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

authors Coyne, Richard D. and Newton, S.
year 1989
title A Tutorial on Neural Networks and Expert Systems for Design
source University of Sydney, 1989. pp. 321-337. CADLINE has abstract only
summary This paper presents an overview of neural network (connectionist) systems and their potential contribution to computer-aided design. The authors discuss the appeal of neural networks and some of the problems. The major contribution to design is in the representation and manipulation of schemas. A neural network system can be 'taught' various examples (such as room descriptions). The system then apparently recognizes schemas (room types) and can produce novel but sensible combinations of descriptions constituting new types. A simple handworked example is presented, and the learning and reasoning mechanism is explained
keywords representation, CAD, expert systems, design, neural networks
series CADline
email Richard.Coyne@ed.ac.uk
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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ecaade2015_247d56, 2258, 8f7b, 3fd9, acadia14projects_473aj, 87a3, 43f1, eda3, dd64, sigradi2016_809rr, 3edc, d6c4, 6dd3, 9914, ff43, f61a, d3e6, c4b1, 73eb, 4fac, 8dce, 1721, 2359, ca9b, sigradi2013_401r, c328, acadia14projects_247r, acadia17_274nn, ijac201614305e3, sigradi2015_8.27o10, caadria2016_383m16, c6b9, 2e71, 3a55, 40e4, ff61, f396, 3578, 2b78, caadria2017_118y30, 488f, acadia14projects_479g, 53bf, 71d8, sigradi2013_397, ecaade2014_109t24, 09cb, c53d, ecaade2014_018z4, b62e, ca53, 8b9a, acadia17_534nn, 46d4, 4b12, 4b0a, 597d, 3714, 4c2c, 6307, e130, cbc5, 0bd4, 38fc, 0079, 0199, dd26, ecaade2014_186b47, acadia14_63ag, 75c6, acadia16_362m22, 2b5b, 3a5b, b8b6, fb78, 87c4, 1572, 5831, 59a6, 3fb7, ecaade2015_79m15, 61fe, 9989, 381a, 6365, ad54, 141f, aa71, 6f61, acadia14_219a, 8e14, 95ab, b709, 9af3, 5930, f668, ijac201614309c6, b951, 11e4, 3502, 0460, e6b1, acadia17_62dd, cebe, 17b6, f30e, b18d, 85ff, bfea, sigradi2013_158b, d5a9, 90d9, aa15, d6f2, 66bb, 5dc1, 1a59, 2c58, 0c9a, ijac201412305w1, 1121, ascaad2014_003v1, 1da9, acadia14projects_237aw, ecaade2017_291u, 375c, b394, 602f, ed1c, 3396, 31dc, 3320, 2bd0, 4f34, 2feb, 69d3, acadia14_247j, 78b8, 7380, 572c, 213d, 3234, 200c, 9903, 2418, d039, 54ae, 2010, 2300, ecaade2015_241g55, 741d, acadia17_456ii, acadia15_371i16, 5591, 9b33, 8bfd, 3064, 280c, e5ce, aca9, 6b7d, caadria2016_829h35, 43f3, a03c, 069a, 8a0e, e4da, fe68, d983, 2abe, 1b91, a204, 8023, 6744, d3c9, 6e74, 7748, b12d, 985e, acadia17_339ss, 11b0, acadia16_72j5, 685f, 5211, ed9d, cee8, 5f0b, b721, 230c, ecaade2014_113r26, 8f72, 2160, ecaade2016_094u25, babe, dc5b, c7c1, 4657, ecaa, 0336, 3cb8, ea24, acadia17_658d, b600, 4790, 2c53, e350, 3d30, 9b2d, 0f01, 7d7a, e724, 2af7, ed34, abfd, 2c13, a939, c403, ce73, f750, 