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 d481
authors Langley P, Derix C and Coates P
year 2007
title Meta-Cognitive Mappings: Growing Neural Networks for Generative Urbanism
source Generative Arts conference, Milan, 2007
summary This paper examines the use of dynamic learning systems and adaptive topologies within neural networks models, and their implications as a tool for architectural mappings. The principal investigation is the ability of such systems to identify/ map/ model/ represent flows within dynamic data sets and identify topological relationships between these flows. A growing neural network [GNN] model is proposed, able to map dynamic data inputs over time. It is based on Kohonen’s early self-organising feature maps [SOM] and takes as its starting point previous work by CECA with neural networks in an architectural context, as well as other examples of neural gases, and GNNs, in order to develop a model capable of ‘autopoietic’ behaviour and ‘meta – learning’. The principal investigation is the ability of such a system to identify/ map/ model/ represent flows within dynamic data sets and identify topological relationships between these flows.

As a case study, the proposed neural network model has been used to map ‘urban territory’, as part of an on going architectural research project, based in North London. The project takes the notion of ‘urban territories’ rather than ‘urban space’ as the field for interrogation, as a description of temporal spatial occupation space, rather than spatial physical permanence. Furthermore, the GNN may be used to identify the relationships between unused and vacant sites along the street. In this way, the GNN may become a means of proposing architectural interventions for these spaces, so that the territories of those that occupy it and the negotiations between them are not lost.

keywords neural networks, adaptive topology, urban planning, generative design
series other
type normal paper
email christian.derix@aedas.com
more http://www.generativeart.com/
full text file.pdf (2,637,530 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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7923, 0de9, caadria2017_041l13, ecaade2016_222j57, 5f55, 36d7, 67fd, ecaade2015_175n37, caadria2017_004u2, sigradi2014_335u7, acadia16_270u16, 4967, a911, f50b, b480, ecaade2014_237e61, c754, 9214, 7431, 3e02, 8cad, 16a2, 19da, b197, 2728, sigradi2013_280i, 446d, 57f4, 21de, bab6, 9acd, 18db, ecaade2014_220i56, d26c, 92eb, ascaad2016_035u13, sigradi2013_194f, 4090, 5b6a, 35c2, 51b5, b0f5, 3548, ecaade2013r_018e9, 944a, c32e, eaf8, 1577, 87e1, 773e, 11ff, ijac201412408t2, 1449, 7066, 876a, 8385, 2faa, ecaade2016_162x44, ecaade2015_109u20, d328, ecaade2014_204u52, 8059, ecaade2016_021a6, 4bbe, d352, e1c2, ijac201412205j4, 3159, 70bb, 6359, 4273, 550b, 5ffc, 8b67, ddfb, 76bd, 6ada, d69e, ab18, 63a7, acadia14projects_327b, a03c, c41b, f100, 26a8, caadria2017_008f4, 66c9, ccf0, 