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 Gero, John S. and Kazakov, Vladimir
year 1999
title An Interpolation/Extrapolation Process For Creative Designing
source Proceedings of the Eighth International Conference on Computer Aided Architectural Design Futures [ISBN 0-7923-8536-5] Atlanta, 7-8 June 1999, pp. 263-274
summary This paper introduces a new computational operation that provides support for creative designing by adaptively exploring design state spaces. This modification is based on the re-interpretation of the crossover operation of genetic algorithms as an interpolation and its generalization to extrapolation. Examples of the results of the application of the process are presented.
keywords Creative design, computational exploration, design combination
series CAAD Futures
email john@arch.usyd.edu.au, kazj@arch.usyd.edu.au
full text file.pdf (432,455 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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ijac201412404t7, ecaade2014_168u41, acadia14projects_365ae, ee2c, 6fbc, 504d, ecaade2016_163a46, sigradi2014_345w8, 6514, 33aa, fdc2, 7baf, beca, acadia14_719k, f2ec, acadia14projects_619ap, ijac201513205j8, 621d, 7feb, 1343, 2c21, d95a, 61fa, 1a51, 8ac6, 75b0, 1f1f, eabf, acadia17_366j, acadia14projects_229i, 5c28, 1d60, 4490, 8db6, 0001, acadia17_670bb, 445c, acadia17_117q, 9013, 61e0, f3e5, 1dca, fae1, 92e2, 543e, ecaade2016_208o53, ijac201412301t6, 6211, 67cb, ca6a, b246, ascaad2014_012i6, c560, 2be7, ecaade2016_011p2, d31e, 9cf2, 4a9a, f78a, 9c9f, 6123, efc1, 4888, ecaade2015_253z57, acadia17_163nn, ascaad2016_045g18, sigradi2016_408aa, ijac201513302e10, 93ce, b848, f1da, 1e3a, b6ea, acadia17_340d, acadia17_284o, caadria2017_104v27, 8a4b, f00a, ecaade2016_222c57, acadia17_350tt, 3a19, 0ade, 0ca0, 53ef, caadria2015_176s26, b00f, 5ae3, 5404, c575, d080, e55f, 8333, 3808, f87b, 7d91, 9fd4, e580, acadia14projects_579i, 3838, 814d, ca84, b38c, b5f6, 2082, a5d2, 9006, 209e, 07f7, 0f5c, 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d7ee, ae4e, e79c, bb86, 0067, f987, bb02, 533d, acadia14_81k, cedb, 6c32, ccfa, ebc0, f260, 8a5d, 5516, b3f0, c7d3, 5468, 161c, 3863, sigradi2015_3.9b2, a4c7, ascaad2016_012p5, 88e1, b2d7, 097f, 397e, aa01, 4064, acadia16_362n22, 664e, d183, af7d, ecaade2017_293yy, 21d9, 7d6e, sigradi2013_401k, ecaade2017_308u, acadia14projects_435ah, acadia14_435c, 8832, 3bd2, 4936, b5e4, 0973, ijac201614208l14, acadia17_178x, c6e0, d2fc, 27c0, 7d32, b0a8, 16c0, caadria2016_405d17, c439, 1bb6, ascaad2016_056j22, cbd8, 611a, 6ebd, f07f, e0d4, dbba, 2230, 8de3, e960, 226e, 6866, ecaade2015_158s33, 0154, bc0b, 4fa8, 7ebc, 38e8, 0f84, 774a, 3288, 29a6, 8e08, ecaade2016_104y28, a06f, fe69, 