6fa6, 1b38, e67d, 3968, 3e00, 0a70, 4142, ijac201412405l8, a421, f6cb, a2e1, ijac201614102o2, 7a5d, ecaade2015_278p60, 4ec7, 730c, ecaade2016_040a11, ijac201412302m7, c022, caadria2016_529n22, 28ec, 74f9, caadria2016_321n14, 7178, acadia17_350tt, ijac201513206g9, a5af, f190, 8e0a, 9199, 14bf, 624e, dbc0, sigradi2016_417mm, d25c, 5b53, d5d2, ijac201412403v6, a436, 20b1, 9483, ca2a, ee5c, ed40, 895a, sigradi2016_814k, da04, cb9f, 09e2, d23e, ac23, caadria2017_125y33, b38f, 20ef, bc3f, 8aad, a745, 3a6b, ed3c, 54bf, 91cc, 5f10, 309e, 32d5, 6859, caadria2015_114r17, 14ef, ijac201715104n, ascaad2014_021b4, 733c, ecaade2017_006kk, sigradi2016_625b, 05fd, ecaade2016_191h51, eed8, dbaf, c078, acadia15_161l6, 3488, d866, 50a8, ecaade2017_054aa, 8de9, 2b3e, acadia17_426a, 56fd, sigradi2013_215z, 668e, a8ab, 3969, 0a57, acadia16_206j13, ecaade2015_27p5, 1fba, 7f2e, 672d, d0e5, 59c2, d93e, a535, dd78, bd34, 66e0, d6f3, acadia17_82ee, 0635, 09ff, d3f9, ed93, 4384, c710, 8fd9, 1f21, 7ad9, b1ce, 74ab, a67a, 856c, ijac201412205t3, b533, 3411, f19a, 7b0e, dff9, e494, 1279, d7c1, a95d, ecaade2016_025g7, 9ff9, e9d0, ecaade2017_061f, 36cc, 4682, 7ecb, 3aca, ijac201614403b2, 0e58, 95c1, acadia17_511b, acadia17_390mm, 86e9, 9763, f8ce, 7d9b, 41f0, 3179, 8efc, b844, 4aa0, e86b, 3c28, c81c, 8118, 7384, 9cd3, f47c, 608b, 2145, 2093, 2a17, ascaad2014_014f7, 6bd1, bf3a, b190, ijac201614405x3, 2200, acadia15_195e8, ecaade2017_031pp, 5b10, 79cc, 8288, acadia17_201b, 9cab, acadia15_431o18, 66ae, ijac201715203ee, 9eb2, 618c, 67ed, 03dc, efb0, db95, e895, e66a, 836a, acadia14projects_347av, 9437, acadia14_497w, 6acc, 7b66, d680, 25b7, 81c3, 53d6, 5a23, ecaade2016_188m50, 3801, e9e3, 01b3, b8e2, 8c71, ijac201614203r8, 1503, 278b, a818, bb4d, ascaad2014_003p1, df2d, 8eaf, f074, b07f, ijac201614405u3, ecaade2015_13o1, 4ef4, 64ee, e4c7, 48f9, 8dc3, 8fa9, 1a80, acadia17_562gg, acadia17_230tt, caadria2015_142m23, 187b, 933d, 00aa, a5b1, acadia14_565n, acadia14_619ah, ecaade2015_235p53, 2843, 5224, 4939, bc5c, be7a, ecaade2015_171f36, acadia14_101ag, caadria2015_114j18, sigradi2013_280t, caadria2015_081s12, cef6, 76e3, 0238, 2186, sigradi2015_10.377u22, 4ca8, 3142, 643d, bf39, 5b1b, 3ba4, 4835, 64f0, 4583, 1e55, acadia17_630h, f6fb, 1249, c2d2, a85b, 2ea5, d4d6, ecaade2014_162t39, c996, ba2b, fa63, ae26, b6e9, 6b2f, a663, e0ee, bd06, ijac201614303n2, 557b, 07c3, 8d41, 7fb7, c9f5, 2cc8, sigradi2014_036p2, acadia16_88i6, 0331, 8866, ecaade2017_085c, 3c5a, 418a, ed3a, ecaade2014_105y23, 323e, 43aa, fd7a, ecaade2017_116d, 2bb5, ijac201513206u9, eabb, sigradi2013_359n, 637b, 26d5, c293, e28a, a038, d10f, b784, 03ac, 3978, e42d, 2c85, ecaade2015_327f71, acadia17_464ss, 2c8e, caadria2016_229p10, 4816, caadria2017_132v35, 8f10, b299, 5bbb, 0f0f, ijac201614207r11, 65f4, acadia17_222z, 77b6, 6372, f3b2, 08e8, acadia14projects_479az, ecaade2016_021w5, a3fa, caadria2017_033s11, acadia14projects_671o, 