76b1, f3b7, ecaade2014_226c59, 0fd9, 1bc1, 6e82, 6f10, 43ad, 04a6, 6fda, 827c, ascaad2016_057u22, 0a66, 0255, aca9, ascaad2014_008a5, bb99, 303c, acadia16_280m17, b01d, caadria2015_206x29, caadria2017_118t30, sigradi2014_015b1, ecaade2014_038e10, 06dd, aba0, ed09, 2fbf, ecaade2015_318w69, ecaade2016_087z24, 6860, 8cdb, acadia15_343e15, b48c, 5c72, 9204, 09f3, 1714, e938, caadria2017_055l18, c2e6, 9d81, 8309, ecaade2014_151b36, 3c7f, 14ad, 5ccf, 1282, d836, 74ae, 2d0a, ce11, 2ea7, 1981, acadia16_344f20, 8484, f6df, e61a, ee74, 6b78, ascaad2014_007w3, b13f, 47c7, caadria2016_013r1, caadria2015_185n27, acadia14_43ar, d7b2, 5f45, eff0, 4e56, 1203, 7e43, 56b0, 46e9, 6cbb, 1844, sigradi2016_364mm, 27ef, 949e, acadia14projects_291ao, sigradi2013_414z, 638f, 78d3, c569, acadia14projects_357ar, 3e9f, 7128, 797a, 072a, sigradi2013_286h, 8b0f, 683f, 6cb1, 63a6, 062e, 5db0, e9ec, b145, 216f, ascaad2014_014m8, sigradi2014_172z4, d9dc, 48cd, caadria2015_060v6, caadria2017_081v24, c6a5, ecaade2016_110g30, 592e, 6773, 86c4, b5f9, 0636, 24a7, bc22, acadia16_206j13, c1cb, bc2c, 7690, 63fb, a056, 7053, 7d2a, a590, f62f, sigradi2014_048a5, c050, 78e9, ce6c, 0997, 3e71, e143, 7d67, ff58, caadria2017_051n16, a941, cae3, ce99, 8de3, 2f4e, a9dd, 798a, ef1b, 414b, 99e6, 3205, 387b, 2d19, 7deb, 9eae, 2680, c83f, f0e4, 6c07, 20fb, 7041, afe3, sigradi2016_659p, 69e6, ecaade2016_048v13, 7927, 5e76, 0148, e106, 7e82, 7ac6, d99b, e49a, 0dde, ijac201513105r4, 7119, 2554, 99d9, ecaade2016_098x26, cb0c, 9a61, 9f19, d381, acadia16_184y12, 3fcf, 87a2, fc78, acadia14projects_699k, 76e7, 91e1, db9d, 584c, f467, f82a, cce2, 6d38, 7c1b, 3a3f, acadia14projects_177w, 0f18, 3970, 1e55, b8f3, acadia14projects_111o, f7dc, 545b, 2edf, 3e15, ecaade2014_233s60, b976, 0b7c, caadria2017_015d5, 9221, bef6, 7cce, ba91, 9215, b489, ecaade2016_152r41, acadia15_431o18, ecaade2014_044x10, 7154, 7ab8, d1f7, 3b35, 3ec6, acadia16_98c7, 0371, c90a, d9fd, 704b, 01aa, b275, a8e8, 4807, e8ac, 02c9, bad2, 8713, ecaade2014_168w41, 22ab, 914e, 4821, 4892, 0163, acadia15_185c7, 3623, 1a7d, 26ce, 1ba3, 48e0, 3620, 3174, sigradi2015_11.8l23, c64f, cc94, 96ec, 745e, 1e50, 9a5d, 46b3, 7319, 7be0, 741e, 8cfe, 9807, ac40, 714c, ae58, f568, sigradi2015_sp_8.284n30, 21a7, 99b1, 4ee6, 225f, acadia14_135y, b5c9, 280f, 92a5, bd3e, acadia16_44o3, sigradi2016_534oo, b032, 6d37, 1e5a, ascaad2016_008h4, ecaade2013r_008h5, 37b3, 87de, 1c1a, 19e5, f68d, dac2, ecaade2015_284a62, sigradi2014_313d6, 8433, 423f, 0f27, ecaade2014_208a54, e8b1, 7b74, dc1d, d520, f2f0, caadria2017_149f39, 6905, sigradi2016_781c, 3bcb, 55c6, b320, 47cf, 40fd, adc1, 54ea, 7e3f, caadria2017_063e21, 929e, 5960, 349f, ca0b, f8b4, 9c68, ijac201614208g14, 13e8, a562, 5e85, a029, acadia16_344w20, 3617, b727, 09f1, acadia14_409m, e577, 7535, 2d06, d361, a5c2, 0768, 2ca8, d767, 3d69, f8d8, 60b4, aa6d, 6dd6, ecaade2014_012l2, 561b, d952, ecaade2014_225e58, 2e46, 58c4, 6bae, 3cc2, 48ab, dc18, 939d, 1215, 9d8d, 20a9, ecaade2015_143m30, 