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 1fce
authors Harding J, Derix C
year 2010
title Associative Spatial Networks in Architectural Design - Artificial Cognition of Space using Neural Networks with Spectral Graph Theory
source Design Computation Cognition conference 2010
summary This paper looks at a new way of employing unsupervised neural networks in the design of an architectural system. The method described involves looking the whole lifecycle of a building and its coupling with its environment. Techniques such as dimensionality reduction, it is argued, are well suited to architectural design whereby complex problems are commonplace. An example project is explored - that of an exhibition space where multiple ephemeral exhibitions are housed at any given time. A modified growing neural gas algorithm is employed in order cognize similarities of spaces whose nature are not known a priori. By utilising the machine, a coupling between the building system and the users of the space is explored throughout the whole project life of the design.
keywords space planning, architectural design, neural networks, cognition
series other
type normal paper
email christian.derix@aedas.com
more http://www.springer.com/engineering/mechanical+engineering/book/978-94-007-0509-8
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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ecaade2016_193u51, caadria2015_090x14, fd42, 671c, 6c9b, a216, 008e, 1d7c, e780, acadia16_196e13, caadria2016_861d37, 179e, 353c, 026d, f0d8, 4c53, 941e, 80e1, 4fde, b4b4, bf09, ee96, efad, ascaad2016_022r8, sigradi2015_8.189u13, caadria2017_001c1, cc7d, acadia14projects_619ac, 7cc0, dd51, c85e, b3f9, ef01, ecaade2016_055h14, 41e0, 7643, sigradi2015_3.370a6, b98e, fd2c, d8b6, 3c19, 2f24, ecaade2016_216c55, ascaad2016_013d6, 4ee6, 1708, e072, b01d, cb57, 27b3, 7d67, caadria2017_135h36, ce25, sigradi2014_197a7, 6d37, acadia14_153at, d2a6, 1d78, 4b48, 09fb, e7c6, 7d16, ecaade2014_204d53, sigradi2016_369qq, 8c9c, c14c, 84c2, 4f94, 1166, ascaad2014_037p2, d76a, caadria2017_123p32, 06a3, acadia16_12s1, 0bbf, 911b, 888e, 7129, 4dc6, sigradi2015_3.43k2, 986c, sigradi2013_327u, ecaade2015_53x8, d5cd, 1938, 0756, 48ea, 41f3, 9427, sigradi2014_074x6, acadia14_291av, d7e4, b3a6, e4e3, ecf2, 6028, fd57, 6041, 5770, ecaade2014_177v44, eaee, 3d89, b4a8, 1fdb, acadia14_101ar, 65fa, d038, ecaade2015_61y11, 4206, cacf, 4e8e, 