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 ijac20108204
authors Jacobus, Frank; Jay McCormack, Josh Hartung
year 2010
title The Chair Back Experiment: Hierarchical Temporal Memory and the Evolution of Artificial Intelligence in Architecture
source International Journal of Architectural Computing vol. 8 - no. 2, 151-164
summary Computational synthesis tools that automatically generate solutions to design problems are not widely used in architectural practice despite many years of research. This deficiency can be attributed, in part, to the difficulty of constructing robust building specific databases. New advances in artificial intelligence such as Hierarchical Temporal Memory (HTM) have the potential to make the construction of these databases more realistic in the near future. Based on an emerging theory of human neurological function, HTMs excel at ambiguous pattern recognition. This paper includes a first experiment using HTMs for learning and recognizing patterns in the form of visual style characteristics in three distinct chair back types. Results from the experiment indicate that HTMs develop a similar storage of quality to humans and are therefore a promising option for capturing multi-modal information in future design automation efforts.
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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08c5, caadria2016_787g33, 5223, ascaad2014_029s8, 6b65, ascaad2016_001b1, e0d6, 97da, 7559, 5336, fdfb, 76ef, 06f8, 431e, a367, 690e, 395d, 97c4, 1fda, c0cc, 1086, 01a2, e221, deb0, caadria2016_301g13, a39b, 189a, 546c, 2ec2, ecaade2014_072j18, df9f, 1293, ecaade2015_221x48, sigradi2013_429j, fa53, acadia14projects_681am, ecaade2015_144v30, ca7a, 9ef6, 577b, 6725, 36b5, 2e08, f57d, caadria2015_157v24, cb05, fdf1, 32b6, 8c24, b868, fe92, f2c3, a3df, 297c, 5ba5, 8134, f5cf, da08, 2389, 1357, 1797, 0680, 8167, c259, 40d4, caadria2017_086g25, b0f7, ecaade2016_129d36, ascaad2014_022e4, 9975, 577e, e723, af8b, dd7f, 2d55, 93c1, 0d76, 8b33, 9a70, ecaade2016_163s45, 852f, acadia14_339aa, acadia14_691au, 0d54, c146, ijac201412206x4, 0d21, f815, e00b, acadia14_339ah, acadia14projects_75a, 2990, 1683, 6905, caadria2017_163f41, 982c, 5786, af62, 1018, acadia15_95l3, 9562, 35b0, f1e2, 409f, d25d, b0c6, 227b, 8551, 495f, ecaade2015_87a18, acadia14_153an, cb26, ecaade2015_144y30, ascaad2014_014u7, 6b1f, ecaade2015_221z48, 51ef, 244a, 5cc3, e611, af53, c3f1, sigradi2014_265x1, 4095, c12c, ecaade2014_066h15, ecaade2016_042o11, 7818, c5b4, 6236, fa7f, 6c28, 4daa, 24c2, 200c, ecaade2016_147u40, 8abb, 3427, 4358, 6276, 9ae1, 383c, 6623, c0f1, acadia16_224r14, ea08, sigradi2016_801v, 633b, 3eab, dd6f, 22b5, 4616, 9085, 4563, 1096, b410, bec5, 37c4, 0d6e, fc2c, acadia14projects_145l, 80bd, 13ff, 2396, ijac201412204x2, 5abd, 2511, d0b9, f5e2, d217, fe2a, 82f6, e20c, d67d, 07ea, 3810, 52c2, 7276, b1ee, beaf, a89d, 2668, 221a, 49bb, 2a42, a761, fcb7, 35ba, caadria2015_114m18, 209a, 88ba, 1d6b, 122e, f286, ascaad2016_033b13, 9da9, 8b6d, ef90, acadia15_251m10, cde2, 7199, acadia14projects_549o, 2312, f013, cea9, f468, 5a19, ecaade2016_067c17, 9a63, 93e8, acadia14projects_565k, 5591, 9e5c, 1a3b, d3a7, ecaade2015_114e22, f8c8, 5623, 0e4a, 2414, bcd6, dea4, caadria2017_190p45, 8bbf, a977, fcb6, 8b9a, a6ff, ea6c, 6743, 99d9, 02ce, 85bd, 361b, sigradi2013_41z, acadia14projects_719f, 86d9, d3d5, 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caadria2017_081v24, sigradi2013_313r, 023a, afc2, 59c3, 4636, e360, 24b3, 1a0e, ae6c, c043, def2, 4562, a154, ed22, 5c2e, f1cf, 7f3f, a76c, dd7b, 