49ae, a2c7, 0b8d, acadia14_101ab, b161, 2dd0, 47e0, ecaade2014_014h3, sigradi2014_244i9, 6796, b355, ee42, 4167, caadria2016_871j37, 2b30, f79f, 4697, bc68, bbc6, 51d5, 0eda, acadia14projects_189av, 7909, 6451, 42a1, ecaade2015_320p70, b121, f9d5, 21fd, b9e4, caadria2016_477x19, 797b, 07c6, acadia16_440i26, 9c8a, ecaade2014_065w14, 5c52, 5714, a1c0, 5235, 4040, caadria2016_851r36, d2d4, 8e0c, sigradi2016_537b, ad93, c8a8, caadria2017_122u31, ecaade2016_006k1, 48b9, d8ba, 32ab, fd37, bb54, 01a3, 880e, 97a2, 98fb, a04d, 4482, 590f, 73ae, caadria2017_182m43, 97c4, 279f, a198, ascaad2014_012c6, b998, f691, 0607, 15f8, acadia14projects_229g, fcc1, a039, 84b2, 623e, sigradi2016_685pp, acadia14projects_463s, 5edc, 9085, 11ce, 705f, 970d, 6815, 0a9b, f611, acadia15_451m19, ecaade2014_149a35, 7a03, 1030, 503a, 911b, c103, caadria2015_210h32, d9c6, f627, dc2e, b342, f0b3, 8b7c, b46e, ecaade2015_109x20, ecaade2016_243p64, ecaade2014_111c25, 5753, acadia14projects_317aa, 7004, 716f, 5273, 5445, 8f68, 7c67, cc51, a8e2, f028, sigradi2016_483gg, 0c20, bfd8, fc6f, 199a, 9008, 9fa3, ecaade2014_149p34, caadria2016_871t37, abc3, 1fda, ecaade2015_171i36, ecaade2015_200k43, b340, ecaade2014_072n18, c17a, ecaade2015_297s64, ecaade2016_018j5, 904d, 2f7b, acadia16_140e10, e870, adeb, sigradi2016_695z, ed2a, c73c, ecaade2015_158s33, sigradi2016_590o, 7dd5, 6d94, d1d5, c5d3, ecaade2015_129o25, 69d1, ff90, ecaade2016_045n12, 259a, sigradi2016_407t, caadria2017_165z41, d14f, adad, e5f7, bf11, sigradi2016_448l, caadria2017_183b44, 12a6, sigradi2015_8.41a11, e904, 3565, 82f4, d007, b1a1, ascaad2016_009o4, 3906, d265, f362, c7ef, ijac201614102d2, 4d00, 4a9c, 9864, 042c, 358f, 75d8, ascaad2016_045x18, caadria2017_058m20, b191, c11e, 5de7, 9c4e, c508, b6d9, 7192, 2401, sigradi2013_263p, 4335, 42e5, e645, a8ec, e4ac, 6fdb, 28e7, d16c, fe35, 7771, acadia14_189ap, 7676, 32ed, cc10, 9560, 0c3d, 28d1, caadria2015_220c34, 8f98, 525b, cfb4, 9b5c, 307d, 9119, ecaade2014_173y42, 5be1, e989, 2c56, 3413, 59af, 0eae, d09b, sigradi2014_345t8, ecaade2014_052v12, bcce, 63fa, 7e18, 7e5e, ijac201412302c7, 1c49, 7ed9, 2632, 84b0, 526b, ed9a, 2d2e, ecaade2015_116p23, 2b02, 4cdd, caadria2015_030j4, 7625, 32ee, a2d0, acadia14projects_565n, 0c2f, ff5d, b220, 763e, 7d8b, 0d9e, 1c7e, 66bb, a7ce, 8884, 4195, 6604, ecaade2013r_012k7, e37e, 64b9, sigradi2016_383kk, sigradi2016_809pp, c616, a7d2, bea8, b186, 9055, b974, e409, 2911, 9d40, 2ec8, 2aea, e45d, a0b6, 44f1, 558b, c95e, 2c2f, 3c48, ijac201412403h7, 5a96, 1702, f3ee, 8dd2, caadria2015_124h20, acadia16_332y19, 38ca, 4b66, 2869, 8f41, e393, 5b39, af33, sigradi2015_11.165v25, 0052, 7b95, ascaad2016_023d10, 48b8, 7a49, eeac, 11e8, caadria2016_569g24, 9aec, b7c8, caadria2017_158y39, e85b, 5ac0, 3760, b65a, 06da, fe2a, e54d, bc76, sigradi2015_8.264z14, a1fd, 666c, sigradi2016_803cc, d678, 2d82, 6b06, ab17, ba4e, 0c97, 64a6, sigradi2014_276s2, sigradi2014_128d1, 692e, 0732, acadia16_402o24, ac70, 2f1c, 9d93, 54a4, 