6764, 4e19, 65a2, d3c9, a7ce, 89ec, 4c4a, fb25, caadria2016_549s23, 135a, 1859, 56f7, 0503, caadria2016_829a35, d375, ecaade2014_127m28, 84f1, bddf, 2afd, 72ec, 1d5d, 4ff2, 9158, 126f, 5421, d319, c756, d1b0, ijac201513305m12, f169, a2e6, bf06, b970, e487, 7f63, 1e6f, b7aa, 50df, a8ac, 9fe5, 8804, 9eb3, b08a, 9f7d, deab, 1778, 2978, ecaade2014_104l23, caadria2015_065a8, 0fa7, fb37, 1211, 9921, 4efb, 29b3, acadia15_483w20, 3c9d, d357, 88bf, dd10, 2ede, 1efc, c130, eec5, ecaade2015_35s6, 776a, a542, dec9, e762, f74c, 19b3, 085b, e1f6, 359a, ijac201412305m2, 6f00, aec8, a245, 6df0, 49c6, 11c2, sigradi2013_393u, 77ad, ecaade2016_095e26, 466d, be95, caadria2017_134a36, e1c2, 623d, 89ba, 30f8, 87fa, fa58, bc30, f428, be19, sigradi2015_11.165u25, 12cd, sigradi2016_814yy, d05f, c2a8, b443, bc1a, 0a79, 59be, 7fd0, c578, 74cc, 0dd5, e63c, 9784, 61c2, e75e, 16da, 9384, ecaade2016_095g26, 4aad, ae33, acadia14projects_579j, 97c7, 72b5, a692, acadia14projects_671p, ecaade2016_085k24, be6e, acadia14projects_267k, 1ef6, 612d, 6422, ee5a, bdcc, 6c7a, 4669, 1d59, ecaade2014_010s1, feb2, acadia14projects_339w, 3f81, 7979, e547, cc7b, e542, 5a04, f58c, ecaade2016_147s40, ijac201513105v4, e5a9, 6cf7, dc5e, 2080, ba28, 89e9, 6a87, 209b, 299b, c4c6, c1cf, 91e4, b80e, 40c6, edc5, 96f9, 034e, acadia14_601y, acadia14projects_531s, 3aa1, acadia16_152c11, a88a, fa90, sigradi2016_590j, caadria2017_028a10, 0444, fbfb, b7e4, 1aeb, acadia14projects_655w, e29a, ascaad2016_036w13, aa8c, acadia14_531p, a0f5, 78be, e8ff, 4f6a, db2a, 19b1, ecaade2016_006k1, 8bb1, ecaade2013r_001k1, ecaade2014_014z2, 5cdd, 3205, fbf6, 2eb3, 39f6, 2817, 0629, 7ee4, ijac201412306a3, 9b15, b22d, 83f5, ef5f, 8628, caadria2016_683h29, c533, 7f3d, f37d, 0dd7, 52c1, d3ff, ef72, fe1d, c18c, c246, 3599, a099, 3bb2, b154, 55f1, ijac201412303u7, 246e, 9df4, 06c5, 2e2e, 92b6, 540e, 15c3, 551e, sigradi2014_178k5, fee9, 3a20, 1559, ecaade2016_170p48, d303, 0f9d, 9d8a, 72e5, acadia15_469n20, 602c, ecaade2016_113b31, sigradi2015_13.316w28, 9db8, a63c, 03de, e4fb, 7b5e, 3d60, 359d, ecaade2014_186m47, acadia14_229j, ecaade2016_164n46, caadria2016_135v5, 2cef, 2c77, 3bf0, sigradi2013_304c, 30ef, 4f2d, f4ca, c154, 712b, caadria2017_070k22, f580, caadria2017_015o5, 48e0, 9479, ecaade2016_120l33, f156, 27fa, 5690, 923f, 5e5f, ecaade2014_104v23, 1ced, 70b3, 60b2, ecaade2016_102s27, 99e4, e3f7, b1dc, ecaade2014_109t24, a773, 22fb, ce65, 07cf, 43fc, e125, 