acadia14_375o, 6d04, caadria2017_190p45, 0694, f5d9, 94e7, 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8645, e58b, c3ba, 37d2, 2549, sigradi2015_8.27m10, 4b7e, a303, 869b, 9be6, 629b, a4e4, sigradi2014_192p6, 08d2, 3dc7, 4b18, 788a, 94dc, 5d84, b99e, dc2e, a72f, c472, 2f50, 57d0, a423, 0c59, e2ee, 5827, a98c, 94f7, 627e, 4640, f977, caadria2016_703g30, da58, 5cda, b838, ac52, 0535, ab87, sigradi2015_8.186u12, ijac201412204u2, b2f0, 8380, 5c97, caadria2015_054k6, ecaade2016_225x60, 7f1b, aa0e, e0c2, fdfe, acadia14projects_199ae, 3615, 0ab6, 3bfb, e92f, 4950, bff3, 323c, 2ed4, 8695, b53d, fe95, b268, 1e7f, ijac201412304l1, e87b, 0921, acadia15_263b11, 7f83, b2de, ae3d, f24b, 5c30, ecaade2014_057d14, 8b98, dc8d, ecaade2016_163e46, eb00, 9a5e, 8fa0, 3e02, 5d3b, acadia14projects_177x, a9fb, ecaade2015_304g67, ebcc, ec3f, 1586, acadia16_62m4, e382, eec2, 2c81, ecaade2015_11g1, 0551, ijac201614101g1, 14fa, 42d1, 6dd4, dea9, 1614, caa4, c0c3, 3149, 91fa, f796, 91a7, 281e, b6b2, ecaade2014_140y31, b881, f525, ecaade2015_53f9, b7d8, ecaade2016_132j37, ecaade2016_158u43, 2ef5, 91f2, ascaad2016_045i18, e6ca, 1d81, 6f8a, bcab, ecaade2016_213l54, 25d9, b6b4, 6a26, caadria2017_027n9, 73d8, ecaade2015_127y24, ce49, ascaad2016_058d23, e818, acadia14_427ar, ccb8, caadria2015_206k30, a852, 59da, 6700, caadria2015_137l22, 841e, 49ce, 0e5f, e822, 6d70, caadria2017_113e30, 315e, 79b8, c929, ecaade2016_152p41, acadia14_473al, ce92, ecaade2014_023d6, acadia14_63ao, 32db, 1385, 4d55, 92db, 11e0, 983a, aba0, ijac201412303e9, 94ca, ecaade2015_318y69, 5b59, 0775, f4f8, e466, e3e5, 225d, 7c28, acadia16_106i8, c67f, 5c6c, f115, caadria2017_183e44, 45c2, f3a5, 0753, 6151, 4b40, 8f2c, b3d1, e11e, 9762, 789e, 0698, 2d5c, 0665, 8e5d, d1cf, fbb5, 70fe, 27e6, b638, ecaade2016_147x40, 347c, 2072, a928, bfbc, 74a9, 4cb0, 1486, b794, 60c3, 76ad, 3539, a064, c323, c990, 8466, 889a, 863d, acadia14_517s, fc71, ijac201513105d4, 3ed1, f878, 185b, 3fbc, e8d5, 6e47, d02e, f211, 3e58, fc8b, 278d, 7a73, 7065, 1100, ecaade2014_204w52, 6fc7, sigradi2013_295b, dcd2, d5f6, acadia14_531u, d6b9, d515, 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ee50, b57c, 8a65, 7159, 8153, d6ed, ijac201412408e3, caadria2015_032u4, bc2e, bda6, f10e, 25e7, 3ccb, 17ca, 2e29, ecaade2016_129f36, ecaade2016_140o39, bcb2, e276, ecb8, bdc8, d6bc, 5b36, defd, abb4, b991, eb14, 4ff0, d24f, be5a, 72fb, 1640, eb22, 5d45, caadria2016_095v4, 