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 Mackenzie, C.A. and Gero, John S.
year 1987
title Learning Design Rules from Decisions and Performances
source Artificial Intelligence in Engineering. 1987. vol. 2: pp. 2-10
summary This paper examines an approach to the extraction of implicit knowledge in rule form about the relationships between design decisions and their performance consequences. The effects of an imposed structure on a performance space are observed in relation to matching points in a decision space. A mapping between the two spaces embodies the knowledge that is discovered. The performance space is structured by Pareto optimization and the knowledge extraction process is illustrated by two examples from building design. The use of the methodology for learning about decision/performance relationships in extant designs is proposed
keywords inference, expert systems, design process, evaluation, learning, theory, applications, systems
series CADline
email john@arch.usyd.edu.au
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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bafb, b9f0, b2fc, 6682, 3eb5, 30c4, ad20, ed24, 3ba4, 26cf, fe4c, a4ff, 4d24, 3b14, 5564, ff44, 574f, bb5a, sigradi2016_602m, 9d07, 932f, aa9f, be99, 2484, sigradi2016_732j, bd0a, ecaade2014_168s41, f101, ijac201614309s6, ecbf, 5e69, acadia14projects_655ad, 9543, 7980, ijac201412307g3, a43f, 7d1b, 75e7, 0b21, 352d, d9eb, dbbf, 86c4, 7d51, c5ed, c61e, b151, caadria2015_043k5, 4384, e1f5, dd66, 24e3, 6e99, 6d86, 84d9, caadria2015_208r31, c79f, 8c7b, b89c, ecaade2014_018s4, 22eb, 8e84, 7813, a448, d1ff, ascaad2014_020t3, 0c8a, f2cc, ijac201412303r8, f9ea, 0534, 8346, a6a1, 4341, 1c07, d494, 03ab, 4767, 6d4c, fe71, b56e, df55, ecaade2015_196y41, 936e, 693b, b3a7, bfb2, 080b, 572e, 9562, 9257, 2a73, b24b, 0a96, 7fbb, aeab, 4b9f, 9a02, 5d0a, 9175, e601, d39b, e1ee, 02b0, 7ad3, 05b7, 0aa7, c2e9, caadria2017_069c22, 468c, ae44, de18, 1431, caadria2015_208f31, d314, 75a4, acadia16_88y5, 886d, edad, ecaade2014_240i62, f5f0, 04c8, 4db9, 4826, ef42, f443, 9f5d, bcdc, 5d0e, f22d, 3a88, 37bb, 8d92, 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3e98, 89b6, 917c, 14e7, e0ea, 999e, ascaad2016_043e17, a2d7, 258e, ac0a, acadia14projects_531t, ecaade2014_086z20, caadria2015_031s4, aad0, f645, 25d3, dcf3, 8dff, 2d16, 625d, 5b5f, da64, 4740, e496, sigradi2015_10.307h21, a478, f902, 74a8, 52f6, 69ed, sigradi2015_11.8m23, 2296, caadria2015_220f34, 5c7f, ea7f, 132a, 0c79, 197b, 1ac7, b898, 743e, caadria2015_087h14, acadia14_43y, acadia14projects_719l, 3c0d, ecaade2015_325a71, 840a, cbf1, caadria2015_087b14, b98d, sigradi2013_390a, acadia14_101o, 6c97, d44d, caadria2017_001d1, 195c, 5340, acadia15_195a8, 0c82, 1008, ascaad2016_057l22, acadia14projects_627d, 845a, 5311, c565, 90a8, c35b, 14c6, sigradi2015_sp_11.303r31, c3eb, 20ee, acadia15_395a17, ac1f, 7ac5, d59a, c7ee, 7fea, ecaade2015_21p3, ce1b, e08d, ecaade2016_198p52, e58e, 545b, 3d31, acadia14projects_177ab, fb13, bde8, bfd9, ecaade2014_111s25, bdb8, 36c9, d52b, c17e, bac7, f204, 44e4, 5ddf, f68f, 0bd7, f502, fefc, baff, 0c98, 157d, sigradi2015_11.166a26, 7d64, sigradi2014_232s8, acadia15_69m2, 