9a14, fc16, ecaade2014_149w34, ecaade2016_110j30, d6a4, 5754, acadia14projects_111l, 8258, f340, 519a, 23c2, 2b9e, ea82, 1d1a, 4dfc, e1d5, 772e, ijac201614207y11, 2816, 7e32, 2e5d, 83a1, d9ac, d12a, sigradi2015_6.42t7, 7280, ecaade2015_227i50, 4626, 0357, 56c1, d29e, e6af, 419c, 9cc6, baa2, a54f, 5f4f, f75a, 1ddb, caadria2016_611z25, sigradi2013_183t, 3b6f, 0a7a, 857e, a2d1, a396, ecaade2015_248h56, d685, f9a8, 266c, 0fd3, 3d0e, 8880, sigradi2013_366z, 9ab2, ijac201614208x13, b97d, d982, f270, 735e, b89c, bc20, ace2, a3d3, 159a, 939c, 3edd, 56da, b9ac, aa1c, 7b55, 44e8, acadia16_88p6, cd86, f1c7, cc1e, d917, 8220, sigradi2014_291m4, bed1, ecaade2016_028l8, a4ff, acadia14projects_281u, ecaade2015_217w47, de3f, d68b, 0db4, 0d10, ecaade2016_171a49, 75f0, 67b0, 36cf, ascaad2014_037p2, 9484, 47b1, sigradi2013_267d, 75c9, 9e6a, 7a3b, b3a1, aa10, 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9d94, 9e8a, 0bf7, 4d4e, 04e3, ecaade2014_218s55, 5a61, 4f81, 544f, 68b9, c867, 5d0a, 2cd4, a50f, 71c3, 4a2d, a5a0, sigradi2015_9.152x16, aa2a, 3b64, 2d94, 65a7, 7a54, acadia14projects_479p, 734b, 4393, f034, caadria2017_017j7, 5e67, 1ed4, d6ee, b2af, ecaade2016_096o26, ff7a, 3c0d, 534f, 2757, d5c7, 7af2, ca9c, 7b2e, aaf9, 36f7, acadia16_280v17, 2c94, 3563, sigradi2013_389p, f54f, d04e, ecaade2016_071t19, bb97, 797b, 8449, ecaade2014_133o29, ae5b, d242, 9ed0, 3ca6, d337, 6fc9, 0f7e, acadia16_214e14, ac8f, c8ee, 37f7, 1c2c, ijac201412403y5, da59, ecaade2015_206w45, ecaade2015_304w66, a6df, e761, acadia15_243c10, ecaade2016_225w60, 0f25, 0107, ecaade2015_61z11, 48e5, 0ea3, acadia14projects_539a, ecaade2014_215b55, 85a9, 304a, 0e6a, da8f, f712, caadria2017_129v34, 1e90, 03d5, 4444, 2514, d123, e712, 48dc, acadia14projects_43aj, a14c, c0c0, 6561, 21cc, sigradi2015_11.34a24, e224, 97ca, 914a, 05f0, ijac201614204w9, cd06, 044e, 8690, 8fa3, 8573, 7b1c, 1fde, acadia16_224e15, 8af3, 298d, 0fc3, 9c83, a11a, df93, d2a2, 94b3, 2beb, f499, 9465, 1d55, 9cdc, 2111, ecaade2015_301r65, d1b9, 5003, 6cb9, 14a1, 7545, ascaad2016_028e11, 5c2f, 589b, f777, 94d3, 6337, ecaade2016_015x3, 04f8, a1c8, d7b5, 7714, 37ed, caadria2017_104p27, 2dc9, caadria2016_259p11, 6b62, ac70, 0f50, 9856, 3219, 5ba3, 7854, 70cc, ecaade2014_011j2, ecaade2014_177v44, 296e, 6ed1, dcb8, febf, c688, be11, f3c1, c0c9, a868, acadia14projects_589c, 192a, acadia14projects_357ax, e290, e05c, ijac201412402m4, 9a32, 9078, cb0e, 5d98, 0a79, cce7, 60c0, e2e6, b8ad, a7d2, 55b0, ijac201513104r3, 20e7, 923b, 1f85, 1a8e, e114, aced, c1c8, 36b9, c331, 8ae4, c80f, 810a, ecaade2016_071b20, 1051, 6008, 8ddc, 8c74, sigradi2015_8.264z14, cc05, 29a6, 8694, e69c, 3a2a, 7720, a435, 098f, 9979, c319, a2d6, cca4, 172a, 7328, 8de8, 05a6, acadia14projects_339av, d967, 5837, e946, 13d5, ascaad2016_032r12, 0c6a, 03a5, 959a, fe6d, ecaade2016_099n27, acadia14projects_609ag, 889f, 814f, 2d90, acadia16_236h15, 078a, 6e61, 39ad, 677b, c3f7, a429, ascaad2016_038f15, 3ba2, 6c36, c474, aa57, 9b32, ecaade2014_109v24, caadria2016_683n29, 586c, c2b6, 5470, 0b7f, e3ea, sigradi2015_10.7l18, 4b4c, 4c58, 8584, 4bc0, ecaade2016_099k27, 1341, c832, caadria2015_014p2, ecaade2015_333i72, ab80, d4dc, 7fc7, fece, 691b, f631, 104e, 3a6e, 4c3e, 6227, acadia14projects_23ac, caadria2017_085e25, fa65, bd5d, 38ac, 248f, b4f7, 3910, 4d58, ascaad2014_023u4, b342, 7e77, 8b34, d663, 351f, caadria2017_165k41, 7f3c, 7086, 2acc, c2ee, caadria2015_069o8, d8f8, 9d60, bde2, ijac201412303z8, acadia14_565t, caadria2015_164i25, b254, 0306, 7fd9, 2c77, e336, dd87, 3ede, 62cb, 273f, a6ce, 2c54, 2dce, 05d8, 3044, 4203, b044, 3704, 5d50, bad0, 6ee5, 0a2c, e1b6, ede5, caadria2017_004m2, acadia16_372y22, f058, 