3ef7, ecaade2013r_001e1, ascaad2014_012k6, 4841, 2372, acadia16_44l3, 61e2, 0a0f, 48f6, f8f4, 9e83, 9350, cfa1, af6d, caadria2015_218x33, ef34, d90e, 7ab7, 9e98, 312d, fc22, f9c1, 49df, sigradi2014_114l9, 7789, ecaade2014_240k62, 0a9f, b13c, a884, ecaade2014_176k44, 3ffc, a3fe, caadria2015_194s28, caadria2016_517c22, 21cd, 9efa, 66bc, a0d2, 37a4, fbf8, 76bb, 5fc5, c4f4, sigradi2013_41j, c667, c213, ecaade2015_225j49, c919, 2876, ecaade2015_138h28, 1f68, c6fa, 7790, eb65, sigradi2013_429i, d03d, 46ba, ijac201614204x9, fcdd, ba30, 321d, 3d69, 2c1a, 3da9, 229a, 6254, b59a, 8bc8, caadria2016_125r5, 5cef, 262a, de61, a669, f3aa, abbb, 16cf, ecaade2014_052k12, ecaade2016_217c56, b0fc, aa14, ecaade2013r_005n4, 0fe6, 7c84, 9fdf, 130b, be07, 8906, 8892, 31e7, ascaad2016_040w15, d036, 0823, a970, ascaad2014_020p3, acadia14projects_153am, 044b, ijac201614403t2, 5bb7, 275f, 54b5, db07, ijac201513105r4, 26cf, 7246, 084b, 8373, ffef, feec, a59c, fb3d, acadia14_619am, ijac201513104j3, 0c2e, 0c9b, ijac201412403z5, ecaade2016_151e41, 9da0, 9246, 27cf, caadria2016_147f6, ecaade2014_055z13, 51cf, 4b51, d444, ecaade2014_149m35, b65e, ecaade2014_224e57, b812, d956, sigradi2014_085i8, 8599, 95c9, dc96, 4b32, 95f1, 9426, fcee, 1aed, a9b1, 9435, caadria2015_072r9, 3d51, caadria2017_023b9, 729d, 97a6, c5d5, f992, f8c9, sigradi2016_741hh, e7cc, 824b, 5938, sigradi2015_8.47k11, d787, 45a5, a333, ecaade2015_21j4, acadia14projects_601ag, ecaade2014_015k3, 1b8e, ecaade2015_336f73, 94a5, 9003, 8943, 76a4, ijac201614105v4, ec2e, 5a38, a5c5, 0ebc, ddfd, c377, 8b79, sigradi2014_266h2, 1353, 45d2, 67b6, e1da, 79d7, 07bc, 5ad4, ee60, 3e04, 1333, b59f, a52c, f591, sigradi2016_524cc, f719, ecaade2016_170y48, 1ac4, 8955, 9f71, 1604, e94e, 8afc, 6b10, 6789, 3cd5, fb47, 1080, 4a19, 805b, 87ab, 4763, 6968, a30d, 3e3d, 63e2, 9b3c, b1df, e221, 7858, c913, ijac201614201f6, a1ce, caadria2016_477w19, 9684, sigradi2014_015h1, 630c, 4377, 478f, sigradi2015_11.34x23, f883, e638, d861, 4e1c, sigradi2014_132w1, 42aa, 1f6a, 47dd, 0d9e, sigradi2016_357l, b9a8, ef47, f075, 14cd, 2a10, 54fc, d643, e5df, 6b6b, f93b, 5a75, 0755, ad13, 3372, acadia14projects_627c, 610f, b712, e170, 544c, ascaad2014_036a2, 6c5d, 7086, ecaade2016_223o58, ecaade2015_170r35, 80b9, ijac201614405f4, 1451, 1e28, fbfc, 142a, sigradi2013_248, 4c20, 12be, ecaade2015_318m69, acadia14projects_691au, 3937, f06b, acadia16_154i11, d058, ec4f, 2d7d, 8882, fe8f, 47b4, 