6172, ijac201513102u1, 11bd, 1f1c, 2d7c, d06c, 1b43, a43b, 1d53, efaa, fb00, ecaade2016_230g62, e883, 9b2c, e742, 7091, 7dfe, 36d0, acadia14projects_619aa, efde, sigradi2016_441ii, f3ed, 0598, 2687, caadria2017_016a7, 70fd, 9595, b630, 93a4, 5483, 8534, 9246, acadia14_479ap, 1e09, 8a08, ca8f, 5c09, e3dd, fee8, f15b, ce0d, 65c9, 75bb, 5737, 302c, 3c95, 3dd3, caadria2016_343j15, acadia14_709ao, 6cf2, f959, caadria2015_178z26, e3fd, 0949, a6d8, 74ce, a891, ascaad2016_035v13, 86c3, 48df, 5397, ff0e, 2d07, dae0, sigradi2013_111t, 2b36, d8a7, 541e, 9416, 6abc, 2f05, 7619, caadria2016_651a28, ascaad2014_014t8, 2945, fb47, b28b, 5350, c6dd, fda4, 8fd3, 5f36, 8c71, 5c0f, ecaade2014_038x9, d9ea, df9f, 6922, bc45, 25cd, 8a3b, 1a81, 87a1, ecaade2013r_006z4, ascaad2014_021y3, 05cd, ecaade2016_241g64, e693, 8588, a63b, 045c, 5822, 7662, 687a, 3162, 6386, 4ad6, sigradi2015_6.183j8, ecaade2014_239w61, e9ac, ascaad2014_026v6, 69d0, 058e, 7ebb, 87b4, 616a, 062d, a5ea, 5c38, a302, 7a43, 7f98, ed91, 12d6, b674, f82b, 3e3a, 0dad, de62, db78, d4f1, 37f3, 5777, 29d4, 149b, ecaade2014_149p34, 6e75, 5c25, 39f6, c1a5, 1fc2, ba40, fbad, sigradi2015_10.74r18, f823, ascaad2016_003x1, c77a, 9d72, dad2, 1714, ecaade2016_102c28, fb28, e407, acadia14projects_333av, 3374, c783, ascaad2014_022e4, dd9f, ijac201412205r4, db65, c1a7, 7c19, 14ac, ecaade2014_020o5, 3b7b, 3900, 8b9a, 2022, df86, 769b, dcc9, ad7e, 54a0, 43a3, caadria2016_229p10, fb19, b734, 3d7b, ee03, sigradi2016_490jj, b9f2, ecaade2014_233r60, 8a3c, 1975, ecaade2016_047j13, 1052, ascaad2014_022n4, 339b, 2133, a459, 46b5, sigradi2016_420vv, c7f7, 4b6b, sigradi2016_369qq, a933, f9f7, acadia14_445ad, a2d0, 0509, 7de8, 8488, ecaade2014_153i37, 0b70, ff63, 6b41, 35a8, 08bb, 9307, 1ef7, c8f0, 830f, b2a3, 59f2, caadria2017_041m13, ecaade2016_002f1, afce, fdb6, 945c, sigradi2014_284v3, 6318, f89c, 25ac, 526b, ecaade2016_036m9, 5532, e370, ijac201614103t3, fe2a, 7b25, ijac201614204o9, f573, 7401, 52ea, 1500, 1457, bec1, caadria2017_058o20, 1977, 05e0, ecaade2015_193k40, df07, 675f, 1ac8, acadia16_450l26, ijac201614103h3, 53bb, 4cff, ijac201513104i3, bdb9, ijac201412301o6, acadia14projects_497ab, ijac201412205h4, 9dde, 13c3, 5bc9, ijac201614201l7, d822, 2a38, f8fa, caadria2016_003a1, 3a40, sigradi2016_816zz, b2ab, ade1, 806e, 3025, d6a9, ecaade2015_222b49, b71d, 97c9, acadia14projects_53p, c327, c09c, 75be, caadria2016_209z9, c2cc, c946, f187, 19ba, c460, cbb6, 6289, 8831, 4b15, 2501, 8d42, ecaade2016_165y46, ecaade2015_253s57, acadia14projects_23y, caadria2017_149h39, 6350, sigradi2016_590e, 15e7, 0704, 783b, ascaad2014_024m5, df1d, acadia14projects_291g, 50d2, 4768, d5b9, caadria2015_122i19, 82ff, a93d, 9895, 4752, 37d6, 88d1, acadia14_435c, sigradi2013_400r, 2999, 33e4, 4f4d, 8c50, ecaade2014_057r14, 8dfe, 1f97, 8940, 6723, df04, 84a5, 7ac1, c240, eea8, acadia14projects_719i, 183c, 4f08, deee, ceef, bd3e, sigradi2015_12.297g28, 68b2, 9a62, 52eb, fb21, f238, 60aa, c193, 6444, 8ecf, e71f, f16d, 18d4, 2196, 537c, 0e0a, ed71, acadia15_343n14, 2746, 68ad, e508, f1bf, 54b2, ecaade2016_071g19, c445, 5806, sigradi2013_386a, 2fa5, aa59, 542e, 118e, 7264, 14d6, b8e5, fc19, 1eb3, eb6e, sigradi2016_443zz, ab21, 