0d12, ecaade2014_146r33, 3fb9, c2cd, ecaade2015_144w30, 2853, b394, a282, ad9a, acadia14projects_167t, 2867, 879a, 2ac3, aed6, caadria2017_132j35, b609, ecaade2015_139w29, ecaade2015_333l72, 2a01, acadia14projects_281ac, 4631, ecaade2014_070k16, 962a, 2e39, d583, fd25, 97f1, 4413, 9bcc, 44b4, 37b7, 5a3e, ec23, f308, d3fd, d56b, 1994, 30d7, 4047, 2fe6, 651a, 4a3c, b46d, e061, 71e8, a6f5, 8d55, 1648, 83ff, acadia16_270b17, 6f94, e815, 87ca, 7c92, 7b3d, sigradi2016_710jj, 37b2, a511, 7bbe, 0204, 51f4, 6bfb, f175, 7f84, ecaade2015_101d20, 41fe, 5034, ecaade2014_094n22, a8c9, 02e2, 1c46, ecaade2014_052l13, 3034, ijac201412302k7, 6255, caadria2016_517f22, a467, 3f22, ecaade2015_22z4, 6df9, beb4, 1116, 85fd, 8e71, ecaade2016_243s64, 2809, e7a0, c9d1, f972, 338c, caadria2015_124a20, 7a4d, ascaad2014_015a9, e5fe, 9354, 85b4, caadria2017_041f13, 29a9, acadia14_453e, d3e3, 644e, acadia14projects_619ao, 19fa, d1da, 18f6, 1f86, 866c, bb18, acadia15_451o19, b55d, d405, 6ea4, sigradi2016_817c, afab, fee7, f98e, ijac201412405c9, eab2, 5b1a, 740d, 7aa2, da35, 8bc5, 1826, 5831, 979d, 5e9f, fa65, 4b5b, 9603, caadria2016_819j34, ecaade2014_157c39, b35d, b3dd, 7947, 5dfa, ijac201412406n9, 1155, 93c5, a125, 4c51, 4b2e, 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274a, ecaade2015_59h11, 3140, 6119, d5ed, ddfc, 9ef8, 1576, 0a76, 705d, 94dd, efe0, ecaade2014_176j44, ascaad2016_038c15, c283, dcc0, fbfd, sigradi2016_801v, f7e1, bef9, a497, 602f, ecaade2015_284u61, e657, 8cb4, 5a7d, 8eb7, e2b5, ascaad2014_014s8, d53f, 07f1, 3a4d, 37fa, f00f, ed08, 3a48, 9510, 9e55, b7a9, a07f, 2192, ecaade2016_157b43, ecaade2015_248j56, dc8b, 1092, caadria2017_005c3, ecaade2015_143i30, 0a6e, ecaade2016_067l16, 0c62, aec7, 3cdd, caadria2017_124u32, a2a1, fcde, a51a, sigradi2015_6.42r7, 5798, ecaade2016_ws-dleadx67, b06f, 0b21, ecaade2015_138o29, b35e, ijac201614102z2, 81da, 8609, sigradi2013_138l, bb04, acadia16_106z7, 6a5e, 8c7c, f311, d953, 8c3c, ascaad2016_022s8, b5f4, 0b43, f762, ascaad2014_018a2, sigradi2016_777jj, 2a93, d049, a8a4, ecaade2014_049w11, b40c, ddbc, 9153, df17, 5b94, db5a, f1aa, ecaade2016_230o62, 3b1a, 461c, 23b0, cee6, caadria2017_096o26, acadia14projects_719s, 51a1, 21fc, 3ebb, e4e2, 8c92, acadia14projects_43ak, 6e59, 919a, c472, 33e5, 9602, 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52d7, 43ce, f18e, 5b7b, d2b4, 3560, b50a, 4228, 27f6, ecaade2016_238k63, sigradi2016_674kk, 0f4d, e71e, ascaad2016_057p22, ecaade2015_22x4, 9e41, e2f9, sigradi2016_690c, fc8c, 79cb, 6ae3, 1e7f, adc3, 1fbd, de16, 0240, 24c2, caadria2016_851l36, 7d57, 7940, 8709, 59b9, 3982, 5d5f, acadia14_445ac, 63ae, 416b, 1abf, 631a, 84b9, ba8f, ijac201412303z7, 09df, 391b, a16b, 7dbe, f9ad, 4607, 13d6, 5947, 60cc, 3b8b, 0235, 1490, 5184, sigradi2016_741jj, 04c8, ijac201513302h10, ffb8, acadia14projects_579c, 78f2, acadia14_91r, ecaade2014_052f13, c900, dea7, e658, 9a2f, 1520, bc45, d7ca, ace6, bb3e, 9f51, 63d5, b9e7, ac86, ecaade2015_35t6, 10ba, 2f94, sigradi2013_41u, 