3ce7, bb6f, bff7, 4797, ecaade2015_127t24, d199, a034, 1966, ecaade2017_018aa, 6acf, 6105, d867, 5dfe, 8ead, 62d7, 29ee, 8f42, ed6f, e35b, 3feb, acadia17_630e, acadia17_189hh, ecaade2017_148f, sigradi2015_11.166y25, acadia17_581jj, sigradi2015_sp_10.179h31, ed14, b45d, 3650, 6f47, 6ac9, ecaade2015_144i31, d868, 9341, 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ac86, 583a, e2e8, 41a9, 4c8d, 49c9, 59fb, d173, ecaade2015_202o44, 5685, 7386, dba1, 4228, 0392, 21e8, 64c4, ecaade2015_202m44, 827e, caadria2016_229r10, acadia17_231j, acadia17_391vv, f2bb, caadria2015_119y18, b76e, 2a6f, ecaade2017_256jj, 4805, ab2d, 020b, 0cea, 7a8e, e57b, sigradi2015_7.203h10, 3991, 6490, 5d6e, 75a7, sigradi2016_537qq, acadia17_520bb, caadria2016_601l25, ec53, b7cb, ab57, ecaade2017_140jj, 0817, 1c29, acadia17_284m, ecaade2017_156v, ecaade2016_132l37, 1167, 1f99, 5e12, 2b32, f89d, 1ad3, f2b5, 6283, acadia17_307hh, 1570, cc3a, ecaade2016_108u29, 8e58, ecaade2015_59c11, acadia14projects_229h, 4009, 2055, 5464, 0d9a, acadia15_343i14, e1aa, c70b, ecaade2016_140y39, ecaade2015_74p14, dfbb, ecaade2015_48c8, 49a3, 5ad2, ijac201513101m1, 9709, 9721, 4268, 861a, a34b, 024f, acadia17_330gg, f976, ijac201412201j1, c1a6, 455b, fb66, ecaade2015_152a32, 895a, 3465, c679, f044, acadia14_357ao, acadia14_317y, 1ae3, 29c7, a365, ijac201412404y7, 40ac, a7c3, ecaade2017_149m, 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5e60, ecaade2017_038jj, 1a1f, eaa8, acadia14projects_609ad, caadria2016_023o2, 5674, 52b7, acadia14projects_101af, ecaade2017_017d, 3f4b, sigradi2015_sp_8.326v30, bb3a, a4eb, ed1e, caadria2017_129y34, 0090, 1712, 58e1, ecaade2017_047r, 8920, f4bf, 15ee, 21dc, b11d, 4414, 4a17, acadia17_562gg, 024c, caadria2017_142w36, sigradi2015_10.377u22, 1d7a, sigradi2014_132i1, 940a, ecaade2015_144h31, fac1, a4f0, 59ad, 551d, 1e2c, 66bc, 6912, 9842, 47e3, 9828, 09e9, caadria2017_118y30, b676, c393, acadia14_63ak, ascaad2016_039r15, 29ac, eb7f, c78a, 86d7, d7a4, 0fd0, 5037, 551a, 26aa, 3bd0, a97c, 62f1, sigradi2016_741jj, 7273, f34a, sigradi2016_534xx, ecaade2017_007c, caadria2016_301g13, 7acc, a008, f007, 73e7, ascaad2016_006i3, 0aac, b73d, acadia17_360f, 3855, a7f2, caadria2017_175f43, 10a9, 8ed3, ed0a, ecaade2015_269n59, c1ee, ecaade2016_168i48, f6a2, 3068, 54c1, ecaade2015_87b18, 0ff7, 207f, ecaade2017_265k, ea20, ca6d, bf2a, c42d, ijac201412404v7, 8046, 41f7, ecaade2016_154g42, 76f1, f067, 4336, ecaade2016_190z50, a316, 6ad8, 3f84, 4969, f1d8, c2b9, 9a8c, 2665, 225a, ijac201513205g8, 5103, ecaade2016_162e45, a8c3, 3242, 5bed, ef05, 1a5f, 83dd, e1fe, f116, 2997, 6929, de3c, a93f, 3819, ecaade2014_105x23, 3249, ecaade2013r_003y2, a7d1, 054c, 5c07, ijac201614405p3, f758, c42e, 