54bf, caadria2016_611n26, caadria2015_060v6, 4abe, ecaade2014_086r20, 2556, ea8f, 5cbe, 1858, b0ca, 1149, caadria2017_096a27, d19a, 4ff6, 4a0d, 0fd6, fda1, 9f02, 7659, sigradi2013_359f, f159, 69fd, e73d, 98dd, 457f, d2d4, 2dff, 0985, 4f13, a839, 1d1d, 212a, e610, dd59, 150c, 670c, ascaad2016_002i1, c0dc, acadia15_395v16, 3d2c, f46a, df3d, acadia14_257ab, 6fba, 0d48, 507c, d689, ffee, 81e4, e231, 48a3, d583, acdb, 81e0, sigradi2016_515l, acadia14_153ar, 1387, f1bc, 4d0a, 15f6, e8ff, acadia14projects_609ao, d751, a700, 891b, ijac201412407y9, 9438, 8727, sigradi2014_201e7, a65b, 1033, 1fe8, 3843, 4616, 6b12, 2318, sigradi2016_564ii, 397c, 6738, ascaad2016_023e10, ec6d, 4fbf, ecaade2016_075g22, b3d2, acadia14_435ah, 0375, f44c, 1fb5, 4cf8, 40a3, c095, 979a, acadia14_237av, bf68, d660, a24a, 0f0d, de37, b6ad, 0ee7, 829b, a8f2, 4e0c, a9dd, ecaade2015_28v5, fd7a, acadia14projects_347as, ascaad2016_041g16, e5a6, 44a2, 2438, 8991, sigradi2015_12.215m27, ascaad2016_054s21, 7089, ascaad2014_014n7, 8583, 39b7, 466a, 3c7d, caadria2016_517z21, 0b1e, ae62, cae8, a4bb, 7590, f203, d851, 1aaf, 47e3, c31a, sigradi2014_313f6, ecaade2015_84u16, 6bd6, 1023, acadia14projects_601aa, ecaade2016_110i30, 1b30, aaed, 37e4, d7ae, 846e, caadria2015_206t29, caadria2015_119f19, 1283, a289, 44b5, aab5, 8ad1, cb57, c4cd, acadia14_589i, 79eb, 90a2, sigradi2013_400t, 196c, 1f35, 0b0a, 3285, sigradi2015_8.186m12, 6ba1, 38e3, 2fb2, 03ac, ascaad2016_038i14, 29f7, a027, 1bed, d5ab, a19f, 4b8a, 40e7, da1b, ecaade2013r_020n10, 04f6, ecaade2015_161g34, e752, dff4, sigradi2014_265m1, 6380, ecaade2014_225t58, sigradi2014_185z5, 95ee, ecaade2014_169p42, 7537, 9c7d, 1689, 62c9, a935, sigradi2016_655k, dcf6, 7b1c, fba1, 38dc, 2549, 9e09, b168, c112, 9568, b732, 7fe2, 2dc9, 3aed, bc2b, ascaad2016_057u22, 7572, 7612, c1f1, a530, 6414, 7c64, f221, c732, 3812, dde1, 4881, 49c3, sigradi2014_330s7, 6944, caadria2017_018w7, e729, 80f2, c8e7, acd6, bb44, sigradi2016_595ff, 7187, ccc0, 85cf, 27a7, 70f4, e5cd, 1103, 21bf, 4c3f, 85a4, a4e2, sigradi2015_3.221o4, 388e, caadria2017_110h29, 93b8, 24f6, f432, 23f5, 87da, b027, acadia14_81j, acadia14_135x, e28d, 54e1, 5c6c, edf0, sigradi2015_9.347i17, edb0, 0947, 1b71, e939, 04f7, acadia16_372c23, sigradi2016_455c, 3238, ecaade2014_157c39, aba6, 69b0, ef0e, 6e76, 9b99, ab70, e187, bdcb, daf7, 4c60, 9c20, 4ce1, caadria2017_023a9, 0ab3, 22d1, 3588, e2b9, 7885, ecaade2015_25k5, ecaade2016_167b48, 0454, e7c3, e2e1, e572, a469, e07d, 8ebe, e550, 43e5, df95, 5ac0, edd3, da62, acadia14projects_229m, ascaad2016_044t17, 2709, 6fe2, 6e55, bc78, ca17, acadia16_424f25, 7e98, caadria2016_797r33, 5d9c, caadria2017_040n12, d6cb, sigradi2013_138o, 0c44, 2e40, 5efb, afb8, 5d17, a37c, caadria2015_119d19, sigradi2016_356f, 2fb9, 0620, 6beb, 2736, 836f, 04f9, 11ad, sigradi2016_729qq, e0e8, sigradi2014_178i5, da21, 4113, 1e57, 6af3, acadia15_211y8, 27af, 76cf, ecaade2014_130y28, bbee, 3f1a, fa53, 9d16, b2ae, 2a7e, 3f2b, 2e8a, acadia16_88v6, ecaade2015_48d8, caadria2015_102w15, 64d3, 140f, 5c6a, ecaade2013r_001b1, 8584, 2c8f, acadia16_244l15, 1d3b, c5b7, 997e, sigradi2013_135g, ccb2, 7128, e680, ca58, 7438, caadria2015_004f1, 4b70, 9821, 