2a24, sigradi2016_484rr, 1715, c1c6, 2e2b, 96c2, ad75, 6ce2, 0484, 58c8, a7b3, f69d, 430f, b04b, 3b86, eba6, 28f1, cc61, f3f3, acadia14_699k, fefb, e2dd, bcf9, 8c34, cd46, sigradi2014_045g4, 8ad6, 8de0, 39c7, 9390, b06d, 58e7, 6ed6, 26e4, 3d75, 8451, 83df, 3b6b, afc9, 5f5f, 4dca, 4692, sigradi2015_10.267n20, d1b3, ee41, 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ascaad2014_015v8, e0de, ecaade2015_180t38, fa7c, acadia14_435at, 1c0d, a303, ijac201412303a9, e643, 83a7, b823, 283c, acadia14_463a, caadria2016_167s7, caadria2015_099p15, caadria2016_797k33, e0d8, 4dba, 3987, acadia16_372w22, 458f, dfb8, 2299, 1434, sigradi2016_455d, 6883, 732b, 6f24, 4198, 510b, ecaade2015_332p71, 0cee, eb5e, e5a0, e0fe, 97d8, d667, 2727, b5b3, 9543, 0b6e, ascaad2014_012n6, ae57, bcfd, 575f, 486d, 1ddc, c338, 45a4, 00d1, e5d9, e31b, 9ef0, sigradi2014_313b6, 0c7c, ascaad2014_013s6, b2eb, 1384, a6f3, 8d2c, 1492, 7715, 6060, bf42, 8d39, 38f2, f440, acadia16_106k8, 3391, e606, d2d1, 829e, 2c51, 0de4, 97e1, 368b, ecaade2014_113p26, 9c88, acadia14_473af, 36ec, 13a8, dbcd, 4d79, acadia14_463f, acadia14projects_463k, ecaade2016_038g10, sigradi2013_91, acadia14_317aa, 3b9d, 8e33, 2c0f, 1d1d, 55f0, b29d, db1e, acadia15_263f11, ijac201412404t7, acadia15_274n11, 4f33, 0e92, fe5d, 2b54, b3c0, e837, 173f, 32d8, 7faa, 28e9, bcbb, a7e7, e4c3, ascaad2016_008g4, 7a46, 0296, ecaade2013r_003o2, 648f, 4753, bb1b, ascaad2014_029h8, ecaade2016_067m16, f8cd, acadia14_463s, sigradi2015_9.141d16, sigradi2015_3.268i5, 1862, baa1, 86c8, 1e11, ecaade2015_250d57, 96e7, f789, b2b0, 37b9, 005b, 7e86, 898d, bd3f, d3c6, 6ef1, c410, ijac201513105f4, acadia15_137n5, d493, 26ea, 999b, eb0c, fc34, 63dc, acadia14projects_53m, ead6, bbc1, acadia16_130n9, 8360, fac8, 121e, 1596, 74b1, ac7e, bc1e, 80aa, acadia14_247x, ecaade2016_221u56, 8a04, 3b92, fd21, caadria2017_016z6, c0cf, c7df, acadia14_473ap, 6d10, sigradi2013_275d, c63b, ff67, 43d5, ecaade2015_200o43, 071e, 7e80, sigradi2014_263v9, 140f, 0efa, c9d8, 5417, 6d2c, a070, 49d3, 3e16, 368f, 7287, 99ad, 63c8, 2e9b, 2e70, edf5, acadia16_106e8, 2a55, acadia16_460a27, 9fa0, ecaade2014_182x45, 3ef1, 5f62, fe08, 8169, cd57, 2700, d37b, 8f83, a2fd, ecaade2015_324t70, 6ba2, 89bf, 9e21, 60e4, caadria2017_018z7, 2a04, 8b7a, f6a7, ecaade2015_114a22, ecaade2015_215s47, 9097, acadia14_291aw, 6c28, 17e0, 03c4, sigradi2014_049f5, a8e6, ed2e, 46af, 187e, 88ac, ecaade2016_183u49, 7468, 0a5e, 8077, e15f, 3747, caadria2017_027m9, caadria2017_005m3, 3656, ecaade2014_022a6, acadia15_497f22, b2e2, f525, 37f9, 796e, ecaade2016_190o50, a964, 25ab, 95b8, fc90, f101, 8c52, fe10, caadria2016_321h14, f7c6, 4bef, 4a5c, 367e, ecaade2014_194g50, 3f05, 7de2, acadia14projects_619ab, 8c08, a97d, a22c, sigradi2015_sp_8.326v30, acadia14_43ae, d357, ecaade2014_052u12, acadia14_135x, 1adb, 9ba3, f7ca, ecaade2015_319f70, e800, 494d, 8b72, 03ed, b8fa, 7959, acf6, 81c5, ecaade2016_ws-dleadh68, 4ee1, 8523, 056e, c9f4, 41a5, ecaade2015_64g13, 