12f0, 724a, 1a51, d378, 92fc, 54d0, b986, caf6, c684, f412, 3ac9, acadia15_251h10, 16b9, d089, 3eed, 4af9, e4d8, 8e53, 40f9, 01f6, ce94, ecaade2013r_004f4, c29d, 2161, ecaade2015_86g17, 9011, 71c1, 4159, 4b0f, 4506, b45c, 88ed, ecaade2015_171h36, dff3, d25f, 90d3, 368d, 4c16, bccd, 7d7f, caadria2015_004h1, 9419, d829, 01cc, c829, 2d65, a6b5, f651, 6b46, caadria2015_142s23, ccf1, d59e, ee50, e608, caadria2017_085a25, caadria2017_142o37, bf93, 8b1b, 1f00, 24db, 585b, sigradi2013_54o, acadia15_81x2, 9331, a2ff, sigradi2014_151c3, 8e6b, 37e8, c26a, e39b, 35dc, 46be, 08cf, b25f, 1abc, ascaad2016_050y20, 57bc, 7627, b8e9, 550a, 54f2, ijac201614407w4, 8ded, 1f91, c1a1, 9e2f, sigradi2016_737w, 397e, 2645, d38f, ae18, 9767, ec26, 7cdd, ecaade2015_33l6, ascaad2016_011k5, fdbd, 7e7d, ecaade2015_205c45, sigradi2015_sp_8.326c31, 7a3a, 2100, c19f, 0f8d, 6761, 7321, 252a, 2e3c, 1801, acadia16_140i10, f32b, b047, c986, e751, caadria2017_041x12, fb98, e184, ecaade2016_170z48, 7924, e9df, 86fc, 45e9, b0ff, acadia14projects_257ac, 1120, 9ad2, 9499, 3ebd, 2212, acadia15_343d15, dacd, sigradi2014_108c9, 751a, e5fe, d18f, 17d5, ea9c, 22aa, 5fdb, a4ca, 1a2b, fc64, 3b6c, b77d, caadria2015_069r8, e592, 9b6d, acadia16_130t9, ecaade2016_163l45, 2b28, 141d, 7b8b, 4718, ijac201513104x3, c2ed, 34ff, 9745, sigradi2015_sp_11.303o31, ecaade2015_59a11, de13, e63c, b0ee, acadia14projects_531z, sigradi2014_021r1, 2b1c, caadria2017_015w5, sigradi2016_732m, a46f, 1bad, 018d, 1e80, 1edc, 4312, 9c88, dc9b, a477, 36b8, 24b8, 2126, caadria2016_405t17, caadria2016_197g9, 201f, df8f, f9b6, d396, cf3d, 23ce, fce1, caadria2017_142e37, ae4e, ijac201614405w3, 99cf, e8fc, 629b, f872, ecaade2014_010j1, 2f60, fed6, 61eb, 689e, 6dbc, 4e51, a71d, 44e6, 744a, ecaade2015_229w51, ecaade2016_230x61, 76c7, 3819, ecaade2016_213k54, 49e7, ecaade2016_108r29, ascaad2014_031j9, ecaade2016_132x37, caadria2017_004p2, a0c8, 7728, 7b81, f764, 383f, ca33, 71ed, 7eca, 664b, b58e, 3214, ecaade2014_121r27, f1fd, 8a45, 9a98, c524, 78a5, 7877, 7a4a, aa97, 02fc, 527f, 42d2, 67b9, 5037, ecaade2014_186j47, c5bd, 07fb, b689, 5ef3, 0871, ecaade2013r_009d6, c448, ecaade2015_100m19, 4592, 473a, f44e, 76f3, 5cee, 0d82, ecaade2015_138t29, 3f25, bc25, d222, caadria2017_056i19, d038, d19d, ecaade2013r_011b7, 6a0c, 4b10, ef39, d27c, ecaade2015_114m22, caadria2015_226p34, 3ed5, f4af, 2b01, a188, ff1f, d3b1, ecaade2014_168w40, 9e84, fd9f, caadria2016_229o10, 8af1, 00bb, 8616, 9759, bbaf, a498, 39e7, ff4f, 276f, 1a68, 3cf9, 7ac1, bde5, acadia15_407m17, 77b5, 3fd2, c4ed, 710f, afd4, sigradi2014_345d9, 9ea0, a06a, ecaade2015_195m41, 1951, c941, 6e80, 8b5b, ijac201412304m1, 06de, 04c9, e523, caadria2015_188y27, ecaade2015_222f49, ecaade2014_030j8, 34d5, aec4, 4f36, 8341, afc1, 119e, c846, 14a8, ee88, 8cb8, 2132, b363, ecaade2016_223m58, acadia14_619y, dbbf, 03ee, 7bf6, 3c61, e492, b4bf, 101f, 6999, 8fc2, ecaade2016_239a64, ecaade2016_091j25, 8de9, 6ae8, 9dd5, 6737, 8187, c707, d721, 3a4d, 3cdc, 563e, 39ac, ecaade2015_314e68, 3119, d113, a376, f84a, 4107, ijac201614102m2, dc85, d2c9, bb92, caadria2016_819r34, b3e0, b9ed, a7f4, dcfa, e5f7, 894f, 579e, 5db5, 40ed, f02e, ecaade2014_137a30, d031, 0aa7, 656a, 5ce0, cad3, 9441, ecaade2014_030p8, 4cb7, d82a, 7bc0, 278f, a989, db4d, b138, acadia14_655ai, dc9c, d272, acadia15_95p3, 0293, 7a4b, 78eb, cff3, a7c1, 2806, 07b0, 7423, 2aa5, 39d3, 52ec, 0d9b, 86d6, caadria2016_167l7, f743, 5b01, 0afb, 82b7, 0c73, acadia14_435d, ad8c, 3970, sigradi2016_814f, 8460, 46e5, 6c10, ijac201412205y3, sigradi2013_286i, c504, 4641, 5438, c86a, 17ee, 1dce, ee40, c742, 39f0, b835, bad3, b66f, ba7f, 