3248, acadia14projects_311r, aa38, ed3b, 913a, c786, 8785, f478, acadia17_71mm, 40da, cc22, 6d46, acadia15_497s22, c73d, be68, 3217, bfe5, ecaade2017_189yy, sigradi2014_214d8, 48a1, ecaade2017_029r, 0217, caf0, b31d, ecaade2017_256u, 511b, 06ed, 3ea2, 4ba0, f48a, sigradi2014_178l5, 1fd2, 8ff9, 8f32, fe4d, 2ede, c1e7, sigradi2013_343i, 7621, e99a, caadria2015_168l25, ecaade2017_059vv, 3bc5, b5a6, acadia16_196h13, fc5f, c0e5, b5b3, 3953, 6365, ijac201614101l1, 16b2, ecaade2017_042y, caadria2017_018a8, 8c19, 34bd, b212, 6862, ijac201412303t8, 4627, 8ef2, fe0e, ecaade2016_129g36, sigradi2013_243u, 28ea, f07a, 27b1, 3c84, be62, ecaade2014_070h16, 4a29, c070, 8971, ecaade2014_149e34, 8dea, f145, 04ff, bbda, d3e3, ee17, d72f, dec3, 9e07, ecaade2015_327h71, e0a6, ecaade2016_162e44, fbdb, 7b90, 0406, befa, acadia16_372g23, ceb6, f48f, cee8, ac9f, ba93, 8330, acadia17_374q, caadria2017_145u37, ecaade2016_175l49, f55d, 3773, 1902, 2b06, 3883, ca72, 56f2, 9c2b, sigradi2015_sp_11.278n31, e1ad, b349, 0b00, sigradi2016_685pp, 8055, cb05, ecf4, c519, 0b46, 3cc1, sigradi2014_155w3, b443, ecaade2014_233y59, f0c1, ebfa, bde8, 5d29, ecaade2014_104l23, caadria2017_079w23, 2c0f, ijac201614102n1, ecaade2017_109mm, 9458, 550a, 5fbb, dc63, 5a50, 990d, 74c0, d7f6, 9aa6, 0888, 3c9c, ecaade2014_139g31, 37aa, sigradi2016_490ii, acadia17_402c, 5928, d29b, a480, cb21, 3aa2, cb71, 2ac1, 8bb6, ijac201715203jj, 3631, d0c3, 7e68, 416b, b25d, 0c6a, b235, e7c5, b384, 0432, acadia17_390ff, 9f45, 2c18, bc5e, ea10, 7e8d, 12cc, 5316, c5d5, ecaade2017_098oo, d120, cde0, a68d, c861, 65f9, 2f20, dbe6, 14f4, 8df3, 532d, c84b, bb65, sigradi2016_815cc, 6d1a, caadria2016_861z36, cead, ijac201412206y4, 003c, acadia17_360qq, fd38, 0382, e473, d5c1, fa19, 4b0c, 7104, 6920, 150e, 2e15, ce2c, 90f0, a05b, a65e, 9b04, f11e, 92ea, 6204, caadria2017_067m21, caadria2017_063e21, a89a, ecaade2017_057ee, 47dd, 5841, ijac201513305e12, caadria2017_063f21, 1efb, 4e86, 5c53, 3227, 6697, 7338, d368, d244, ecaade2017_077rr, 3f49, 0d46, 0903, caadria2017_041w12, 5619, 2384, ecaade2015_215n47, 0d85, ecaade2015_48x7, 59e1, 0208, 527f, acadia17_648m, acadia14_671l, acadia16_196d13, 98fa, caadria2017_122s31, 442e, 81bd, 5cd8, caadria2017_149g39, 864a, ecaade2014_144b33, b79c, 8514, 6132, da2d, 960f, 70ab, 6f85, e5a9, 0500, ab05, acadia17_51a, 1f3a, 6d62, d8d6, 9445, 07f8, sigradi2015_3.111w2, a00b, 1a3e, 5778, 051c, 6b41, 997f, a837, 4e4b, ascaad2016_022s8, 7138, 9a6f, ascaad2016_039z15, 9547, b0a9, ecaade2016_132g37, 5b7c, 6b48, ecaade2017_124z, acadia14projects_247p, f435, ecaade2015_100u19, fa64, d7f2, acadia17_560k, acadia14projects_301j, acadia14_301ax, acadia17_266gg, a730, d1b1, a3ff, ecaade2015_61k12, 803c, 9833, a818, 