82d2, e901, 0f68, 75de, 55b6, 8478, 695a, 3a2a, 7922, caadria2016_013s1, 1e23, 2d49, 4051, 4731, 57a3, abc6, 3c42, da25, 9fd3, 69c6, ascaad2014_004e2, 1fc4, 1aaa, 2197, 972c, 6ec4, b6df, 3b2f, db62, acadia16_280z17, b567, d8a3, 7677, 09c9, a846, ec03, 0a9d, 9dd7, 4a92, 3beb, 8f80, c0ee, be53, d01a, 8def, b53c, ece8, 2b2b, 1862, 3377, acadia14_317u, bcf2, 130d, e3cd, 54c1, fea9, ecaade2016_198t52, e238, eff4, b243, ecaade2016_142b40, ecaade2014_020p5, 22ce, acadia15_57l2, acadia14_291i, bdfb, d34b, 201a, acadia16_478x27, 8f7e, sigradi2016_383jj, 7fa6, sigradi2014_164i4, 2601, ecaade2015_233x52, b63f, acadia16_382f24, 9e55, 006f, 2824, ecaade2015_237o54, aef6, 9783, 796c, acadia14projects_79w, 3163, a91f, ascaad2014_036e2, 2b40, caadria2015_213m33, 209c, 0766, 9780, 4512, 4983, d8f6, eda3, 0bdd, 2b22, ecaade2015_273h60, a0f7, sigradi2016_467u, cb55, a87b, 650b, 74fc, acadia14_189am, 99e6, 3473, fe10, ecaade2016_106g29, acadia14_267n, 7ca2, 4126, 0792, 6af6, 46a4, ascaad2014_015v8, 82e5, bcda, 8e6b, ecaade2014_153z36, 3573, 218b, e44a, 01e9, 5a6b, ef0d, 08a5, 4054, 9136, e8d4, 8e9f, 10b2, c727, a872, c070, a956, 5f98, 06f0, c186, caadria2016_787i33, b312, a880, 2312, de1d, e2a7, ecaade2014_024h7, 64ec, 4d70, 9830, dfb0, 9e49, a5d2, 3220, ecaade2014_224j57, a5ac, f64c, ecaade2016_134c38, ac90, ascaad2016_046r19, ff13, b53f, 1843, 1a8d, df28, 4f82, ecaade2016_223m59, 30ee, a95a, c836, dfdd, 07e8, acadia14_549z, aaa1, e27d, 78d8, 0e18, ijac201513102j2, d9c4, ecaade2014_225f58, c1ef, b62d, bb79, 59f7, fb81, 4cb6, acadia14_145k, 8f8a, 06de, d866, 861c, acadia16_62h4, 84d4, sigradi2014_314t6, 97bb, daa1, acadia14projects_555f, 4104, a1a5, 9baa, d698, 38b2, 3c39, c43e, aaf3, 7390, 7fb9, 4078, ecaade2015_250h57, sigradi2013_117i, 071c, caadria2017_009l4, 2cdd, cfad, sigradi2013_381, 307e, c997, 7688, 6f39, 36fd, caadria2017_113m29, 4e65, 37cf, 5b0b, ecaade2016_067i17, d2d7, caadria2015_145t23, 6e23, 6021, 3304, c9de, bd02, 7460, babc, sigradi2015_4.219i7, 51b0, f408, f00b, sigradi2014_178o5, ascaad2016_010y4, c59b, dfd3, f8ca, sigradi2015_3.221z4, sigradi2013_429l, 64fc, 674e, sigradi2014_281b3, ecaade2014_201e52, 21c5, ceb9, 3ec8, 24d5, 7724, 98df, 7d8d, 4063, 40c5, 77c6, 7030, 71fa, caadria2017_107n28, 7bda, d207, 9a8f, e389, 9125, 3548, 0a8b, sigradi2014_080j7, ascaad2014_029b8, bcdf, 2027, 8434, 6efe, 3283, 738b, 3a9d, e447, d25c, bc9f, 6090, 3aeb, 6427, b3ac, ijac201513104u3, 4b14, 4a4d, 5b26, 