205d, baf6, e3a3, ecaade2016_230s62, 3843, b945, 7e98, 04bd, ae95, cd59, ijac201412402k4, bf37, 3423, 4a84, f476, ecaade2015_152y31, 956c, sigradi2013_10g, 35d6, acadia14_699b, 50ee, caadria2016_851v35, ecaade2014_053m13, 66fd, ed74, dff5, 60b1, efa7, d1f1, b2ad, be68, e468, 1a1e, 2644, ecaade2016_230v61, e449, 4c6d, f9aa, 9318, f10b, 1acc, eee6, e30e, sigradi2015_12.215z27, 98d4, c774, f89b, 7420, 2ab7, 0ca3, dc79, 5c45, 961b, 77dd, 2b16, ae5b, acadia15_81x2, sigradi2016_534kk, f3ac, 5b28, ecaade2015_176t37, 27c6, 1ed9, b37a, 5d2a, 8bdb, fb76, cb0d, feb3, ecaade2015_59i11, 17f3, 1ec6, 6044, sigradi2014_144v2, acadia14_655w, ecaade2014_036f9, 024d, ascaad2014_005h3, 8c3a, 8bbb, c4e5, sigradi2015_8.264o14, 59ec, a05d, 9975, 7fc9, 4fb6, 91a2, acadia16_270g17, acadia14_317v, d0d3, 9696, ef04, ecaade2014_201g52, acadia16_224y14, 69fb, ecaade2014_113s26, e65e, f743, ecaade2015_122i24, f870, a459, 1548, f2dd, 48a2, 2aa9, 7ad9, eda6, c8cf, 57af, a46d, acadia14projects_247m, 72ac, a9b8, 062d, fe6b, 9e5c, f763, aa66, a960, 0b0a, caadria2017_017h7, 8937, 18ef, 3f78, sigradi2016_408dd, fdf5, bd7b, 8800, fa38, d45d, c1c0, ecaade2016_073x20, ba5a, 699b, acadia14projects_619z, 6207, aaa5, 26a6, acadia14projects_111n, 605a, 0f79, 3bb2, e31e, 3a4e, ffe9, 1ae9, 26f3, eaf7, ccbd, d978, a6ba, ef1c, afcc, 10de, efd0, db5b, 2f26, a649, sigradi2016_360v, 385e, 917c, 6f62, 7966, 71e6, 046d, ffd7, 811b, acadia14projects_101al, sigradi2016_781xx, 2427, fca9, bfbc, c844, 634e, 6bf9, sigradi2013_285c, a23f, c0f2, ba76, fbea, 3aea, 2133, faab, 8f86, ca44, caadria2016_271u11, e22a, 434a, d590, 9b4d, 1d52, e82a, 6084, ecaade2015_170s35, 5bf1, 2504, d279, ee17, 247c, 9b22, ecaade2015_59z10, 6172, caadria2016_621s26, sigradi2014_279a3, be61, def9, 8d7c, 22cd, 0b1c, ijac201513103w2, 19d5, caadria2016_851r35, f866, 0eb2, 76a9, ecaade2016_017o4, 7ac8, b98c, caadria2016_157m6, 7b90, 33bc, 459b, bb4b, f5d6, ecaade2015_48e8, acadia14_153d, 580b, acadia14projects_719h, b5de, a882, 5204, 4830, f9fd, sigradi2016_614y, 4923, sigradi2015_10.140j19, caadria2015_087x13, 7201, c55e, e39b, af47, 9183, 3306, d206, b10d, 92ef, 25df, 0138, b680, 027a, a4b8, sigradi2015_3.212i4, a9f9, a878, 22fe, 21ef, 8ee2, 33ad, ecaade2016_132y37, 662e, f927, c4b6, 9851, sigradi2016_674jj, a5a6, 0a14, c3b5, 3260, a4b9, 5161, 1fc7, 7e39, ecaade2014_168v40, caadria2017_123s32, ecaade2015_217i48, fc16, 73a5, 2db6, 03b1, ijac201513104r3, 8661, dbca, f228, 1c41, ebf7, caadria2016_013u1, f93d, 509f, cd25, 19ed, 545c, 927e, dad9, 5c5c, a3da, a20d, ecaade2015_138o27, sigradi2015_10.309r21, b91b, 79c8, 2898, ecaade2016_065b16, 9c42, ae3a, caadria2015_202a29, 17f8, 2a3c, acadia14projects_565x, b8ee, dbea, 6ecd, 4aae, caadria2017_079e24, 6ca6, ac01, f4c8, f3c8, 139e, 6da1, 3dde, ascaad2016_010b5, 5fd7, 7c3e, 1197, 0d9a, 170c, 15ca, 09a7, 53c6, f3a7, caadria2017_043h14, 8b45, sigradi2016_637r, 22dd, 0feb, 1811, 2641, d7da, ea40, sigradi2013_43s, c4ac, 6237, sigradi2015_9.347c18, 2099, 68d3, 9582, 8772, 0bc6, 