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ecaade2016_162g44, 4a5b, 4c83, 0e34, 7f8d, sigradi2016_625yy, b364, acadia17_178oo, 0687, f3c7, sigradi2016_399e, 917b, e6a1, 6021, a842, a0b4, c0ce, ecaade2015_317p68, 77f0, 3cbb, 438a, 2ac3, 6dec, 4206, c587, 409c, sigradi2015_1.305d1, a3d7, sigradi2013_215a, caadria2017_174g42, ce3f, 0d18, 6194, 35c4, c099, 2b27, 8ad1, 3ca0, ecaade2016_126r34, acadia17_322xx, b528, 8e13, 5aa3, 8b29, 819f, de53, acadia17_544f, 1915, 5416, ecaade2016_bkoh65, c04f, b419, 8877, c26d, 49af, 56ab, 947f, 9153, ecaade2016_140v39, ecaade2017_255m, acadia14_267m, 5f50, ijac201412301n5, f879, acadia14projects_619ag, caadria2015_010t1, 1eb6, 58d0, 1481, 8bec, a26c, ecaade2017_117y, 3385, 696a, ecaade2017_215o, d17f, 24c8, a4ab, f8f7, 9594, e369, caadria2015_016g3, 19f5, 5cac, 37e6, 0cd9, caadria2016_601e25, c5a2, 77f7, ad96, 3f67, 05b0, db98, 44b3, 1ffb, d8e8, ab9e, 5644, eff6, ijac201614308r5, ea3b, 16ef, 0468, cf80, c059, 5673, ac40, 885c, 8f83, 6750, d9db, caadria2016_445x18, 3d7c, e062, ecaade2015_116h23, 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ed2a, ijac201614105o4, 84a3, acadia14projects_199ag, 371d, 7b99, 9136, caadria2015_084u12, e9f3, f2f6, 37b6, ecaade2015_247d56, acadia17_164xx, d2b9, a2a3, 3cd3, f13b, 8866, 8562, 9748, 24b5, d5e5, 201b, 6e73, 224d, 81f8, c373, 94d2, b3be, 5eae, 3beb, ffc0, d9e4, 8bee, caadria2015_084w12, 75fe, 9241, ecaade2014_186t47, f40b, 874c, acadia17_283ww, 0bd0, 8e30, e789, c6e8, 29fe, acadia17_145xx, abb5, 34b9, d62e, 7c61, sigradi2016_381m, c7ba, ac4c, ecaade2016_182r49, ecaade2014_145e33, 7780, caadria2016_105w4, 03c3, eaa1, 6dba, c59a, 699e, aa9b, 7053, ijac201412404i8, 25e3, caadria2015_078d11, 8636, acadia14_347av, bddd, b813, 4e11, 2924, acadia17_82ss, 8bd5, acadia17_18a, 2316, 0116, 88bd, acadia17_570ee, bd28, ecaade2016_193v51, 6cdd, 488f, ecaade2016_222a58, db75, sigradi2015_3.394e6, ba6a, caadria2017_185y44, edae, e2b7, f583, 6f79, eccd, 973c, ascaad2016_017d7, 3b16, caadria2016_343j15, sigradi2014_132l1, 9960, 5db4, ecaade2016_230l62, 2835, 6f69, caadria2015_124a20, 675a, 892b, f086, ecaade2017_194u, 8ec2, caadria2015_061b7, 5f08, 47e7, 7dad, cdf0, acadia14projects_445ae, caadria2017_174f42, bc1b, 5e35, b9a8, ijac201614208v13, 5ce6, 4698, d08a, acadia15_57e2, f57f, c6ea, caadria2017_046v14, acadia14projects_219av, ef51, cd01, acadia17_28x, 1feb, 408d, ascaad2016_013a6, 388c, 8a8f, 0fdd, 63a7, c4f8, c821, ecaade2016_063p15, ecaade2015_271c60, 665b, 8bab, c88c, b830, ecaade2017_124cc, fa45, 3616, 6271, 8cd0, ecaade2014_111v25, 2fc6, acadia14_435aw, ecaade2015_207k46, 5a0d, 7a1d, acadia17_350gg, ecaade2016_095x25, d24a, 6f73, 9282, ijac201715104t, ecaade2017_164w, acadia14projects_549o, 