9464, a222, 9509, 7754, dc7e, 907b, caadria2017_142r37, ca52, c986, 5816, ff0a, 6e90, dac3, caadria2017_058n20, 3ee9, acadia15_297e12, 8147, 07f2, 4595, ccba, a1bc, 3a0d, 647d, c8bc, sigradi2014_345c9, 4486, e42e, da05, d69f, ef09, ad2d, 454f, caadria2015_002d1, 5292, f14b, 53d2, 2e2f, 9586, caadria2017_145m38, sigradi2015_9.141b16, 4247, 10f5, eb1b, 372b, 4ab5, b919, caadria2016_229c11, f69f, dfa1, ba41, 4d61, ec4b, 8f0a, d75a, b3e9, 4f83, fe20, 1113, 3d18, f76a, bd0d, a007, a475, 75ce, sigradi2016_421ww, 3b44, 319c, 06a5, ijac201513203a7, 7032, 9e02, d4c7, 204d, 547b, ecaade2013r_005j4, fa28, b0e3, acadia16_342c20, sigradi2013_28k, 984e, fed2, da62, 449b, acadia14projects_479f, 2eb1, 669e, 25f1, 36fe, 7ee9, sigradi2016_484oo, sigradi2015_11.136u24, 9bac, 9652, 4bbf, d760, 5835, 9a24, fecb, d302, 0cc1, 067d, ecaade2013r_008m5, 0642, acadia16_98f7, 8f25, 5a51, 0445, 7afa, ijac201614302m1, 8d89, 2ae8, acadia14projects_87ae, a045, 3d85, f1c8, 7128, 23f3, d721, a183, d7cd, f4a8, cfca, 74e0, e032, 47f6, 84fa, ecaade2015_59w10, caadria2017_104f28, d21f, sigradi2016_369d, 5475, 8586, ecaade2016_058v14, 5736, 6287, 0621, 658f, ecaade2015_230k52, f9fe, 8582, bd6c, e506, c4f8, caadria2015_105k16, f04d, 6ab1, a130, caadria2017_056u18, ecaade2016_mrtd66, d26d, 6388, b6f8, 4316, 3a35, d2a5, ec7f, ecaade2015_53p9, sigradi2014_292s4, 259d, caadria2016_651e28, a467, 4a0a, caadria2015_203n29, a037, 5940, 35cd, sigradi2016_417ll, 4631, 25b1, sigradi2015_3.221t4, 5758, fe37, 6fa7, f7e3, 7a26, 8748, 9eca, 63c3, 8310, afce, ijac201412304e1, 7fba, d3a6, a510, f2e4, 1544, 2c00, 2aa3, fa4c, 391c, f09b, sigradi2016_803q, 223a, 8c76, f640, 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ascaad2016_059l23, ee3b, acadia16_116u8, ecaade2015_21j3, ascaad2014_020u3, b133, ade3, 328c, sigradi2015_6.327r8, a5e9, b662, 6607, 8db8, acadia14_153an, ecaade2016_210c54, 6532, 0aa9, f884, d234, b10a, 8f84, f007, ecaade2013r_003m3, acadia14_627b, b924, ecaade2016_013l3, a9c2, c42f, 3253, 075c, 4e6c, ecaade2015_233y52, acadia15_243w9, caadria2016_539z22, 21e2, 3ad3, 993d, 96f6, 32c5, 54b8, 9476, ijac201412405n8, 802b, cef6, 7583, 845a, d4fb, caadria2015_081t11, 1497, f8fa, 4682, 2a5c, 0090, acadia16_214x13, 1f5d, d3d2, ecaade2014_230p59, d3a9, 3b5f, a0b2, 8947, 61bb, 1a2a, 2ce6, ed1f, 455f, 817a, 56ad, ecaade2016_032t8, f519, f772, f724, 9713, 7e30, sigradi2016_809pp, 46fe, ecaade2014_141f32, 407d, 