6f30, 9d7c, caadria2016_517g22, b7f5, c1cb, 014c, 7612, d2e7, 489b, 1187, sigradi2015_11.165r25, b49d, 603b, da87, ijac201412301p5, e6d7, 8fd1, 7cf7, 20f7, c5f7, 88de, 2b32, ecaade2014_031z8, d68e, cacf, 71fb, acadia16_260l16, acadia15_185h7, fc57, c8a2, ijac201614201r6, bdec, 5946, 7266, 9f01, 1217, acadia15_483n21, c013, ascaad2016_042b17, f456, d62a, 9b92, 71a6, 74a9, 736c, 6bbc, sigradi2016_602j, 4ff5, 0a64, 73fd, 726e, 8f21, 2d80, ecaade2015_317t68, eab8, 4063, ecaade2014_177u44, 85e2, 2a13, ascaad2014_024t5, 2466, 997b, bec7, 6eae, e1e3, caadria2016_405n17, 9bfa, c51e, 2e2f, 1639, 03d4, caadria2017_048a16, e27c, fad5, 63dd, dc80, d261, ijac201614302s1, 3d7e, 1190, 3596, 5070, 445f, f14e, 8007, 2dc4, ijac201513205o8, 71c4, 053e, fbe5, ecaade2014_086l20, ba76, b590, ec15, 3dbd, sigradi2015_12.215l27, 7850, sigradi2013_111p, 0e1c, e29a, 22ca, acadia15_173o6, 79bf, 1d1d, 61ca, sigradi2013_400a, 0d7f, 9543, 8dfd, 9be4, 71b8, 238d, ecaade2016_094p25, e833, 0339, 39a9, c3cd, ecaade2014_194p49, 83e4, f532, 4d57, 103c, sigradi2013_100i, 2f67, ecaade2015_229a52, c1a2, 7f80, a1f4, 2de9, b6ca, dc00, a909, fbce, a8f8, af68, 2e76, b122, e616, 964a, ecaade2016_238m63, 74e2, 29bc, 5445, 07e6, f971, 55eb, decb, 08f8, 703b, 1bc4, 748e, f1e1, 4a9e, sigradi2016_695y, acadia14_189ap, ecaade2015_318o69, 884a, 2bd1, ijac201412405c9, 1640, f842, 15c4, 31df, 8bd8, adf2, df48, 800f, 35d9, 74e5, 7aaa, cb2f, ecaade2015_237x53, e197, fd17, 84ec, 1a7e, 292b, fd34, 768d, 1371, ecaade2016_071v18, aa7a, 43e1, 0a09, b07e, 5a21, acadia14projects_347at, 9ced, 631e, ecaade2014_024s7, 27cd, b377, 7806, ijac201614304y2, 5d15, 5313, acadia16_88f6, b81f, 0455, 1a92, bf59, 259d, ecaade2016_045e12, 454d, d07d, 6cc9, e6a4, d068, 9c4b, 94a1, f229, 7844, sigradi2013_28r, d9d2, ecaade2016_167c48, caadria2017_147c39, a673, cd56, 0093, f856, 5066, 378f, f9c1, fed1, dcc6, 8272, 922c, 6752, 15b8, 33e1, a88f, e0f9, 163f, a8f5, 89e1, eaac, 7e8a, 273b, b5aa, 3fdf, a32b, 051f, cb6c, b3ab, 657e, 9112, 89eb, e3de, a0a5, d269, 2a49, e04d, ecaade2013r_005n4, 03a3, 3060, ecaade2016_113z30, 90c6, 8ecc, ijac201513105f4, 0434, a720, 7cde, 9d53, sigradi2013_364s, 3b2f, b3ee, d802, 0389, 7518, 60fb, 7e71, 29c6, db7b, 10d9, 2460, ecaade2016_023u6, 0ac0, 8854, ecaade2016_078f23, ab6d, d3ed, 213d, 144a, 56f2, b888, acadia16_332a20, ecaade2015_114d22, 8827, e48d, ijac201614203e9, acadia14_281u, e46d, 2feb, f925, ecaade2016_045i12, ecaade2016_163d46, 61d4, b596, 128b, e501, 2d2b, 839a, 56a5, 7089, ecaade2015_248x56, 2d6f, caadria2016_095o4, sigradi2015_7.184c10, 7626, dbdf, 4290, 9b85, e717, 8c12, a3a6, ff02, 4dda, 4a19, f2a8, caadria2017_058h20, 1785, de58, 671c, e76d, 8135, 231f, 8844, 4259, 8070, 81f9, caadria2017_027p9, acadia16_382r23, 1c0f, 6367, ecaade2014_182c46, 1a9d, e06f, dede, 890f, 7a40, caadria2015_122h19, b6c3, 5dce, 4bce, 63bf, ce1d, 09ef, 2e24, 98bd, 9921, 57a5, 10ac, 83cf, 793d, 0fe8, e613, ecaade2016_095k26, 36ec, ecaade2014_066l15, 55ee, 210a, 3464, 02c4, b1d4, aa18, d0e5, a8c7, 27b5, acadia14_445ag, 235b, 04ed, bab3, 3882, ce18, sigradi2016_814qq, caadria2015_130s21, adc6, acadia14_347ar, d488, sigradi2014_265y1, sigradi2014_036s2, ecaade2015_138b27, sigradi2016_530hh, 6b72, bd7f, acadia15_343y14, c4c1, 9f13, 39da, 23a6, b94d, acadia14projects_637ai, 05cd, 88fe, e45d, eb38, caadria2017_015b6, fc60, 287a, 4173, 1c97, 7e17, ijac201513103b3, fb32, 2686, 3548, 7ff4, ecaade2013r_015o8, c459, sigradi2014_227l8, 4dfa, 0f5d, 6ce5, acadia14projects_479az, 3f86, f77d, 37c3, e941, 0db9, ijac201513203d7, 6025, caadria2017_029o10, 3fa9, 4c68, 5e31, ecaade2015_17z2, fe83, e2fb, f947, bc16, e7a0, ecaade2015_287j63, dd21, b8f6, 