6fc5, a03c, 195b, c623, 9924, 6a5c, 11b7, 764b, bf24, f276, 86e6, ecf3, caadria2016_177e8, caadria2016_281k12, ba67, 6930, bdfd, ce03, 393d, 4706, ad14, 51ff, caadria2015_030h4, c320, 873c, 9be9, ijac201614404v2, 7e0d, c49d, sigradi2013_117v, e18a, 1b4f, 19de, 6d7d, 2ad7, 7cbb, ecaade2013r_012p7, sigradi2016_484n, ecaade2015_53v9, caadria2015_060z6, 70af, ecaade2015_27u5, b819, ecaade2014_084x19, 624b, d7b5, ijac201614302u1, 6d59, e249, 78eb, 35d4, da56, 6541, e274, e2bf, ascaad2014_004l2, d214, efa0, 5e5a, 6a2c, 380a, dc96, e47c, bfca, 82f5, caadria2015_208l31, 3de9, 3133, e1b3, 27bd, e0b4, d729, ce7b, 9c18, ecaade2015_193g40, 0e33, 8faa, caadria2017_003t1, e216, b761, a858, fbb1, 81dd, 4aed, 2fe6, acadia14_63au, ijac201614202f8, 6eb1, a1b2, f3bf, d845, 1407, c354, e557, dc1c, d4a9, ecaade2016_077s22, 363d, acadia14projects_445aa, 5e53, f8af, f352, d6de, 8a6a, fae3, 9f9a, cc9e, acadia14projects_655aa, 421c, acadia14_637af, caadria2016_829d35, 40a4, 2660, 9f16, 9827, 393c, acadia15_123z4, e69f, 5242, 1e58, cd71, ecaade2014_157k38, 45d9, e668, 574b, 86e0, 2bb5, cbae, b7d0, de01, 5b9d, ijac201614208t12, ijac201614105r4, 4c83, c825, e51f, c985, 3501, 1e19, 59a8, acadia14projects_291f, bc39, fd70, caadria2016_405t17, 458c, acadia15_173u6, 8fcf, 6b6b, sigradi2016_614y, d016, 1989, aed3, 232f, fc04, 613e, 9295, 0632, 9d40, caadria2016_301s13, f984, aee8, ijac201513206z8, 5868, 1c66, 2b9c, 0431, bb1e, fe1d, 79ca, cd65, 3e8e, 2cca, 85d8, 9549, acadia14_671x, e638, f11f, 72a8, 2730, 0db9, c6cc, dc90, 58df, 9cb2, 2818, caba, 32c3, 1861, 7878, e2b1, a141, 7d46, ecbe, acadia16_318p19, a8ba, 1d4c, ecaade2015_301b66, ascaad2014_008u4, ecaade2014_163a40, acadia14projects_601v, e9aa, caadria2017_070n22, ecb0, b1e6, 2eaa, 2afe, c7a4, 6046, 89ee, faf7, f17b, bd7e, 4f04, acadia14_435an, 04f8, 0ddd, ecaade2014_024o7, 14a1, 0745, 985d, d6dd, b417, a5eb, c6fb, b9ee, 5366, 3faa, b2f8, 8cff, afbf, ca14, 55b6, sigradi2015_10.377y22, b5e6, 20f0, ascaad2014_019k3, f25e, 5228, 89c4, 241a, acadia14_661m, ijac201412201g1, 6e38, acadia16_88y6, 9da7, 8a77, acadia14projects_655ac, 29a9, 4176, 130a, 20d3, 04fa, 19d5, f070, b9d9, ed0b, a68c, d5c8, sigradi2014_293a5, 6a31, acadia16_352h22, ecaade2015_22p4, acadia14_435b, e8ac, 3315, caadria2015_226o34, ecaade2016_225u60, a5b6, 6a8c, ac7e, 0958, 21aa, 5aaf, 5092, 71f4, 65f4, 74dc, fb26, 9d41, ecaade2014_240h62, f2f4, a957, b52f, ecaade2016_057l14, 70aa, 668c, c67b, 91a0, c3c5, 5265, eb81, 0630, d7f8, 9a08, 4892, 8cd4, 72aa, 635d, 1da1, ce18, f88b, 2faf, 1a92, ecaade2014_218p55, cbef, cd35, 4299, 888b, a458, sigradi2014_305k5, 0c91, 76c5, cbda, caadria2016_085e4, acadia14_101an, ascaad2014_010s5, 1f6c, 25b4, a9cb, ac8c, acadia14projects_145af, e795, sigradi2014_347s10, acadia16_236i15, aa2b, 3a61, 1734, 03f9, ecaade2015_175m37, 5e24, d4ff, af27, db5b, 7c30, bb2d, f1d3, 5478, ecaade2016_071c20, sigradi2016_777ii, da0b, ecaade2014_186f47, caadria2017_096m26, e359, 7571, 87f5, ecaade2015_180p38, caadria2017_109b29, bcc5, 25d4, ecaade2013r_009y5, 379b, 7ff0, bac1, 5168, cb54, b49b, 1d35, 442a, 1dc5, ascaad2016_033w12, 0279, sigradi2015_8.41y10, acadia14projects_347ar, 0e6f, sigradi2015_9.152y16, dec6, ecaade2015_314c68, abba, sigradi2013_101m, c79e, 