1960, f078, caadria2017_005e3, 68d2, 707e, 9b3f, 4261, f89c, 0606, a507, 58a1, b431, 838f, acadia14projects_565p, 11c5, sigradi2015_sp_8.326s30, 5e75, a620, acadia14projects_463u, caadria2015_237o35, 9f1b, 5bf7, ecaade2014_147y33, d928, c8db, d336, bb04, f167, 435a, c175, acadia16_224p14, ascaad2014_019n2, ed96, 241d, ascaad2016_014m6, 88d6, 3ccc, 4bd2, 8542, ecaade2015_25h5, 05b8, dd5a, f13b, 98d1, e9fc, ecaade2014_169n42, c35d, 8492, d2c6, 84a4, 79a8, ecaade2015_171l36, 2526, 41d0, 22ca, 50ed, sigradi2013_330f, a332, 63cc, bf65, ecaade2016_136j38, 38f6, 9bb2, ascaad2014_019m3, c73b, c9ae, 0e5d, ecaade2016_190z50, acadia14projects_435ap, 0dac, 6956, f432, e089, ecaade2015_286b63, sigradi2013_407f, sigradi2014_281f3, ecaade2016_193m51, 9efc, ijac201614301b1, ecaade2016_168f48, f39a, 210c, de8e, 91c7, 80e4, 3c38, bd70, 40e9, 2859, 2697, 1839, 01a5, ecaade2015_169d35, fc7c, ecaade2014_016a4, 7df9, 32ba, sigradi2016_695u, b845, 36c5, 82dc, 2310, sigradi2016_625a, 500d, 2b0e, d971, e053, e11a, bd92, 796d, a2c9, 617f, 36e9, ecaade2014_149k34, fad8, a4b4, 64d5, 5ed2, 8a62, 39bf, 3b1f, caadria2015_185i27, 6c0f, 09f4, d547, caadria2017_190y45, ecaade2015_196x41, 1398, ascaad2016_010r4, 590b, 30de, fbea, acadia14projects_63a, ec1f, f4c9, ascaad2016_028o11, af80, 1787, eb5a, 3cdf, 5009, 2155, 02fa, 6cbf, a04d, bece, ijac201614101f1, acadia14_81n, 8b3c, acadia16_414y24, 691f, e09b, 7e68, 83c8, 32e4, 12b2, ecaade2015_138c28, 5f42, 4bee, 6fdd, b1f8, a0d5, acadia14projects_153ar, ijac201614102j2, ecaade2015_207n46, 4882, ba58, sigradi2014_074z6, 22d7, c47a, caadria2017_155o39, ecaade2016_230t61, 5a6e, 351c, 1101, ecaade2014_180k45, acadia14projects_539f, b0af, 259e, ed9d, 8d32, 0ff4, 7ba5, a57b, 186d, 85bd, 62cb, f630, ba40, 0995, 1bfb, 4312, 2691, c267, ecaade2014_186r47, 0f06, bdb3, 65ea, 63f5, 3bde, 08c1, bdae, 2628, 1c90, f90b, fb1f, e355, 0974, 9a71, 26b9, 9b51, 9d43, 5a73, e889, ecaade2015_178k38, sigradi2015_9.270f17, acadia14projects_291i, b32c, 6e47, 794c, afa2, 33db, 5959, cd39, 6af2, b214, 4347, 11d5, 1bc0, 3dee, 79d0, ecaade2014_180l45, 1017, ea1e, 7aeb, ijac201412204y2, 2d60, ecaade2014_224z56, 6313, ijac201513103z2, ecaade2014_184h46, 1658, 8247, d2ab, 8df0, aa81, 83f2, 9a13, deb4, c6b7, f3db, 0965, 2e7e, 8a75, 03ca, bd57, d922, c035, 8796, ecaade2016_225d61, fa9e, 13bf, acadia16_372g23, 88c5, 7fc2, b021, caadria2017_118t30, ecaade2014_224b58, da0c, 31a7, 8ee8, 729b, 92f6, 2eb8, sigradi2013_289k, b590, d2ea, 