8a85, 2804, 19a7, caadria2016_435j18, 4508, 56a6, 9e67, 08e2, c71e, acadia15_95b3, d683, 25bd, 5641, 24ef, caadria2017_165t41, db84, f75d, 09d3, 7cb6, d063, fa76, aaf7, sigradi2014_266c2, 8dbb, 54e4, acadia14projects_23ae, ade1, 554a, caadria2015_102w15, e02b, 4d7c, eede, 94c7, 98d3, 15a4, ascaad2014_013w6, 43ff, 2dde, 97ff, 1057, sigradi2013_183u, 415c, 8617, bbb7, c31f, 7252, 5522, 76a7, 9d67, a534, d0a5, acadia16_470h27, 9cd8, 4702, 4a7b, 6d12, 88a8, a8e0, 13f2, b8ca, 4709, 5877, 57c8, ad27, 1214, 16aa, 71b5, f659, 94d0, e629, 23a4, 79f3, 290e, ijac201614303k2, ecaade2015_225i49, 89aa, 749e, ecaade2016_ws-dleadz67, ecaade2014_104z23, 37d0, acadia14projects_33ag, 070f, 491e, acadia15_263d11, 427b, bf36, ed2c, a613, ecaade2016_132u37, a34f, ecaade2014_052d13, 8691, 5ae3, 70b4, 17fb, acadia16_440a26, 0a13, 65d9, acadia14_681al, 76a9, b2d1, 9724, d9cb, 6209, 110f, efc3, 8962, 226e, be1f, ecaade2015_231r52, f746, 0c0a, ee75, ecaade2013r_018p9, sigradi2016_393ww, bc39, sigradi2014_136d2, ecaade2015_118v23, caadria2017_118x30, c81a, e54c, 4097, 1ac7, 1350, ed82, af1f, 08c3, ae7c, 60d3, bb08, dc95, 14ab, 9286, 74be, e4bd, 77ee, 586b, dcae, 2ebf, sigradi2015_12.19a27, 4900, 2dcf, 7610, 410e, 2b7e, afc4, ecaade2015_320o70, 85e4, sigradi2015_11.165v25, c370, ecaade2015_118z23, 1169, 0fa9, 3937, faeb, 8e1d, 7b73, b838, 9fd6, 5d8d, 065e, 9079, ecaade2014_206x53, 0f48, 3465, 7037, 73e0, a7ee, 1c42, 8fee, de7e, 0ec9, e990, 9cae, a48c, ijac201513201z5, 1429, ijac201513206u8, eef5, 6447, acadia14_579c, ecaade2014_140s31, 01a3, 4e7c, fc61, cf0a, 145a, ecaade2014_038s9, ef36, 26f0, a7ef, caadria2016_663o28, b232, 5574, b130, b350, 2d02, 62af, 2aab, sigradi2015_11.8r23, 06c2, b877, 97a5, 2ff3, 84a2, 8118, c1e6, ecaade2014_084t19, sigradi2015_11.136r24, bbfe, ecaade2015_100u19, c9a6, 0d6d, 41e4, caadria2017_005z2, d712, fe54, sigradi2015_sp_8.326x30, caadria2015_213f33, 10ed, dd0f, ae0e, ijac201412401y3, e9ae, 843c, c365, 6151, bb8d, f39c, 7750, 837f, 3206, b60a, 3a88, 3c3b, fe82, 0178, ccf2, ecaade2014_127o28, dfcd, acadia14projects_291i, d52f, 3955, 6df0, 9dcb, f52c, 211a, 5c5d, 1fe7, acadia14projects_691aw, 7a37, acadia14_565r, 1615, 69a6, ca75, 1744, 931f, 691e, 9414, 3e70, 11e1, 3b16, 92bb, 1354, 487f, 169a, 4cab, 60b1, ee68, ea80, 9e09, f31e, 4546, a969, 5ff1, 0fc4, ca14, acadia14projects_235s, bc69, 20db, 73ae, 0929, cad8, 056b, d880, caadria2016_487t20, 0821, 1faf, feb1, e9a0, 6e8c, edff, caadria2016_745y31, 5315, ecaade2015_172c37, be98, ecaade2013r_001t1, 6691, 2c12, 0275, ascaad2014_026u6, 6135, 0b31, ef71, sigradi2014_232n8, b3c7, 14f6, caadria2016_641r27, 2c0b, 3ecb, e687, 895d, a187, acadia14_311w, 6abb, ecaade2014_185s46, 3407, a29c, bd5c, 43d8, ecaade2014_138w30, 0332, 5a1c, d456, ecaade2015_222e49, f710, d12b, fbe0, d594, 2362, bb5c, 3d5c, dd98, 92b7, 88f3, 1cd7, sigradi2016_490v, 8f7a, 452f, a7e5, sigradi2015_3.212m4, 02ab, 14bb, 6c38, b276, 1431, 2a99, 98d7, 199d, 4780, acadia14_601af, 5a95, ecaade2014_149b35, 0211, 4f73, 4595, 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acadia16_344k21, caadria2016_311c14, b0b7, caadria2016_095t4, sigradi2016_524q, 8d6a, 7129, ascaad2014_033y9, fb6c, 4ad8, caadria2016_507o21, bb64, bb00, 8bd0, f296, 7716, 6335, ff94, fa05, d8a2, 99a6, 31b9, 2d04, f40c, 42e9, fd8f, 02c8, 826d, ijac201412204g3, e9be, 5a2b, acadia14_479ax, 9607, acadia15_195x7, ad64, b927, 16c2, a229, a674, ijac201614307p4, bc7c, 4b34, f974, 6dc2, c96c, 9853, 78c4, 9e48, cc92, 651d, caadria2017_165r41, 1790, 88d3, d187, d942, e66d, ecaade2015_237d54, caadria2015_032w4, 9bb3, 321b, 