0a0b, sigradi2015_10.309i22, ecaade2015_195l41, 2b5a, ecaade2014_023x6, 93b8, ascaad2016_038o14, e2bf, d230, 4532, 596b, 68a2, 7086, acadia15_263w10, acadia14projects_463as, ecaade2014_111e25, 3f49, 2faa, 006f, ecaade2015_181l39, ecaade2014_029d8, 2dfd, 4bc0, ecaade2014_202r52, b970, c47f, 1eca, 9b4b, caadria2017_074r23, 8cf4, b99b, 019e, ijac201412301s6, de7e, c545, 39ab, a317, b183, ecec, 9fbc, 51ea, ecaade2015_285t62, 542d, sigradi2014_271n2, cd7b, ae57, sigradi2013_326g, bfb1, ijac201412402e5, 08f8, a4b1, 3948, f9db, ijac201614208r12, 47e3, 5915, 9d14, 8bca, d8f7, 28e6, cdb2, caadria2015_203l29, 123b, ebf3, 38c4, 8f8b, 0959, 3354, 7999, 01bb, 4eb3, ae16, c287, 0b18, bf57, 139a, a1a0, fd55, 5b4a, e568, 711d, 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9302, e0ab, 59a8, b8eb, acadia14_167z, 63bf, c525, 9d11, db0d, ecaade2015_202o44, 544e, f84f, f999, bcd9, 1c72, ecaade2015_196p42, 4a9c, 2700, b221, bb7e, 7f3e, sigradi2013_100d, 7027, 7a74, 5105, 49b7, 23f4, bbeb, a2bc, e35e, 973a, db8e, caadria2016_095z4, 798a, 171e, 5c95, acadia15_137b5, 7878, 259b, caadria2017_047d15, fe9e, d568, 2f8b, e852, 8634, f50a, 275d, 5c7f, 7a48, acadia14projects_23y, 6b3a, cecb, 4be2, 7175, b9b4, ecaade2016_036j9, 58f4, 132c, 38ca, 4acc, 3487, 2076, 5da6, b467, a68c, d63d, 1cd6, caadria2017_110g29, sigradi2013_366, d1d3, ascaad2014_024i5, caadria2017_056y18, d4f2, 8709, e007, 73dc, 896d, f28a, 28dc, ijac201614208l13, ascaad2016_004i2, 7a12, 91b8, 3eff, f04b, 735a, 3dc1, b1eb, ca98, 4288, 2d15, 3427, 3320, a8c1, ecaade2014_079x18, a60f, 9048, 1319, c48e, 7f5b, caadria2016_559x23, c28a, ecaade2015_229h51, 434c, 266c, 3c68, 16d8, 0246, ijac201412204o3, b4b8, 87d4, cd81, a112, 348a, ijac201513104f3, ded3, ascaad2016_004g2, 7a77, sigradi2014_345f8, 56fd, 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aa18, 04c8, 8584, e57a, ba02, b812, 6e66, 1058, aedd, 0d2b, sigradi2015_3.111i3, cd97, acadia14_479ax, 5b4e, a77f, 1a91, 5e79, 91e9, f1ca, f8e4, d7b8, 64a0, 367f, 73ab, 1495, 3a9a, ecaade2015_87w17, f190, d2a4, 1174, 8bfe, 03ea, 7a78, 9b34, ijac201513303l11, adf5, e0a7, c54f, f823, 2c18, sigradi2014_042r3, f9ca, ecaade2014_127o28, caadria2015_185n27, 5360, 35d4, 9959, 7094, a388, 389f, fdf3, 2d66, 210d, 2baf, 8639, 72ed, 729a, a9af, ecaade2014_084a20, 0f5f, a646, ecaade2014_019g5, 4c05, 40ed, b706, bf51, ed0a, ecaade2014_010d1, b7ba, 79d8, 3ba5, caadria2015_210l32, bc8d, d870, ecaade2015_194s40, 4486, 17a9, 