67ec, 4ba5, 240d, 8ccb, 730d, 4f81, 7b36, d81f, 6405, fd23, 61db, da58, 0eee, 1634, caadria2016_477u19, 5e68, bff5, 8c97, sigradi2014_291o4, 3c4c, f0e5, 43a4, 38dc, ecaade2014_070g16, a5bb, 754e, 3f5e, 906d, da6f, acadia14_81o, 8063, d092, sigradi2016_592y, 034d, ijac201412404b8, aee2, 121a, 647f, e288, ecaade2015_240z54, efb6, ecaade2014_220c56, 016a, f433, fecf, b379, f376, dc8a, 1267, b61e, 47b3, ijac201614104f4, ecaade2016_126m34, a4e7, cebf, f607, sigradi2015_10.381g23, c435, 94be, ecaade2016_065z15, acadia16_344i21, 591c, e39d, 8935, 1261, acadia14projects_311s, 6bba, 29f9, 7d0e, e306, 9be3, 3808, 04cc, 5743, dcd1, 1943, sigradi2014_151p3, 6ba3, 6448, 06c4, ijac201412401n3, dae3, 94cd, 285c, f3af, 6a88, f104, 7bfd, 32bc, d292, 58c0, c991, acadia16_478f28, 7c22, b34a, 5a29, 19e3, f1be, acadia14projects_145r, a31e, 41fb, 2860, 22d6, ascaad2014_017j1, 7c8f, 109a, 69f1, b4ab, a5a2, 8436, 9406, ecaade2015_285u62, ecaade2015_194y40, f98e, ecaade2015_119d24, 2c74, 382b, 28c4, acadia14projects_153ao, ecaade2014_204c53, 418a, 7a5b, b639, 5775, caadria2016_125o5, bda8, 5c14, 8b65, 3967, 74a2, 56f5, 83e1, 330e, caadria2017_149d39, a0bf, acadia16_34k3, cd72, sigradi2014_080l7, ed55, 7a2b, 1b2a, cea3, 37c7, 1a46, f2cf, 6db5, 5a96, 021e, 6e55, 5e03, 2276, 892e, 8ad9, 7db3, 97a5, 6476, e4c8, df4b, 728f, sigradi2013_30k, beb3, 8dde, f7d2, ce85, 0254, 1b35, 6431, d0be, 137b, 5fec, ascaad2014_030d9, ijac201513105b5, 0be2, 35df, b4a9, b6b0, 13f4, 1b9c, ae99, a8de, a9cd, 43cb, 1731, ea99, 7d8a, 4077, ascaad2016_028k11, fe36, c023, d1f3, 13ae, 70e7, e604, 5314, e6eb, 6285, df9e, 24ea, a348, d49b, afa5, 9214, c0e5, acadia14projects_479ay, 6604, 2c56, ecaade2014_153y36, fa5d, 3ac1, 780e, c40b, e4ff, 7191, 4db2, 3305, acadia14_589i, sigradi2015_6.42b8, eca3, 9f48, 4352, 5906, 1c81, 79dd, b94c, 6a52, 73cb, fd87, 90e2, 5207, 3497, ecaade2016_140k39, acadia14projects_463t, 275b, ascaad2016_025o10, 0c98, ed75, ecaade2016_104o28, c8c1, 6fe6, ecaade2016_157b43, 4f64, 57ec, 9405, cfc7, acadia14_671s, 3d57, d631, acadia15_497g22, ijac201614102c2, c7c7, acadia14projects_153ay, sigradi2016_408dd, e65b, acadia14_145ah, 4f73, 9ce9, dee3, 6c25, 5e9d, 43ca, b096, bdb7, 0037, 5df0, 6d06, c57a, sigradi2015_8.41s10, a7ec, cf4d, 5da9, 0eda, 76ca, caadria2015_016m3, ecaade2013r_003d3, e11b, 555d, 321e, ecaade2016_158d43, 2aa4, bc05, da46, 426c, acadia14projects_189a, bc0b, bdf1, 0785, 2fca, c716, cc73, 