5b25, ecaade2015_318y69, f07e, dbf6, e890, c092, 4d30, ijac201614201f7, 49b5, 097b, 6c9c, 7913, 83be, ecaade2016_068s17, c5d3, d547, 777a, 0c55, 6484, 870a, 2d1d, 9dad, 3f24, 3bdf, a252, 0c5c, d79c, 1932, 6957, a91e, ijac201614102n1, 025d, 3725, c667, 09b2, 823b, b7ac, e908, f716, 80cb, 26ad, 398e, 892e, 6334, 9ebb, 4049, f502, caadria2016_311a14, sigradi2016_809oo, c111, e7d0, 630f, e53d, 9bd6, ijac201412305o2, a6a4, 5434, d756, e6c7, a190, 8810, cc78, 4481, 18c8, 5b94, 37bc, 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a661, sigradi2013_387u, 76c3, acadia14_43am, 79ab, 9f05, caadria2017_145u37, c6f6, 40b7, 8d40, a058, d4c8, 5f93, 4809, 6e71, 42b7, b6ea, 75f4, 1131, 4952, 3c1e, 7eab, 96f4, caadria2017_155p39, acadia14projects_365ah, 812c, 9a17, b2dc, dd49, 345a, 8c06, caadria2016_457n19, 29fa, d361, 2c7b, 1943, ecaade2015_237g54, caadria2016_755k32, caadria2016_125t5, cac7, 8bdb, b5bc, 5ced, 3895, b456, 9f49, c9d3, b57d, c5e4, 45c0, c782, 4586, 36d7, ecaade2014_186w47, sigradi2015_3.9b2, sigradi2014_232s8, sigradi2014_048v4, 6984, b58d, ascaad2014_014d7, 4d6d, acadia14_23ab, cc3a, f70a, sigradi2013_215z, eddb, ecaade2015_180c39, caadria2015_130i21, ebbb, aade, acadia16_478x27, 8d11, 5f5e, a143, 8441, ijac201412407c1, a6f0, e925, 48b9, 91d4, 8f82, 870e, 8638, 8293, ce34, ecaade2015_229b51, sigradi2015_sp_8.284m30, 3e9a, 40a9, 1470, 0fbc, acf5, a9fd, 9a97, b6d9, bae3, 0cb1, 3c82, 2ff2, c271, 33c8, caadria2016_271x11, c27a, bdbc, 2184, fd7e, 6d0b, 4cfd, caadria2017_155r39, e1d7, 42b2, 5064, sigradi2013_184z, 83b2, c47f, ecaade2014_144c33, ded3, c7b6, f027, 0651, ecaade2015_33a6, 5587, d847, bf11, 7a0d, 0ad0, 3fe6, 8606, 174c, aff0, 7281, 9c4f, b3a4, b0f8, caadria2017_142v36, 714d, 35d8, ea5e, ijac201412403u5, f67d, ddf0, 08b5, d06b, 1280, 0f4e, a7ad, 323f, ecaade2014_239v61, f857, c443, 0885, 90ea, e0bd, bd11, ee31, 0251, 2a5e, 5e41, acadia16_270w16, 1f76, aa7c, 460f, ascaad2014_007j4, 7af4, b667, 889d, 1b59, a40d, 4d84, sigradi2014_103a9, af1c, ea12, 9fec, c65f, 1cc2, e318, 20bf, 055d, 3c21, 78ce, acadia14projects_375l, sigradi2016_710hh, 7b10, caadria2017_067l21, b0eb, 0242, ecaade2016_071a19, a778, 8b35, 9ba6, 695a, c8af, bdc7, ecaade2016_163g45, 7d4e, sigradi2014_041f3, 2708, sigradi2013_41b, 1ad4, f29c, 53af, 0939, caadria2016_063s3, f78a, ecaade2015_303p66, 7103, sigradi2014_074m6, 65a6, d850, sigradi2016_449jj, 1c0c, 08bf, acadia15_263f11, dca0, 5133, 146e, 9497, bf15, 2ebe, 3153, ascaad2014_008y4, 06ce, ijac201412301n6, 1fa5, ijac201614206a11, 2003, d9c0, 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0a53, acadia14_339az, e88d, a9a7, 62f3, 853c, 5bc1, 042f, sigradi2016_484d, bca0, 1536, ab5e, 0c97, 3a22, sigradi2015_10.307o21, c2c2, 7325, 4ca6, sigradi2015_6.151f8, 1747, caadria2016_745e32, 4ba1, ascaad2014_031i9, 59b9, 8cfa, 5265, 8934, 9fee, 4b54, c3c3, fe60, caadria2015_043j5, acadia16_224x14, 614e, aa16, ecaade2014_140y31, 988b, e417, 6e37, 1c0e, 5bd9, ecaade2015_59j11, ascaad2014_020u3, caadria2016_209x9, e5e2, 7b62, 21d4, 58c2, 40d1, 520b, 8d26, sigradi2015_2.137k1, 0f04, 018c, 5ea7, acadia14projects_347ah, 816f, f6ed, ecaade2015_64b13, cf9b, f784, 3c9c, ff99, 0521, 7b84, ijac201614309u6, 7448, 4202, b14a, 5111, ascaad2014_017l1, 9322, 4b2e, 1f23, f400, c076, a13e, 9323, acadia15_57l2, dfb5, 4b45, 370c, 06cc, 1667, 5dd6, 0d5e, 8e24, 38cd, d4a4, acadia14_33am, fac5, 5404, 1aee, ecaade2015_138g27, ca08, caadria2016_105f5, 76fb, 3eb8, fe26, 89f0, 5929, 5862, 150f, a823, 58a2, 1de0, sigradi2014_213w7, 095a, ecaade2016_047g13, 4e1f, bbe4, 7093, fe36, 0388, 33d6, 72ed, sigradi2014_123v9, bce4, 1b38, 036b, 641c, aa62, ecaade2014_204d53, 