62d2, e25f, 85dc, e3bc, 99f4, 8869, b0c3, caadria2017_107y28, acadia17_323t, 91f4, acadia16_344p20, 4b45, 51eb, 1632, f2c5, b2b5, ijac201513105b5, ecaade2016_106m29, caadria2015_064t7, ba42, 679f, 2f22, 7688, 07ca, 1e8a, acadia17_290j, f99a, cd69, fdda, ascaad2016_059n23, acadia14_177t, caadria2017_132i35, 206b, ba36, de48, 3778, eff7, 1ab5, 7d5d, 6341, 108c, abd9, 1ee3, eb0f, 386b, a98a, 0e34, ijac201412403w6, 632f, fb4e, 796b, 788a, dc28, acadia14projects_365ae, 91c5, acadia17_648pp, 492f, a49f, be57, c8ec, sigradi2013_135j, a7ff, 4263, ecaade2017_021l, acadia17_62ff, 3daf, f38a, 0648, b494, fcc2, ecaade2014_096w22, 9318, caadria2017_057v19, cf56, a416, a601, ecaade2017_031mm, 31dd, 422b, 6735, d1c0, 7ea7, 2c1a, f1f4, cb5b, 3baf, c9f9, 1ddd, 9510, 4dcd, 153b, 42b9, eaac, 62ac, f4f9, ijac201614405w3, 8780, 5c67, 89e1, 384c, ascaad2016_029y11, 7dad, d138, ecaade2016_mrte66, acadia17_637d, 794b, 9172, ascaad2014_028n7, 8a73, 6b70, c7d0, ecaade2015_103n20, ab2e, b5b9, 90b4, ascaad2016_017c7, c97f, caadria2015_172y25, acadia14_539f, d3d3, eacb, 232f, ecaade2015_279y60, b088, e47f, 2408, 9a7a, 9405, 03b3, a217, sigradi2014_048w4, a14b, 813b, ecaade2017_256y, 1868, c930, 6a58, 26c3, f547, ecaade2017_071uu, b1b8, ecaade2014_113o26, acadia17_18a, sigradi2014_109i9, 2f62, ascaad2016_049u20, sigradi2016_669bb, acadia15_161f6, 1c09, 5eff, 04ad, 8d79, 1d8d, e291, 0b9f, b6c6, sigradi2014_015h1, ascaad2016_042y16, f1ec, 04db, ae52, ed87, ecaade2016_152y41, ascaad2014_022o4, 8702, 9277, 1fc6, a276, 4b39, b4b2, b79a, 9766, acadia16_78v5, a69b, sigradi2016_781ww, 8ace, dc8c, 288b, dc3e, ff1c, caadria2015_030m4, acadia16_184o12, a499, sigradi2015_4.52i6, 767f, b319, 0da0, a439, f3d9, b7fc, sigradi2016_449kk, acadia16_342b20, 6b9d, 592b, ecaade2015_171v36, a200, ijac201614307p4, 55c1, ijac201513102c2, ecaade2016_099h27, d74b, 792b, ijac201715106d, d82b, caadria2017_051o16, acadia16_478c28, 4922, d140, 6f79, 8dd8, 1afc, d87c, b00f, ijac201412307h3, 94e3, ecaade2016_170p48, ijac201412204n3, sigradi2016_817i, sigradi2015_6.42z7, c6bd, acadia14_435an, 62ec, 0ca2, acadia17_90gg, 8d4e, 0e86, ecaade2015_170y35, 9c5d, 5ebd, acadia14projects_435d, 2ac8, caadria2016_641o27, 190c, cc7d, a79e, 60f4, 9d65, ascaad2016_028h11, 95da, acadia17_349p, 45a4, d739, 6a75, 644b, ecaade2017_054ll, bff2, 2c37, fbcc, 771a, acadia16_174g12, 01b5, 9687, ecaade2014_111u25, 2f1f, 3f8b, 5112, 28f5, ecaade2017_208m, 4524, c96c, 7ab7, ecaade2017_198a, 976a, ae1c, 2f89, 3c8a, 6d79, 6219, aca3, 4872, 760b, 27a1, fff9, 6c69, fd12, d659, 7ffe, 8360, 55f9, ijac201412303l8, c360, 0ee4, 187e, ecaade2017_146ii, 13e7, 9773, fe26, f16d, acadia14_671s, e333, b6ca, 2102, 10c3, 7a7d, 5830, acadia17_296x, 914f, 2e9f, 3c5d, bea9, 8915, a1f1, 96a7, fa30, ae5b, d685, acadia17_340g, ecaade2017_291y, d4d7, 3e7d, 1b79, 0f2c, 8e6a, acadia16_308r18, 