0b3e, 4390, 45cc, 0fde, 28e8, 8776, a869, a25b, 90fa, a847, e2f2, 9908, f372, 11d9, cb68, b21a, 92f8, e4ab, d633, e210, 30ae, 449e, 004d, 771a, ecaade2015_138d28, de31, bd49, 35f6, 2eef, ecaade2015_269m59, 5dc3, f919, f991, ba93, 1278, 529e, 8bd1, 1411, 511e, b5d0, 1a42, c250, 0449, 2033, 534a, 65b0, 32f3, 74f0, acadia14_339an, 0907, d76e, 2d08, 1055, 7ab3, 36be, fa89, 8991, 6280, ccdf, ascaad2014_014h7, 1dfe, b428, b77b, b0e3, acadia16_332x19, 2b5d, 5b19, 9b82, d96a, 6348, f20a, 9844, e68f, e4e6, 1cf6, 7682, 7062, a577, d218, 1d23, ef52, 8dc6, 7eb1, de25, 406e, 8a83, e487, 0fac, ece7, fd2c, ccc2, ecaade2015_269s59, 763c, d094, 9d30, efaa, 43dd, cdd4, 9887, 15bd, ec81, 2360, 441c, sigradi2014_099r8, 9e71, 4158, caadria2017_081u24, 632b, 23b2, 0142, 402b, sigradi2016_393ww, 4cc0, ecaade2015_127d25, e321, f0f3, ecaade2014_175p43, 65e4, 11fe, 9384, ab02, 8f34, 89a2, afad, e401, acadia14projects_291b, 588f, 7d4e, 3721, acadia14projects_153f, ecaade2016_098f27, 2029, fd02, 15d8, 27bb, c42b, b791, 6c40, db88, 64e5, b2ca, sigradi2013_138s, 4577, 974f, sigradi2015_10.140o19, 3f5e, e36b, e5cf, 9f03, cf6f, 33c9, d4cb, cb4a, caadria2015_126z20, 382e, d3bd, b1ee, 1f4b, 624a, 7281, acadia16_174c12, ee09, 1c3d, c976, ascaad2014_020o3, fb84, 80a3, 9b60, 68a7, fdaa, sigradi2014_137l2, 12f9, d14a, 92b7, 1a4c, 147e, cb44, 0a06, ef03, 7908, 9171, sigradi2015_10.7d18, 212f, 3ab7, c921, caadria2015_061i7, cd88, 1711, 9e7d, 4a37, ecaade2016_134b38, sigradi2016_695v, 0304, 0051, 3628, 82d3, 0ccf, 5045, bf3f, 32cc, 1d85, efc3, 9ea0, 236a, 3ec9, e039, 98e6, 715e, e8df, 1a5a, fad9, a24f, 91ff, acadia16_432x25, ascaad2014_019r2, ecaade2015_194b41, 6d11, 4bb1, b16d, e8a6, a14c, d37f, 22ac, e137, 4acc, ecaade2013r_002b2, df04, 4329, caadria2017_094t25, b454, 9c62, e180, 9e50, 5c94, 3d85, a648, ecaade2015_170l35, 4021, 9f92, 6cbe, 26e5, ijac201412408x2, 8723, dec6, c04c, e098, f7bb, d4b4, 8cf3, 5206, c719, 85db, 1332, 9f5e, 5aec, f8ea, 346f, b108, 0f92, bf66, ijac201513303s11, fff9, 7a32, 58d9, 9a40, 2cea, 75cc, c17e, acadia14projects_291aw, 2adc, fcf1, 697a, a90e, 8916, 388d, d9ec, sigradi2015_10.378w22, 2e85, d7fe, 7803, 059a, c550, caadria2017_145f38, f864, 7d17, fc44, 2485, 7096, e160, sigradi2015_8.186n12, f901, 88a0, 4fe5, 9cc9, 644f, b567, 27a3, acadia14projects_81o, d39f, 0d2a, 8f76, sigradi2015_11.136p24, caadria2016_003e1, ascaad2016_035s13, 0815, b4e8, 4f89, c3d2, 243f, c6da, 3f1f, 0ee0, caadria2015_111o17, 1924, 8eaa, e932, caadria2017_101k27, e070, df7b, 702d, caadria2016_177h8, ebca, b1a5, sigradi2016_356a, 8fbd, 34be, c31b, 7234, 5db6, d126, 2a4d, 0aa7, bade, 1bab, 2c33, f4ab, 48f3, c242, sigradi2016_815v, cb32, e082, ecaade2014_010t1, 01db, d0ed, sigradi2013_62v, 8fb6, c0b9, sigradi2015_10.7i18, da29, 4430, 0fd6, 5da0, 3303, 73ab, e064, 08da, a404, d538, a680, 2469, 86b8, f23d, 5a49, 92fd, ecaade2016_224n59, ecaade2016_163e46, f83d, ecaade2015_200n43, sigradi2015_3.268d5, 786d, 2098, 8875, 2bb7, 27c7, bf7f, 8f4d, f3b4, 8db5, 539e, 