078f, 2c01, 68b8, ef93, 8cc0, e2f4, 8893, fd6e, b4cf, 1f1c, 0ad7, f7f5, f3ac, ijac201412303u8, 3d03, cc70, 6e50, 263a, 750b, 76c9, 8a7a, 6e65, 1782, 151a, 6312, 6a30, 4aec, caadria2017_142b37, 3998, fe10, 4381, 8ebe, ecaade2014_225e58, 7f3e, fbde, ecaade2015_138p28, 83f2, sigradi2016_595ff, 2baf, a9f0, 65eb, 2c47, a269, caadria2016_777d33, c8be, da98, ecaade2014_224d57, 3196, acadia14_317ac, sigradi2014_307o5, 8d18, ec7c, 2375, 599f, ff00, b8cd, 2398, 1257, a768, 0eac, acadia16_260r16, b7ef, 0768, f4fb, cad9, c2bf, sigradi2016_776w, 6446, 182e, ae78, 35ff, 7691, acadia14projects_549s, 301d, 5e5f, 36dc, 65c8, ecaade2015_53n9, 245d, 6a6a, cd38, fb79, 0958, 7455, 87c8, afb6, fe5f, ae4d, 916f, 3775, 957f, 1ef0, 730c, 53f9, b70d, 8100, bda4, ecaade2015_61e12, a7c2, 29e8, 84fa, e9e7, ecaade2015_61u12, 81d2, 2faf, 6da8, a381, acadia14projects_365ai, 7030, e396, caadria2015_139c23, aa49, acadia15_47b1, sigradi2015_4.219k7, ecaade2015_64i13, a3a3, 9b88, 23a9, 208c, 56bb, 59b6, ad28, d0f9, 7fba, ecaade2016_ws-dheritaget67, 659e, 2ec4, caadria2016_405l17, 6718, 41e6, caadria2017_105h28, 4d79, ecc7, c084, sigradi2015_6.341w8, 1e14, 41e0, 9276, 8bf1, a523, 53f7, dead, caadria2016_003a1, 7df4, ebea, bb44, 2379, 5033, 9b49, bd83, sigradi2015_3.190n3, f23b, 3cd3, ascaad2014_019i2, 6111, da3f, f0ff, 7357, d212, sigradi2015_10.140t19, 2498, b564, ijac201614303z2, 9bb0, 9e36, 3ddd, c64c, 60c5, a118, 53bd, 1e91, ecaade2015_53a9, 7858, c326, 5277, 66f7, f9ec, 73f5, 6421, ec65, 9b37, b9da, 746e, caadria2016_343d15, sigradi2014_339y7, 0328, 1098, a0b1, 5543, 65e4, e408, 1ada, 9262, ecaade2016_070r18, e461, bd90, ae44, acadia15_232z9, 7b4f, d8ff, sigradi2013_41c, ff43, caadria2016_353y15, sigradi2016_484rr, 88f5, ebe7, fa47, 82cc, acadia16_78p5, ee4b, ecaade2016_046d13, 6733, dd34, caadria2015_126s20, 9569, 26fa, 086e, 69c8, caadria2015_190j28, ecaade2014_182w45, 82e3, sigradi2014_313t5, 4353, 87d5, 0410, bbb8, acadia15_173z6, ijac201513305e12, b9b5, f60e, caadria2017_042r13, 8df5, ecaade2015_336f73, caadria2017_043x13, ed91, 6714, cfd5, f137, 3a9f, 2d75, 8506, 8207, 3e78, a8b0, e0fe, e9e5, acadia14_333az, 8733, 9a30, e2f8, d773, ecaade2014_023t6, dc0b, d25c, bb40, 7788, 0eba, 5328, 0460, 4d91, b3e9, 035d, 9034, caadria2017_030a11, 0c2f, 96b6, 0404, 3b99, b171, 52bc, acadia16_260t16, 5905, f98e, acadia16_140y10, 471c, sigradi2014_036v2, 65b9, 6019, 5ebf, acadia14_117e, d6ac, fcaa, bb38, 5ece, 171b, 5eb8, 34f7, acadia14_473at, cb9b, 15b3, ff58, d5c5, 2e7e, 9c0b, 3065, 9fdd, 38bd, d754, 841d, d8e8, e00e, 71f7, ijac201614305f3, ab39, 532d, sigradi2016_602m, ecaade2014_157l38, 68f9, 7029, b6ef, b432, 13b3, a7bb, sigradi2015_7.146b10, ecaade2016_087u24, 715e, 8ed1, 3588, ecf0, ijac201412408n2, 538c, 38c9, 5b90, acadia14_661g, bf88, 69e5, af13, 1c6c, 78d5, ecaade2013r_009n6, 9184, 719d, ccee, be3b, e776, 9444, 50e4, 5af3, 02d5, c859, 0e32, 3718, 71fc, da7b, bbaa, 9f03, 1d17, ef4b, 101a, c76e, sigradi2016_400h, ecaade2015_175r37, ef86, 02c2, b35e, c5d9, 538b, 6b97, 76be, 67ad, ccab, 2e5c, ecaade2016_152r41, 3474, 929f, 0444, 8901, 8f6e, 9d1d, 0ce8, acadia16_44o3, ecaade2016_104t28, 67a7, 82eb, e6d1, cc03, ad61, caadria2016_013e2, 0fb8, f397, f290, ddc2, 8952, ecb7, ijac201614104a4, ascaad2014_011z5, 1d12, da4a, 488d, 2e27, f006, ecaade2014_109r24, a749, 4e1b, 4242, ecaade2014_162t39, caadria2015_030k4, 1b0e, 2546, caadria2016_291s12, 93f0, e11f, c54f, ecaade2016_067h17, 7e69, acadia14projects_709ar, 3a09, 8830, c8cd, 2fd3, 14f7, 9143, 074b, db55, 8cd2, 94cb, 2822, e8c9, caadria2015_114w17, 5da9, caadria2015_185l27, sigradi2014_080o7, 