853b, 158d, 71a7, 71fa, 76e0, 1113, ijac201513302y9, 1792, 5baf, acadia14projects_145s, sigradi2014_347r10, caadria2016_703p30, c838, 79f6, c8e3, 1fd7, 892d, ascaad2016_007v3, 7f59, 18be, a5a0, ascaad2014_022d4, 875a, a2ac, 8b48, b986, b513, c4e9, 85e6, cdff, 1f0f, da41, 3d8c, a71d, 1fd3, df4f, cf12, c7c8, f963, caadria2015_108m16, b0e8, 9706, ba8f, 9f9c, 3693, 8c92, 469f, 3a54, df23, 2b95, 74ad, 6837, b716, e1fd, e950, 07c6, b76d, ecaade2015_28x5, 1de3, c9ee, b7ba, f56b, cd92, ecaade2014_168x41, 8d50, bee8, 065d, ddbe, 8b1f, 6924, adca, c000, ed15, d7df, caadria2016_291w12, 177c, ed72, 6d65, e824, ascaad2016_049u20, a321, ascaad2016_028a11, 1b86, 00ca, caadria2017_070v22, a559, 13aa, 6906, ae1e, caadria2015_061a7, 44ad, caadria2015_172g26, 2479, d554, 8d8d, 8bc0, dc29, 54d4, 18b4, 21da, 6397, 2da8, ecaade2016_111t30, 6b3c, b8ea, d59e, acadia15_203n8, b0fe, caadria2017_041j13, 1e8a, ecaade2016_110h30, 00da, 1fef, 1ee5, 4e63, 0ea0, cae6, 1872, a9b2, dc4d, daae, 55d2, a70d, a3ba, ijac201614201v6, 4a33, 8497, c709, cadf, 0765, c98f, 47b9, ecaade2016_006a2, 0518, 03dc, 4023, 42b3, 03c8, 340d, ecaade2015_318w69, 6902, 87f2, bde1, 7a76, ijac201412307j3, 3d4b, 0966, 67cd, 31a8, ecaade2016_016d4, 3166, 2ea2, acadia16_12t1, 1a7c, 19bd, 349e, 9239, ecaade2013r_019g10, d32b, 04e0, 24c8, sigradi2013_342m, d169, c310, 5e91, ecaade2015_314g68, 8dad, 9fdf, e855, 6db7, bfde, cfc6, 9f26, dbcf, 5326, 147e, 609c, a115, c218, ecaade2014_130w28, 9258, sigradi2013_407g, a365, ecaade2015_205t44, acadia14_153al, 6094, ebd2, caadria2017_074s23, 4be0, ecaade2015_217g48, 4d90, acbe, 3ff0, 8298, c8ad, ecaade2015_314i68, ecaade2014_192w48, 8399, acadia14projects_111f, acadia14_539f, 9e50, e558, d5f2, 3519, ecd7, caadria2017_174g42, 2f6e, 0873, 2b5f, 5b5e, e8a0, 7f8e, 7c99, 69a6, 5840, 5e09, cb1f, 27f1, 82ca, daf6, d514, sigradi2014_335u7, fa81, 072d, 7f56, ecaade2016_166e47, 6037, 5fe1, 48af, 6dbc, 1934, 6c5d, e27d, 768c, 104d, 8a8c, b439, acadia15_47j1, 0fdf, 668f, 13e2, 99be, 9edd, 3806, 6b27, 98b1, 75b0, sigradi2014_181v5, 70f0, a32a, e7e4, e8a6, 2900, sigradi2013_429o, acadia14_101p, acadia16_116w8, 899f, 95a8, da8d, 2ec0, d758, 9876, ijac201412306v2, 3041, 6825, 202a, 1215, ijac201412407b1, 7adc, 660d, 7b27, 4168, 71ad, b01c, ecaade2013r_018v9, 09ea, 7fe5, 23bc, 2174, 13c2, 4086, 013a, 0aea, 854a, 9860, a987, 5d97, 9e7b, 5178, 40b6, e91d, 7e7b, 951e, ece0, 9caf, 0ef5, 0bd2, 6ca4, 3bd4, da00, 26c6, 8143, c22b, 476c, e27a, 5fa8, caadria2017_081z24, 4922, ae32, cde2, fc76, e7b6, 024e, d522, sigradi2014_048b5, sigradi2016_636o, 9e2e, ecaade2016_098y26, 19db, 81e1, ecaade2014_149r34, 7487, ecaade2014_086o20, fa6e, acadia16_270h17, 021e, 5f0f, 77e1, 0e05, a47a, ecaade2014_240b62, sigradi2016_695v, 1afc, sigradi2014_345w9, 1769, 03ef, f4f7, 7a46, 9d42, 2b99, 4d7f, 824b, a9e7, 0967, 520c, 1b09, 2dbc, af16, a5cd, 86e2, 173b, 8b2b, 0098, 7d5f, sigradi2015_10.267p20, 5c8e, 5a76, 5707, 1e55, bde6, 8c9e, 7257, sigradi2015_6.387h9, ecaade2014_019c5, 6020, ecaade2015_180e39, acadia15_243w9, 8fdf, caadria2016_819z34, c3f6, 3835, sigradi2014_201d7, b9eb, 2824, c25d, 0ba0, acadia16_344o20, f91d, 6692, d380, sigradi2014_197w6, 