7ff2, b57d, 3b1d, ecaade2016_tkou66, 1e8c, 4542, caadria2015_176t26, sigradi2015_11.136r24, ceb6, acadia14projects_357au, 3bb5, 7b77, ecaade2016_018c5, sigradi2014_186e6, 9df8, c5ae, ab5b, 8dbf, 9a4c, 7ac9, acadia14_565o, 7df0, 258b, aeb7, 9925, 66ee, 071e, 1186, b971, 2dcd, sigradi2015_4.219l7, 32ea, 3614, 8dea, e03c, 7177, fa75, 7e07, caadria2017_009x4, 7d05, 69cf, 9c7d, b81d, 3f89, 0f6d, 419a, 892f, cb37, 890b, f154, acadia16_470p27, 33de, 47f2, 8907, 2694, acadia14_81j, ascaad2014_022j4, f264, 5352, caadria2017_122x31, 48a5, ceac, ecaade2017_169ll, 39b2, dd81, e596, fca6, 0b08, b1ca, ecaade2016_123g34, 7427, 4f96, e536, c24c, ecaade2014_140v31, ecaade2017_157mm, bc9e, 12f2, d40f, acadia14_661g, ecaade2015_138p29, 8671, 10c9, 199b, ecaade2017_265q, 52b6, sigradi2014_144u2, 7e58, ecaade2016_079u23, 560d, 9922, 4a23, 7617, 2bf3, ecaade2014_016w3, d250, aa83, sigradi2015_sp_10.311k31, 01a8, sigradi2015_6.341b9, b8b1, 52c5, 32b0, 57ac, 5ed4, 9efe, a23c, 84ac, ecaade2017_282k, c861, ecaade2015_185r39, 1838, caadria2016_281e12, 4169, 7daa, 1413, e18d, 39dc, 71e4, acadia17_283vv, 5c87, bcb0, 8db5, fd81, d5de, 08be, ascaad2016_022c9, 4bc8, 262d, 7a13, db7c, ecaade2017_059yy, 4dce, sigradi2015_8.47i11, 7d4a, e0bc, 1f30, 4f59, ede6, 12f0, 92a0, caadria2016_445w18, 9eae, 8102, 7adf, aa47, e63a, acadia14projects_555g, e4c6, 8acc, 4844, ecea, 0604, ecaade2014_123g28, e52f, a51e, fdc5, 5a55, e00a, 63ff, 2446, 9b25, 0e42, 6a6d, caadria2017_183j44, 0989, ecaade2016_217j55, 47f3, 09f5, d988, b46d, 8419, caadria2016_063t3, ascaad2014_003n1, 142a, 3e36, 954f, 6b40, caadria2017_123n32, befd, 314b, 25b2, e430, ad3f, ef01, 083f, 4d3d, b2a7, sigradi2013_28i, dce4, 5f7b, 2375, 4293, 3e56, ijac201412403f6, 17e7, f763, aaf7, c04d, caadria2017_048t15, 8692, acadia14projects_177z, sigradi2013_111u, 7c5f, 7606, acadia15_95i3, 1506, caadria2017_175a43, 276d, ecaade2017_290tt, 4d3c, acadia17_190d, sigradi2016_358n, ecaade2016_123x33, 5a14, ecaade2016_073a21, 72c4, caadria2016_013j2, 495d, eef6, 455b, ea9c, ecaade2017_215tt, 3560, ecaade2016_140w39, sigradi2015_3.65v2, 9c8f, af7c, ecaade2017_019vv, e8aa, ecaade2014_215d55, ecaade2017_277ww, 8d24, 70b6, caadria2017_129x34, b5db, acadia15_323k13, ecaade2014_066n15, 641e, d483, 73a8, 3dcb, 8922, acadia17_436t, ecaade2014_140c32, 21c3, ijac201715203jj, eaff, f1b5, 3f20, 0502, 0584, sigradi2014_074l6, ijac201614105h5, cb19, f55a, ijac201614208r13, ascaad2016_013c6, sigradi2015_9.152y16, ecaade2017_008s, df4f, f64e, 6969, d95c, 8c62, 91b5, sigradi2014_281d3, 44b1, ed44, d4ad, b4f6, 6d82, 324e, ecaade2017_057ii, c362, d4e7, acadia17_562v, acadia16_12o1, bff0, 47ea, 3b18, 08a8, ebcf, 6b6c, dee8, 219e, c51b, 5438, acadia14_435ao, 3c7d, 3a11, a1bc, 63cf, 2eb5, 85d6, ascaad2016_002i1, ascaad2016_002m1, ecaade2016_047n13, 0317, caadria2016_487o20, 5d51, c335, f6dc, 0706, ecaade2017_079z, 