6bdf, a7f7, caadria2017_183g44, dc9f, ecaade2015_194u40, b976, ea94, 72d8, d043, 7c11, 5839, 0417, ecaade2015_38o7, acadia14_101an, caadria2016_013t1, ecaade2016_023v6, cd4c, 9c81, 346f, 4b3b, d360, 2245, 39bd, dd50, ecaade2016_123e34, 5608, dafe, 1a40, 4ab2, 0177, 19bc, 8a94, a1ca, 0a9d, 9462, 7ed2, 9db9, caadria2015_164a25, ascaad2016_048o20, 8e91, 4b82, 5b9b, ecaade2016_162l44, 75b7, 8cc7, 3904, fa3a, 3a32, sigradi2016_592x, 324d, 3ddc, 7d9b, 9367, c69c, 2605, f19b, f9e3, 1028, sigradi2016_431s, 81ee, 5ff9, 3713, 2be4, cc0f, df28, sigradi2015_3.345t5, 3df1, a5e9, c2c5, ecaade2014_072p17, e4f1, e3c2, e3da, 74d9, caadria2015_150a24, 452b, e7a3, ecaade2015_286d63, a88e, a017, 5ff6, fc31, d8c1, sigradi2014_074i6, af5f, ecaade2015_94d19, e541, acadia16_308c19, 6d35, cb7e, 8ce6, 5534, f2aa, 9c39, 7c1b, 007d, 547e, ecaade2014_052e13, ab0d, 4ede, ae20, 3e1c, 4856, 59a2, ecaade2014_138d30, 89d1, 1c27, fea0, ddaf, e520, 8240, 00a0, ecaade2015_100z19, ac01, ecaade2016_095h26, 0310, d5cc, caadria2017_017n7, 0b3d, 6f56, 75dd, acadia14_189am, f4c0, e752, 4816, 5069, ecaade2014_089k21, c544, 9b17, 2446, ascaad2016_029b12, 8936, dd05, 8092, 2959, 5811, 1df5, caadria2016_871r37, 1403, 8b36, 7978, 5246, sigradi2016_732p, bff0, 1940, cdb2, 9e7e, 9eb8, fa78, aa75, a537, e4e6, 5ddf, ce2f, ecaade2014_014y2, 348f, 702a, ecaade2015_130j26, 125e, 15d0, de34, d78f, 5997, 6967, eb03, b607, 2af6, d9bd, ecaade2015_320n70, d9f6, 7554, 8c99, e83f, 61be, 0bb0, acadia15_357y15, afb8, ecaade2014_072w17, ascaad2014_030z8, 3c47, fe22, d72b, 5dd5, b4eb, c481, 6dc4, 6666, 3482, e7fa, 5f18, 8191, 90af, 0509, 0657, ijac201614104c4, 127c, 07ad, ecaade2016_102n28, 70b8, db71, 4ea4, ee13, f504, 8aff, 5fb5, 6fb9, dfec, b567, 8c71, ecaade2014_176w43, 97c8, ecaade2015_317s68, ba6e, 53c2, acadia14projects_145n, de8c, 24d6, 06e2, 78ea, cfed, 9504, 4cba, 1841, 143c, 661a, 1f0e, cdee, ascaad2014_014x7, 380b, a21b, 0510, ad2a, acadia14projects_627h, 0bc7, 81c0, 7708, af5b, f75c, 8e6e, ijac201412307k3, ascaad2014_029o8, 1622, 55b4, 2e59, caadria2015_246b36, f338, acadia14projects_579l, a487, dd53, dd15, 7f63, e3e1, 66c1, ecaade2014_159r39, 0de1, f87a, 2b57, 3edc, d39f, 0245, ab12, sigradi2015_sp_8.284l30, 81f2, e9ef, a74d, 09f1, 3764, b6a8, 0cb8, ecaade2014_092d22, ecaade2015_158b33, 9ce7, 3ceb, 76bc, 35db, 35a4, 20eb, e904, 9574, 95d0, e6f6, 49df, 8612, eb9c, caadria2015_023a4, sigradi2014_197u6, acadia14_555d, b6c8, 6753, 3d62, 8d66, 5a35, ijac201614207e11, ecaade2014_239p61, 8fae, ijac201513201y5, bf60, 6c56, deb7, 8cb4, cd2a, e9ed, 1d3a, 174e, 99db, bf4f, d8c8, 7bd0, cb3a, 2113, 2a5b, e3c8, 8d8d, 1cf9, c485, 897a, 7a7d, 3f5c, 2696, 4f65, 48c9, 68ea, 3506, 800c, bd54, 47d2, ecaade2014_053r13, 78cc, ecaade2014_067d16, 90b7, caadria2017_072b23, sigradi2016_625vv, 23dd, a488, 658b, 0139, 4192, 1248, 6f14, 3956, 0f84, ijac201614203y8, 7a01, 6a34, 5fa2, 253e, f31b, 1393, d02a, 89fe, 0f27, c606, e68c, caadria2017_185s44, a5fa, 25ee, 7faf, caadria2017_030b11, 5072, acadia14projects_43ai, ijac201513201b6, f157, 16c4, 6457, 40c9, 79f7, 54d3, sigradi2015_11.142g25, 8212, 2675, a096, 4945, 489c, d760, f081, 0e59, fb7a, dc7e, f785, d0c4, sigradi2016_399a, 2fe0, 492b, fc13, 39b1, 617c, d23c, 126c, 888e, f2f2, a251, de0c, c500, 4fed, ccc7, 2b19, 34f3, 96c7, 0f75, ecaade2014_120f27, sigradi2015_1.320f1, ddac, b8d4, ba0f, acadia14projects_375b, c82d, 2122, 2e1e, 65d3, 50b8, 33b7, e382, ca99, 177d, 14e1, caadria2017_127i34, 5276, ab8c, bf25, f72b, ad4c, 5d28, a7e1, ecaade2015_148l31, a16c, bf90, a83c, 2988, 6fc5, 4acb, e431, ecaade2014_226c59, c6b5, e587, f607, fcdc, 820c, dd20, 9a93, acadia14_601z, cd14, acadia14projects_317aa, bf9b,