7d26, ecaade2014_042s10, b074, b1c4, d5c9, 9759, 7e5e, ce59, c23c, ed14, ba85, 1ba1, a3d4, 36f3, 792d, deef, 5c8d, 86c6, sigradi2015_10.138y18, ascaad2016_020v7, e532, 1ca8, 932e, c921, 1032, 1e96, 9b70, b365, 3677, 8fcb, 4e78, a60e, 51ac, a8a5, acadia14_43ai, 7ee8, fc44, 4b7a, c9d4, 1ddb, ijac201412204r2, 6be8, e7fc, 79da, 7719, ae36, a9a4, acadia14projects_219az, 7dd0, 6f14, 1f15, b874, 55ce, 7d2b, c862, 1fc4, ed07, 8dc2, 10dc, 3b6a, 2db0, 23e6, acadia15_357o15, 8b16, 0d52, 5f8b, ff48, f76d, e05a, c73b, acadia14projects_627ak, 149f, 331b, 9979, 9202, fd74, 5115, a503, ecaade2014_128r28, 8542, ecaade2014_230o59, 7ad1, 9665, d3bb, 6113, 5d3f, a42b, d87f, 716e, 19d3, 244c, 4f4f, f3f6, acadia14_101v, 2d81, b979, 000f, ca16, 4434, 55e1, 0c5d, ecaade2016_230l62, 7012, acadia14_333av, 1f3d, 4a31, acadia14_347ag, 7bd5, 2f15, 80d2, 59fe, a010, 1a2e, 0554, acadia15_223d9, 1445, b947, d0c8, c524, ea39, 3357, 87cd, d262, e880, 31ac, a8dd, 94cf, 4664, 107d, 60ed, 0526, 81ea, de1b, 90ce, e1ac, ce24, 0989, ecaade2015_329k71, 44fc, f1ad, 8b7d, ecaade2015_118c24, ascaad2014_023v4, c9d0, acadia14projects_375g, ebb1, 6a97, ecaade2015_21w3, deed, 94a5, aea4, da28, 2f2c, 4db7, 8546, 23f7, 5b13, 2c67, ecaade2016_067l16, 403e, 84df, 235f, b442, ecaade2014_225u58, c4a1, 7ec6, 1014, ca3a, 26ac, b192, 40f0, acadia14_389ax, ecaade2016_113w30, 7fdb, 8b46, 45ab, 7ad0, ecaade2014_218r55, c25e, 198f, 3824, bbf0, b919, acadia16_244x15, d846, 53d6, 460c, caadria2015_102x15, cebe, 34ab, sigradi2015_3.111f3, c600, ijac201614207j11, a2f9, f206, f733, sigradi2015_1.320g1, abc1, be50, 8554, 2a61, 1f9a, sigradi2016_654d, sigradi2013_304c, 808e, 8a49, ecaade2014_016w3, cf43, 472c, sigradi2016_356c, 27de, 5297, fae6, 1600, 15ca, f2ce, de33, 097b, e41e, acadia15_137m5, 6319, 0523, 218b, 0305, 0fa2, ecaade2014_240n62, ijac201513101h1, fdf9, cb72, 452c, 3196, 5fe3, e25a, caadria2016_507k21, 414b, 89c9, f21f, c531, ijac201412408s2, 2530, aca6, 7317, 8f84, 0eaa, c45a, 7945, 0db0, d469, ecaade2015_269j59, acadia14_473an, acadia16_342e20, b496, ecaade2014_041f10, 62c5, caadria2016_651z27, 8c94, 10f0, 7edd, sigradi2013_393, ecaade2015_318o69, 181c, acadia14projects_719k, f5be, ecaade2015_237k54, 3516, b251, sigradi2015_8.186h13, acadia14projects_101ab, 23ef, a393, 8a31, 6e19, 05fa, 0272, ae8d, 0a82, ab3f, 96b9, a08d, 3fc4, 2af5, sigradi2015_3.268d5, 0514, f16a, 98d1, 9c55, d812, ac01, 0f1e, 8893, ecaade2014_089w21, a305, sigradi2016_381s, sigradi2015_6.237o8, 4a6f, 8515, de9a, 560e, ecaade2016_198l52, e0b2, ascaad2014_004b2, caadria2015_185m27, 0043, 9cae, 0a64, 00f9, b229, cad8, acadia16_244s15, 52d7, 0a05, 7900, 5dc2, 52a4, e1de, acadia16_344l21, d711, 179b, 9e47, e8f1, 8126, 6909, abb8, acadia15_469l20, a3d0, c5ca, ef85, 000d, 4f59, a732, 0b51, ecaade2016_079o23, af46, 4547, 73d1, 0aa4, acadia16_12d2, ecaade2015_303p66, 4f45, e914, ijac201513103o2, c6c7, ijac201614403m2, 38e1, ecaade2015_248z56, 1b14, 2e83, 39f5, f7e0, 2d04, 398b, 9c13, ecaade2015_217b48, 8533, 28a6, b01d, 2014, e26b, 590d, ecaade2016_007n2, 9cee, ecaade2015_48v7, 3bbf, acadia15_343i14, d6ee, 89ba, 8de2, e9af, ecaade2014_052t12, 0732, caadria2016_383n16, bb86, ed50, b2a9, 3631, 5deb, 4244, 