714f, sigradi2015_4.52l6, sigradi2015_12.259c28, acadia17_474m, ecaade2017_066k, ee15, 65f5, caadria2016_405h17, 113e, 0d52, acadia17_230d, 6d23, 037f, 0369, acadia16_88w6, 44df, e920, 1370, 5634, 10b1, ecaade2014_239k61, 5aac, a844, ecaade2016_006x1, 67c6, ijac201513103o2, ecaade2015_196g42, 4167, ecaade2014_072k17, caadria2015_208r30, f982, aa90, eea4, ecaade2017_257zz, caadria2015_064v7, a95f, acadia14projects_681ai, 48bb, 6738, caadria2017_041e13, 95fa, ecaade2017_199yy, cfd6, bace, 29ef, ecaade2017_208n, c3bd, 55db, e5bf, 4bcb, caadria2016_187v8, d8d1, 4124, c2ab, ec06, 71ca, de28, deee, ecaade2014_044y10, be5f, 4895, 3f40, 6c7b, 2e00, abaa, e396, ee3e, acadia17_118ff, ecaade2016_ws-dleadr68, 4615, 82b7, ea3e, 747d, 8f8f, 9ad7, 8537, 569f, 73f1, 6ddc, 77eb, 9514, b8f9, cc50, acadia14projects_655ab, sigradi2013_397d, 0f3b, sigradi2013_155h, ecaade2017_157rr, bf1a, acadia17_426h, ascaad2014_003y1, 42e7, adc7, 25a3, ijac201614104z3, ecaade2017_047s, 4e5e, 09a3, 4bc5, 5d8d, ecaade2015_64o13, e562, ascaad2016_021k8, bacc, a2f5, 33f8, c76f, d871, ac59, b738, c40a, 89cf, 41ef, 2f67, b8c8, 0278, 8059, 7a2e, acadia16_382v23, 16c1, ecaade2017_044tt, 7b64, caadria2017_149g39, ecaade2017_195mm, ecaade2016_067y16, 2718, ecaade2014_052c13, ecaade2016_032p8, ecaade2017_294a, 91ed, ecaade2017_291d, 446e, c6a5, 020f, b632, 3849, 6fb3, c491, 6d81, 1155, 6bf3, e365, ecaade2014_157r38, 5b9f, ecaade2017_046d, e3f4, 8d7d, 08b5, 40f1, ijac201412305b2, 602e, c3a5, acadia17_562ff, 1225, 327e, c482, f02a, 0750, acadia15_311g12, caadria2017_021k8, ecaade2014_151u35, 8e99, 42f6, e0c6, 91e6, 54b0, 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d8b3, ecaade2015_196l42, acadia16_318i19, afb9, 3850, ijac201513101c1, 4a8c, b680, edae, 0803, 76ae, ccd0, 6bfe, d37b, ijac201614104b4, acadia17_382mm, b2e6, 6262, acadia16_106g8, 4b5b, ecaade2014_180x44, ecaade2014_145k33, 1b4c, f936, d499, 0be7, c368, 9d21, 2e8e, ecaade2017_071vv, abb4, ecaade2015_152u31, acadia14_75d, a279, 4105, 52eb, 006d, 3591, 02bd, 0a55, 4958, ecaade2017_194aa, a684, 883c, 4a84, ecaade2016_028k8, 3ff5, 3191, a919, ascaad2014_026f7, da27, 0589, 354c, aed3, fc3c, acadia17_330ii, 6612, f30d, 2a65, 18fe, 5a82, a523, ecaade2017_076ll, caadria2017_021b8, ecaade2017_229ll, caadria2015_114p17, ed6f, caadria2017_118z30, 4252, a5fc, ecaade2017_144aa, sigradi2016_625jj, ijac201715106l, d9e6, f59a, a4a9, 3081, efbd, dc98, 1a48, fc00, 7f12, 3df9, 0d64, ecaade2014_173c43, acadia17_491x, 696a, a5a4, sigradi2015_4.219f7, 80c4, b331, afbb, e073, caadria2015_150e24, 88d7, 66fb, caadria2016_363d16, 67f5, 577b, c879, c7cc, caadria2016_735p31, 3d04, 0d53, d39f, cd19, 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sigradi2015_10.309a22, 0f90, ijac201715201r, e67f, ecaade2017_291n, ecaade2017_023y, 2072, 430d, ecaade2016_213s54, 2789, ecaade2014_224u57, 227f, acadia14_247g, ecaade2014_143v32, ecaade2015_279z60, b7a7, 