8c87, 0c6c, 4cdd, 7542, ad34, 1070, c595, f4b6, ae7e, 846b, ecaade2016_033h9, 43da, 6bf7, e7a9, e8a8, 5c03, a2c0, acadia17_284d, fea5, sigradi2015_3.212j4, ijac201513206v9, 1a81, 6f7d, acadia17_178ii, ecaade2017_077b, d637, 4dc6, 3063, 7cd6, acadia15_443x18, acadia14_199ao, 1e0b, 9381, 6cbd, fbf0, ecaade2016_136k38, d885, caadria2016_683h29, 0fd5, 6578, 8ced, 2515, 9076, 7d83, 23ea, 32bd, 50a1, caadria2015_126x20, 3fc3, caadria2015_010x1, 70e9, acadia17_188y, ecaade2015_215f47, ecaade2017_172ff, 6c28, 0669, ecaade2014_023i6, sigradi2015_10.309a22, sigradi2015_3.65x2, 9d9d, 440c, 2362, sigradi2015_8.339y15, 8d5a, acadia17_678rr, sigradi2016_599pp, ecaade2016_162c44, 899e, fcd4, ijac201412204o3, 2ad0, ecaade2016_067g17, cadc, 9d76, d3f2, 00f3, sigradi2016_592t, 5c49, d947, 3cb3, 8de4, caadria2017_003g2, 2283, 8eca, bf2d, d445, 3344, 93c5, 04f4, 4991, 313f, 4da4, 9c13, 5668, a1eb, caadria2016_703i30, acadia15_211w8, ecaade2015_207l46, ijac201412301k6, ijac201412305d2, e045, sigradi2015_6.183j8, 2d06, sigradi2015_6.387t9, 8138, 6e59, 448b, 0e66, ecaade2015_314n68, ascaad2014_019o2, 3fdf, ecaade2015_130l26, e04d, ecaade2017_049vv, c433, ecaade2014_072l17, 9d9b, 788d, 235b, 63b5, 61c3, 0a22, acadia17_562bb, 39ac, sigradi2016_625oo, sigradi2016_443xx, c7df, ab85, aa6b, 79fc, 9959, 7f4b, 6efc, ecaade2016_225w60, 4db4, 3102, ecaade2015_138z28, dcf9, 5680, fdf7, ecaade2017_048w, 35d0, 10a3, b7a2, acadia14_23az, 6d19, 6fc5, d3a5, b0f2, cbb9, 942a, b1dc, fcb9, 8944, b496, fa65, 903c, 900f, 266d, ecaade2014_224i57, 6d7f, ac59, 7d9e, efc6, ascaad2014_019n3, 773f, 4684, 7e70, 966e, caadria2017_081z24, fc95, 62f2, ecaade2017_jgor, a778, 7ecf, 1933, 3bb5, 73cd, 056f, c356, ascaad2016_004g2, e613, 912d, b14c, b72b, 665f, e125, 8c8a, 96eb, f30a, 3c4c, 2bbe, 7a0a, sigradi2013_397e, acadia17_600u, 3fde, 097a, 30ae, 9a09, caadria2016_767s32, 5f32, 6741, caadria2015_061k7, c584, 5934, 1543, b602, fd9e, 377f, 1d70, acadia14projects_63am, ijac201715204jj, 8d4e, 6d48, 347a, 244c, da99, 1c5a, 0e93, a66f, 537b, acadia17_637g, d634, ascaad2014_002l1, 1421, 2d55, f465, fca1, 3ddb, ea8b, d06f, 0deb, c4ba, e993, 16f5, 547f, caadria2016_797t33, sigradi2015_11.165r25, 47b5, c495, d2f7, 79d2, acadia16_98o7, 3b77, 977a, aa8e, ecaade2017_101cc, 7df4, a877, ecaade2017_164o, 962f, 186e, ijac201614303k2, 5d88, 3aa6, b494, dc9d, ecaade2014_156f38, ecaade2016_118b32, 4d82, ade0, b709, c706, faac, 60d4, 871f, bd71, 6889, 0f54, ecaade2016_028g8, 9705, 3cea, 207e, 357c, cf43, 7935, dcfb, sigradi2015_6.327p8, 85d2, dea7, ad61, f1e8, ijac201412205k4, 5992, acadia15_395c17, ascaad2014_016f9, acadia14_23aw, f38d, ecaade2016_193t51, 4f99, ecaade2016_130r36, caadria2017_041n13, 881b, 4a26, 805b, 6446, b2b5, 