3b6c, 8e7d, c8d2, 72ab, 9b50, 2b1f, 6243, 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caadria2015_109w16, 6fed, c57f, 3e36, 9ee3, caadria2017_008x3, 163e, 9d21, 84f5, 6db4, 7b92, b19b, caadria2017_142j37, 5f3d, 6cf4, f479, 8b54, 137a, 4326, 05b9, sigradi2013_389, bb6a, 2a35, caadria2016_735t31, sigradi2016_732r, acadia16_54u3, 6a42, 4961, 940b, 0e5f, c65e, ecaade2015_118r23, fc8d, sigradi2014_313e6, 4fe7, da3d, d6bc, 3f63, be7d, 31b7, ecaade2015_314l68, 5a5b, 6332, 5dea, edd8, caadria2015_130d22, d6ba, c9ff, d6ab, 87c3, ascaad2016_016u6, 371c, 1b2e, c19b, ijac201412304z1, 540f, 702d, ff1f, e175, 9ff3, b631, 2369, 0578, f1b2, 943c, 8725, 67ab, 6f0d, caadria2017_123c32, acadia16_184x12, ascaad2016_025m10, ecaade2015_202b44, b51b, 4490, a040, ecaade2014_224m57, 5bed, ijac201412408h2, db5c, 87db, e39f, 1a9b, 003f, caadria2015_108x16, 301f, 2e4c, b923, sigradi2015_8.81a12, 59c4, 8920, 8d5d, 973e, ecaade2016_bkoh65, 402a, 7835, a1b9, a9fc, 5a93, d98a, 9ea6, ac41, b119, a457, f165, 624c, 119f, ijac201614305s3, 8002, ecaade2015_170m35, 6854, ab03, 8e2d, ascaad2016_031o12, 8578, 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2fa0, 45f6, bfb7, b31c, 4a9b, 7f25, 0fba, d9dd, e94b, ecaade2016_123g34, 5e75, cfab, c589, 15e0, 3a38, caadria2016_829f35, sigradi2015_9.347v17, 1996, 7a7e, cdf8, 1100, 25d5, 5ccf, 9eed, 28f4, d049, b330, 9a51, f627, 69ef, acadia16_98u7, 50d3, 8f83, 7117, 1b6b, 628b, caadria2016_187z8, 99ca, cb62, sigradi2015_8.339v15, bedf, ecaade2016_197g52, ecaade2015_130i26, d6a1, 38ff, 7f26, 8eb5, cd36, 0686, f692, fea1, ecaade2014_143m32, 7d16, a2d5, 95e8, 8a8d, 7635, 598e, 4994, 70b1, acadia14projects_579i, 71e1, 6a00, 8c6b, af2a, 81fa, sigradi2015_sp_8.6h30, 7859, cc13, d18f, 7dbc, c096, 17cb, 7d99, e4f4, b50c, ecaade2015_158a34, 2027, 841b, c20c, sigradi2016_777kk, acadia14_125u, 3ecd, c5bb, fa78, ac9b, 7419, ecaade2016_065y15, 7188, b99a, 3612, cb76, 1d11, 6752, 60ff, 634f, acadia14_327a, ecaade2015_79l15, 55e4, b289, a18a, e403, ascaad2014_001d1, 2a03, 4943, f523, bf3f, 3f03, b57a, e672, 8087, eb0a, 10cf, 11df, 8f34, 63c9, 49fd, d8ab, 54e8, 518d, 141b, 603b, 97ea, d1cb, 67fe, eb5b, 9300, 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ecaade2016_095c26, 5602, f377, 4c2c, e162, 10b9, 9df4, 4fb8, 0668, 0999, 1995, d415, a03a, ac62, acadia14_75aw, acadia15_251g10, 2e9e, 3da2, 9541, 6443, 4806, 73bf, 5ffd, sigradi2013_138t, caadria2016_861v36, caadria2015_073y9, fcd3, ijac201513205b8, b190, ascaad2016_017c7, 470a, 1a5a, 6779, b161, 871e, bc1b, 3520, d528, caadria2016_383o16, 1998, b143, 0861, 4c34, 62ed, f0ee, d958, caadria2015_139e23, 6bc1, 5a35, 4424, 8f6a, d168, 75bf, f25f, a9c1, 06b2, be01, ecaade2016_094n25, 4c27, ijac201412205a4, db21, 78d1, bba3, 8056, ecaade2013r_014g8, sigradi2015_11.142i25, e1f9, 8752, bc9e, 38fa, eddf, 1fe2, acadia15_371l16, 2971, acadia14_153b, 5a73, 6772, bfc6, 1efb, 1846, 9b3f, d021, 654b, 5e35, 4de1, 72ec, acadia14_357at, 7972, ba72, 8f20, 76cb, 91d8, 8f89, 77cd, 0602, 1cf2, ecaade2014_168u40, 7aea, ecaade2016_071t19, e3fe, 11fb, efb6, decf, 8723, cd98, sigradi2014_099v8, caadria2016_829e35, 6154, 6831, ecef, 678a, 68fe, af86, sigradi2013_313p, c69e, sigradi2014_282l3, 