38fa, aae6, sigradi2013_205i, a191, c58e, e7c3, 5cbc, 4d26, b760, 4c96, 33c6, 23e0, ecaade2014_094i22, 8cf3, c0f4, c151, f2d5, ecaade2014_186a48, f30c, 0b61, c58b, 59f6, 3b6b, 16c3, 0c84, 1387, ijac201614408f5, d9d1, 2ed8, ca17, 0f15, e94c, edbd, sigradi2016_752tt, ecaade2016_197g52, 226a, d22a, 0aa4, d73a, acadia15_123j4, 1a97, 62fa, bf2f, 40cc, f9b4, a6ec, 8a84, a95e, b5ea, 2a6b, da74, 0598, 955b, sigradi2015_10.7g18, 9f53, d9f5, ba99, caadria2017_004t2, d031, 8702, 8066, 4ea0, 0e23, 00f4, ecaade2015_21z3, caadria2016_861b37, sigradi2014_345r9, 165d, e2f7, c811, 4250, ecaade2014_055v13, 2aa5, a3b3, c4df, 85e5, 96b7, 7715, 06fc, 91f1, fd72, caadria2017_113t29, 2232, 749d, a548, bfc6, a3db, 9123, e220, 8e5a, 3e92, ecaade2016_028m8, 5dbf, 6be7, ecaade2014_010e1, sigradi2015_8.47h11, 7f40, sigradi2016_599pp, ecaade2015_302i66, dfa0, sigradi2014_282s3, b396, sigradi2014_329y6, d9aa, 06dc, 1a50, 0ad6, sigradi2015_4.219l7, fada, b132, 1095, a2b1, 59d5, abb2, 5947, 3a8e, bba6, 8c90, b024, 2818, 7113, 3698, 96ee, befc, 5851, 0351, bd8d, 25e9, 4967, ce9a, a0a2, 2a96, e2d4, 86e4, 9142, 04c1, acadia14_317x, 0c9d, ecaade2014_195w50, ceb8, 1c96, a8e9, ecaade2016_191c51, c7c1, a54e, 1eec, 61cb, 5eb4, 447a, f5da, f5c4, 6a17, f05b, 1932, 2b15, 0f90, 4b7e, ecaade2015_143h30, a4a6, e283, 5e29, 352e, 7606, 6976, a72b, 2ff4, 80a7, 400f, 8454, 94a3, acadia14_101x, 2202, 09e9, 783e, ef70, d7ec, ecaade2014_084u19, caadria2017_056t18, 2e2d, 1dcb, 3b18, 0d0a, ecaade2016_132z37, acadia14_257aa, dca0, acadia16_214k14, 6e62, f9f1, 8091, 7ea2, 5faf, caadria2017_055m18, e89e, 616d, 5583, 4586, 61d0, 30a3, db0e, eb2a, sigradi2013_195z, d6fc, 0ebe, 4c21, caadria2017_018s7, 15dd, c65c, 9ac8, c4f5, 43e8, acadia16_164r11, 7b3d, a438, d167, 97e2, 1679, 4188, 573c, e8eb, 1674, b9a1, ba2f, 6986, 8d83, b040, ecaade2014_038e10, ascaad2016_023y9, bda4, 098d, 8301, ecaade2015_158i33, ee74, 3a10, 594b, f18a, 2d88, 67a9, 7770, 51ca, cadc, 59dc, 5cf7, sigradi2013_183v, acadia15_451y19, 31cb, ecaade2016_071n19, f71e, 98cd, 1cf5, 4007, 899a, 0670, 1432, 7b88, c5d0, acadia14projects_135z, f513, 0a42, 252b, e173, 713d, a0d7, 1fe7, b01c, 7d7b, acadia14_609az, 027d, 65b4, ascaad2014_017v9, afa0, 85bc, ecaade2014_157e39, 12aa, 63b9, caadria2016_497w20, a75c, 4705, b3dc, 4297, 9f00, 9ff7, sigradi2013_42p, 97bc, 4275, e056, fa89, f2f3, e37c, ijac201614307o4, sigradi2016_764d, ecaade2015_206z45, acadia14_101ac, ff2b, ecaade2015_194s40,