5ba3, 96ec, 0a34, caadria2015_049b6, a919, caadria2017_174z42, ijac201513304c12, 6a67, ecaade2014_173m43, fea7, acadia14_53r, 75fc, 999b, 2180, 9a8d, de91, 1b1d, f110, acadia14_135v, e6e5, b3df, fe03, e80a, e07f, 1180, 3486, 5b29, caadria2016_517h22, 5602, ccc7, 7983, 4b53, caadria2015_078c11, e2e5, 1b9e, d838, 510b, caadria2015_176t26, b8f9, 4ba7, 1a53, af49, 75c2, c067, ecaade2015_329i71, c093, ecaade2016_043d12, caadria2015_142k23, 9b01, 6c60, f9c4, e2e4, acadia14projects_637ah, b6d8, acadia17_274kk, ecaade2017_050d, f431, 79cd, 0547, d239, de0d, ecaade2017_073r, 2537, ecaade2016_058v14, 3c60, 32a1, acadia17_163dd, 3963, 9729, ecaade2017_090ll, 7982, bda9, ef59, bb58, f43d, d435, b07d, d337, acadia14_463c, c83b, 8d7e, 045c, 4bcf, 3ae0, baa0, 9ea9, 72ce, e287, ee5c, be9d, f2dc, 53e9, ijac201715101h, 5c61, acadia16_402p24, d45b, 0655, acadia16_88z6, acadia17_482u, 6464, 15bd, ffc3, d018, fe56, sigradi2015_3.155l3, 5d79, 7a15, ecaade2017_053s, 0891, acadia17_50oo, 6623, 494f, 0a55, 2026, sigradi2013_303i, ecaade2017_215ffr, 8847, ecaade2015_72z13, b09a, 911b, 2ecf, ecaade2015_180s38, 559e, acadia17_248vv, 511d, acadia14_627az, 4d1b, ecaade2015_333g72, 1916, bc5c, 472d, ijac201412301h6, 852a, aa84, 0ce1, d840, ae03, 4df9, af44, ed46, 26ee, 0e16, ecaade2017_072j, 770c, ecaade2015_287f63, c0a5, 49fa, 5914, d0aa, 9ed5, sigradi2014_018o1, c7dd, 39ec, f580, 3e5e, e86b, 4e06, 6485, 86f4, 14d3, 329b, b8c6, acadia17_330uu, 9857, acadia17_650b, 1a90, ecaade2015_143i30, 85dd, ef99, 3256, ecaade2016_087p24, 5c6a, 2734, 1537, afc5, 1fe5, sigradi2013_275, 218c, a4ac, 2640, acadia16_154j11, acadia16_450r26, c092, 2305, 66f4, caadria2016_851s35, 0862, 8ea5, 3b81, a448, 601a, a9d7, dd40, fe78, e8f1, d0ef, 2b0f, ecaade2015_100v19, 9cfe, 5ce5, a963, acadia16_344d21, 9569, 05f5, 487d, 73f8, 64a1, acadia17_284k, ecaade2015_329n71, 0192, b0ae, 3970, f2cf, 11f7, 3a39, caadria2015_073t10, ecaade2015_297t64, c2a3, 8e50, e51e, ijac201412303z8, b411, ijac201412302o7, a60b, sigradi2013_189h, 5820, 2955, 5ecb, 19a3, caadria2016_641p27, 4955, 6ef2, sigradi2013_30i, 8e65, 3875, b777, 7387, ijac201614208y13, d394, acadia14_655w, ascaad2016_034j13, 5e5f, acadia17_339tt, 0a64, 0bbd, daf5, ecaade2013r_003c3, sigradi2015_13.316a29, 6a09, ascaad2014_037l2, 178d, d7cd, 053c, 08d4, acadia14_487g, 17bc, ced4, ab2b, 31d4, 38b7, be6c, bec5, bb90, 875a, 3b91, acadia17_38xx, ecaade2017_142uu, 21b4, e53e, c895, c611, sigradi2015_3.209b4, fbc2, ecaade2015_246b56, acadia17_274rr, f641, ascaad2014_004k2, 884f, debb, 17e2, 48f8, acadia14_347an, ascaad2016_024g10, ecaade2016_065a16, 31a6, c609, 98de, acadia17_92p, acadia17_283nn, ecaade2015_237b54, 7211, 1c4a, 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