6afc, f6ba, 7a94, e839, f77f, d96b, c3d0, 6ef0, a38c, 5e33, b6d7, cd00, sigradi2015_10.7h18, 1141, acadia14_145ai, ecaade2016_228j61, 7b01, c575, a4aa, 7956, sigradi2015_12.297e28, eacb, 533e, 5571, sigradi2014_213u7, 716f, e6bb, 8401, ae33, 314e, dd2a, 7ab5, cb79, 2c4a, 65c5, d21f, 1cd2, 2f51, 6ddf, 07af, 0e70, 171f, a511, ecaade2016_225b61, cdd2, cfb3, sigradi2013_41u, f334, ecaade2016_217o56, 2b7a, de14, 7050, cdf5, 98ea, 2e2d, ecaade2015_268e59, b833, 85b8, 2595, ijac201614208d14, 07b2, f675, 510b, ijac201614201d6, bbef, 58ea, f4d6, 59d4, f4d7, 1a2a, 4722, e2f2, 8d51, 708e, 9d92, ed57, f91c, ascaad2016_038a15, e909, 6fae, b3a9, 929d, f95f, b1e2, a990, 93b1, ecaade2015_181i39, 56d5, 6c5e, c41b, 10c5, 5122, f8f9, 50fb, ecaade2014_240j62, 0c69, acadia16_244o15, ijac201412205n4, df96, 2e32, eb31, 9d96, 9953, ecaade2016_208s53, f2c4, fc6c, 7617, caadria2017_048n15, 0db3, 2c0c, b7a8, 0867, 14b4, e0f6, 782d, 37a0, e28c, 4303, 59c6, 4f3f, abe2, 4156, 6ef7, 0801, 35cb, acadia14projects_301h, 856f, b0dc, 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f1e5, f3cb, ecaade2015_82w15, 84eb, 9052, dd19, 4e3b, 94f7, 1ad0, ecaade2016_198t52, ecaade2014_096v22, af7d, 3e52, 44cf, ascaad2014_017i1, 6309, 60d9, sigradi2015_8.41t10, 07a1, 17b1, ae06, 68d5, 578d, 9ddc, 3ddc, 9493, 4ccb, 25ae, b3f3, c86d, 4c0d, 6393, caadria2015_119a19, 97e1, d292, sigradi2016_764f, 5fdd, 25ec, ascaad2016_020x7, a626, ascaad2014_017a1, ijac201412201n1, 92d8, c177, acadia14projects_117e, 5f30, 53c3, ecaade2015_138d28, eeff, 9bae, 4b6f, 0c1b, b115, 519d, ascaad2016_035y13, 9bed, 2aef, 64d4, f177, acadia14_339af, acadia16_432x25, ea94, 0d42, caadria2016_745x31, 9954, 70b8, 8819, bcf8, b82d, 41f6, 312b, 2a5d, ba10, abdc, 7bf5, 2253, f533, 54b5, b5b4, 1d75, 92f5, 7033, 95f0, sigradi2014_345j8, caadria2016_713e31, 5f2c, sigradi2015_10.309d22, 7459, sigradi2014_232v8, 998b, 7db1, ce04, 5140, 2257, bdde, 6459, 457e, ecaade2015_237j54, 46f0, fe8a, 75e6, sigradi2016_467p, 62c8, a31c, 1a5d, ce35, b564, 15f2, a035, 6c3e, ac11, e9d4, sigradi2013_74, ee24, d296, d1d2, 8f4b, 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9922, ecaade2013r_003c3, 1554, d2c3, b00d, 2e08, 39ad, b10b, 7e9a, dcec, 6061, e1d4, f6a9, d96d, 9582, ecaade2014_089n21, f458, c833, c49c, 8b84, f1f4, 2bb6, 077e, d88f, 9d4d, ce3f, 7e04, ecaade2016_067h17, 4351, 42ec, b970, 7ad6, ecaade2015_113o21, 4653, 3465, caadria2016_507j21, fafd, ijac201412408b2, b4f1, 6228, 124b, afb6, 0596, 1dfb, 0593, c063, 61f5, 140e, 2ddb, acadia16_298g18, caadria2017_142s37, 79dd, 06f0, 9e4d, 0b81, b598, caadria2015_016j3, 535d, 816c, b6da, ecaade2015_285i62, b138, 4ab0, ecaade2016_164g46, d8a4, 2c88, dc65, 55c8, c2e0, d4b3, 9aaf, b1fe, 1b7a, 5096, 952b, acadia16_308b19, 875f, f97f, d9bd, b6ed, ecaade2016_217j55, 9de9, 5f65, aa43, 0252, sigradi2013_327p, 4106, 0c04, 2ef1, 644c, ea81, 85c5, 85a2, ascaad2014_005k3, caadria2016_445z18, a103, ijac201513303e11, 8b8b, e265, acadia14projects_497v, 21f3, de81, 27e1, dc01, f13f, ae71, 3600, ijac201614405n3, 07a8, f868, 88fa, caadria2016_809b34, add6, a9f3, 5666, ecaade2015_164v34, 87e0, ijac201614401d1, c744, ae49, 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