1236, 9877, ecaade2015_114f22, ecaade2014_023f6, 7b4b, 0810, 842a, 3609, ijac201614208i13, 38b1, 60f6, 61d4, 6af9, sigradi2014_074i6, 542b, 0d16, 35fd, 3861, 85b5, ecaade2017_052ss, e274, fe5c, 3519, 551b, 30c6, ecaade2016_140l39, b55b, b5e9, ecaade2014_188k48, e984, e7f7, 891e, de31, d744, 35c6, ijac201614305o3, f647, 5a42, 5f47, 9ce8, d393, d179, caadria2017_057r19, 6289, 1dd9, 815d, 458a, 4ee7, 0ffc, ae25, 5ece, 93a8, 4e37, a1bd, 0b05, 6163, 2e27, 3d34, 4e40, 051b, db16, 1160, b6de, ecaade2016_139c39, a7e4, a956, b15e, fc43, ecaade2014_042m10, ijac201715103g, ba24, acdf, cf2d, ecaade2016_018w4, 65ae, 65a3, 1910, 7892, 9dab, 9fd5, d822, caadria2017_118c31, fa1f, 41ec, 026a, sigradi2015_8.289f15, 2930, acadia14projects_117aw, e825, caadria2016_311d14, 19e7, 01ce, 27f4, acadia14projects_145af, 0847, 3235, ee19, ac36, 4532, 9a18, af28, f355, 5313, 43c2, acadia17_81n, ce4d, 8ead, f504, 8732, ecaade2017_203kk, 6ee9, caadria2017_004o2, sigradi2016_490v, a620, 9e12, 85d7, de9f, acadia15_57c2, cb8d, 0708, ecaade2014_105x23, edb5, acadia17_283qq, d0b9, e14c, 8422, ecaade2016_136m38, 3a03, d2ea, sigradi2014_048b5, caadria2015_203o29, 2da5, 7d43, caadria2017_054d18, 81b2, c880, sigradi2015_11.8m23, c323, be28, d4fb, d56d, 468d, e759, c652, 6f8e, a2a1, ecaade2015_320m70, 199e, adc3, 3f5a, df25, dd8c, cd4c, 9461, e0d9, 7e86, 7ba6, e264, 05ff, ijac201412408i1, e114, 34d0, c5fc, c4a0, 9a0a, f027, 520c, 4c28, 92ea, ca15, acadia16_244j15, eb23, f31c, 2fa9, caadria2016_651i28, 407f, bcc4, 0c9c, 904d, acadia16_414w24, acadia14_463k, e17b, b1e3, fc6f, sigradi2016_524q, 7a11, c53e, cec2, cf0c, 56f3, 6068, sigradi2016_488u, 17a3, 7169, acadia14_375d, acadia16_308x18, 6044, caadria2016_851m36, 3383, 3453, acadia16_432p25, de06, fbd5, f098, 42c9, abe6, 20b6, 0cb6, 91da, fa29, acadia17_127hh, a8d9, f9a1, e9d1, sigradi2015_sp_8.284r30, 71fc, aa18, sigradi2013_343h, ascaad2016_028u11, fff2, ec44, 3021, a334, 1f7d, aa79, c1a3, e772, dd2e, e7aa, 3c36, sigradi2016_655h, 1101, 7934, c843, 1390, 5654, c729, 3443, b344, b3f6, ecaade2017_243dd, 6919, sigradi2015_3.394g6, ecaade2016_037w9, e77f, ascaad2014_012c6, caadria2017_070v22, acadia14_463h, acadia17_552o, ijac201513105e4, cacf, ecaade2016_136p38, caadria2017_016f7, e641, ff91, 8498, 936e, ecaade2015_53z8, 4679, sigradi2016_446k, 5b41, 917e, f1a9, acadia17_38ll, 0137, a704, 0870, 6205, c610, ecaade2014_186w46, 4bdd, a012, 34c2, 1b88, d094, 00f3, 2f12, 8e5b, a1d1, 9f4a, ijac201412303n8, ea7f, 5bec, 7fac, 9b8f, sigradi2015_9.152x16, 5a9a, acadia15_263y10, c9da, ecaade2017_053a, 9c1f, 981c, e99d, caadria2017_055r18, da2e, 3f5e, e646, 1646, 725a, 2069, 0a80, 2d57, 4f2f, 775b, 2f61, acadia17_339oo, ecaade2017_164l, 3ceb, caadria2016_373f16, 89b4, a1a9, e3c5, 7abe, 2542, acadia17_392r, sigradi2016_546g, e17a, 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