2762, c454, 820f, 0fdb, 4cd4, 25ec, caadria2017_074n23, ijac201614207l11, 302e, 5471, sigradi2016_777hh, 0755, b47b, 1eef, c406, b7cb, 1a48, bf4f, acadia14_479au, 1701, 838b, fa75, acadia14projects_627g, f208, 59aa, 12f4, 8729, 48a5, f1b9, 873c, 29f4, caadria2017_004m2, fd34, 0718, dbf7, e32f, 073e, ac67, 42ea, d063, 56f7, 98a6, b5c3, caadria2017_023g9, 9554, 1e13, d3ab, 1a97, 698f, f309, ijac201614202y7, 4bdd, c0ec, 2607, c7af, 93db, 8ea1, 3c8b, 8936, 1bda, 80bc, b1ae, fbd9, caadria2015_119e19, b33f, 02ab, fc0d, ijac201412408m1, ece9, 73e8, e2fc, 45d6, 53ac, 46f9, bf0a, a9d3, 79fa, 9745, 7ba5, sigradi2015_8.81t11, 42bc, acadia14projects_63at, 60d8, f373, 86a1, caadria2017_054a18, ascaad2014_014n8, c5f6, 228f, 9b98, cd24, caadria2015_202x28, d46d, 582a, sigradi2013_200d, a737, sigradi2015_4.52o6, 4788, a21b, 63ca, 4748, acadia15_195e8, caadria2015_109a17, 7169, ec69, ecaade2015_221a49, f267, dcd4, ijac201614207u11, ecaade2015_83f16, 6c23, aa27, caadria2017_046u14, 842f, faa3, 4145, ecaade2013r_004a4, c929, 8da5, 88f2, 223d, f0af, 2f8e, 8e43, f5eb, c2b0, 47d9, a95c, bff6, 7f79, 8d0c, ijac201412203h2, e004, 6394, 0727, d0e2, ae0d, bd45, 9111, ecaade2014_022y5, acadia16_372y22, acadia14projects_101u, 13d2, 3b1c, 173e, 4eb1, 1ff7, ecaade2016_045j12, 5585, ac47, ecaade2015_28v5, 8574, 99da, 4c94, 2121, 171e, 4dfa, 09e1, a30a, 7c64, 98e1, ascaad2014_007h4, 2949, ijac201614307t4, eed0, 2697, 7e05, 0a03, 6da0, d62e, 5870, e6e9, 43c6, 3c26, 31da, 9c1a, e1e5, 224e, f541, sigradi2013_411, 7afd, 64ce, 512d, f5b1, caadria2017_062u20, ijac201412406h9, f026, 3dad, sigradi2015_8.81a12, e068, sigradi2015_9.270f17, 6f71, ed49, 2dfb, ecaade2015_171s36, d474, acadia14projects_339ak, 81bc, 8659, 19ad, ddc5, 640c, adb7, 0562, ijac201614405f4, b51a, b55c, ecaade2016_110c30, d8b3, dc54, 6ca5, 9295, ecaade2014_086l20, 73dd, 8173, aad0, ecaade2014_143m32, ecaade2014_123d28, b5b1, 74da, acadia14_681ar, eb1f, 09e0, db0f, 3b9a, d725, caadria2016_861e37, 7023, 57f1, acadia14_101s, a06f, 214e, 174d, bc6e, d127, 670b, f3f1, a54d, 0286, bc3c, ascaad2014_025k6, 3c39, 8c99, 04e4, 5195, b898, b740, 9e64, f5f3, 81f2, 8001, 331b, cf39, 2d5a, 06fd, ecaade2014_010x1, 7d6b, ff3d, ef3a, 4a02, 3de1, bba1, sigradi2014_155z3, 1938, sigradi2013_364t, 6f93, a8b1, 7ba4, 6afa, caadria2016_301u13, 1ffa, d12a, caadria2017_182y43, 1bf5, 7e94, 1db2, f65c, ff5b, 4fae, 282e, 6d4a, 0a78, a4f8, 156f, 20a4, 1a17, c5ce, 3eaa, 476c, caadria2016_529v22, 2462, 4816, 4f61, e8eb, f108, 773a, 2031, caadria2017_094z25, ed7c, 7af6, acadia14projects_177p, ecaade2015_84b17, ecaade2016_026s7, 9a01, 753c, a97c, c4f0, 44b2, ad80, 781f, b45d, 2af2, cc0e, fabf, ecaade2016_019m5, 7600, 7216, 34a7, 4642, ac6b, 73d1, sigradi2013_112a, bf88, acadia14_365ai, 56e7, ecaade2014_112g26, 577a, acadia14projects_365al, 6cf3, 3d79, ec1d, 9bc3, ecaade2016_046u12, e935, aa20, 822e, a359, 03cf, 23a5, 1b8a, 59c7, d105, acadia14_627h, 403f, ecaade2016_129p35, eff5, 62b2, caadria2016_353r15, 6df0, 8b6b, 22d1,