15c4, acadia14projects_719b, d766, ef06, eafe, cc3b, bbcf, ecaade2015_28x5, ecaade2015_280e61, 3475, 30ae, ca66, e676, ijac201614306z3, 151a, acadia16_72h5, fd31, 4da2, 5739, efb0, ecaade2016_011t2, ijac201412304z9, acadia14projects_63aw, 48f8, 3fb8, a019, 6237, 05d1, a225, e02a, d034, ijac201412306y2, 723f, c48d, bd58, 60f4, 4bdd, ijac201412204n2, 7b97, 32d7, 09e2, ed12, 1374, 40b9, ecaade2016_154x42, feba, 85b6, 3cff, ae39, 68f2, c73a, 0fd2, 7314, a75e, 399b, aa69, caadria2017_003s1, d36e, 4e04, a226, ecaade2016_110i30, 5170, a0a3, 3624, sigradi2013_74, 0de4, bf71, 6365, aaca, 844e, caadria2015_218s33, caadria2015_170t25, caadria2017_163n40, 49f0, 2dec, 6e96, 1529, 747f, 5fbb, 2993, ecaade2016_tkor66, 1a0b, 5dd8, 3b31, cd80, dce0, caadria2017_042t13, ecaade2016_243w64, d3e9, a21f, acadia14_601ah, acadia14projects_115al, ef99, 8806, 35bc, 48d2, ijac201412201k1, 782e, f9d4, caadria2017_067i21, caadria2015_210g32, ecaade2014_130w28, sigradi2015_3.111h3, b69b, 73c2, acadia16_352x21, a921, 862c, 5f22, 3e6f, 3302, acadia14projects_339x, 5a29, be8e, acadia16_308t18, 5577, 1579, dcce, 4265, adea, 28cf, 62fd, 4b60, 401a, ascaad2014_015u8, fb98, ad8e, baff, 21a0, 4a1a, sigradi2015_12.297f28, 8f7a, 6b08, 0d94, e18d, cac9, 02f9, 65b8, 93ac, e8c0, a0b6, acadia14projects_435aj, 4b22, 3f39, 5b6b, e2db, aaf0, 069d, eeb4, a520, f444, 9a6f, ff81, 4181, 693b, 7d3a, 505d, 2c23, 3c60, 57b9, a09b, dd98, 07aa, ecaade2016_002i1, 0199, 851c, 3e8c, c6ff, 42dd, 5086, 05f9, 5373, sigradi2013_407j, 6f23, c0f1, acadia14projects_539a, 961e, 464f, c2c4, 5326, f1f2, 5cd8, 389e, 9d2e, fef1, d718, c8c5, 2c8a, 81af, ijac201614207b12, ea2d, ca7a, 471f, ascaad2014_013c7, 8265, 3766, f937, 446c, bd35, e26a, 88dd, 0a38, a8b4, 6ba8, 81b8, 65ed, f348, 6dcb, acadia15_483l21, caadria2017_021j8, de29, c346, a2fe, 1cc1, f01a, 403a, 49d6, f417, 5fc2, sigradi2014_282p3, ddad, cf76, 19bf, 93bb, 211b, sigradi2014_229m8, 6ad0, b78e, acbd, 901b, 7f00, e3b4, acadia14_699d, 2afc, 6533, 76d2, d6ff, acadia14_699e, 7b55, 8e45, 1679, a6d9, ecaade2014_054t13, fa89, de9c, d3ad, caadria2016_539b23, e264, 64c7, fc70, acadia15_483v20, bff5, b496, 18fb, 55a4, 0727, caadria2015_033c5, 9045, b9c2, 5e1d, 0cff, 67ec, 396c, f3de, a0aa, caadria2015_208s31, ecaade2015_129v25, 65cd, ijac201513303a11, ecaade2016_238l63, ascaad2014_012e6, 5731, a4d8, caadria2017_056z18, 1d7c, 27bf, a752, ca30, 0040, 5b00, 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