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 Lee, Jia-Her
year 1998
title Modelling Mondrian's Design Processes and Their Architectural Associations Using Multilayer Neural Networks
source CAADRIA ‘98 [Proceedings of The Third Conference on Computer Aided Architectural Design Research in Asia / ISBN 4-907662-009] Osaka (Japan) 22-24 April 1998, pp. 455-464
summary Can artificial intelligence be used for design behavior of human beings? Human designer’s behavior and design thinking are extremely complicated. There is still argument about the relationship between the two until now. Therefore, this research only investigates regular and common design behavior. This essay is taking Mondrian of Neo-Plasticism as an example and neural networks systems as a tool to illustrate the core idea. It is hoped that we can simulate the design thinking ability, such as memory association and recognition of human designers. Computation of neural networks systems, as a result and the difference between human designers and computer, can be discussed too. Also, since the work of Neo-Plasticism Mondrian influences contemporary architecture design, industrial design, andvisual design directly or indirectly, floorplans of architect John Hejduk’s works were taken as an example to discuss the application of Neural networkss in the design field.
keywords Neural Networks, Design Processes, Neo-Plasticism, Architectural Floorplans
series CAADRIA
email animal@iaa.nctu.edu.tw
more http://www.caadria.org
full text file.pdf (120,585 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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860a, f73a, 4d59, 62dc, 5093, c9f2, 9f95, sigradi2015_10.7i18, acadia14projects_291ay, 124c, 2560, b216, e804, caadria2015_030g4, 827c, 3547, ecaade2015_21s3, 3117, 68fe, ecaade2016_071e19, bf78, ecaade2016_108x29, a87e, 5d5a, d826, ecaade2016_223e59, 1e8f, 2f40, 03cb, 2298, 62aa, cbcc, 204e, caadria2015_114z17, 94dd, 9d04, 076b, 43ec, d709, 7144, e6b4, b923, ecaade2016_026s7, aa32, 4f84, 8629, 9cbe, ijac201513206n9, 71ca, d154, ijac201614306y3, 641e, 084c, eccb, 8344, 5191, ijac201614201a6, 60e9, 51bc, 0fa8, 51b1, 471b, acadia14_435av, f899, a3be, ecaade2013r_004r3, e99a, 8d23, 0ee1, 24b2, acadia14_333au, 6f45, dfb8, 3e50, caadria2016_703m30, 40ee, 9a06, ijac201412304f1, 711e, ecaade2013r_009j6, 283e, aef6, 7804, 6cfc, 34f2, 1549, b505, a552, f40a, bf50, d9c5, aed6, d416, 8be3, a8fb, b0bd, 7dc5, 5e7b, dc27, 401b, 5873, ecaade2015_138h29, acadia14projects_339al, 2fc0, ecaade2015_215r47, ca9f, 133b, sigradi2014_345j8, e754, ijac201513206v9, 0b97, c7ab, sigradi2016_814h, sigradi2014_263b1, a1d0, 76c1, 7ee2, eee3, 60bd, caadria2017_070h22, fa4e, 7816, 87bb, f9ad, 8d76, caadria2017_043y13, 652b, acadia16_372y22, 21da, 3c6a, ecaade2016_222n57, 0426, acadia14projects_117aw, 73aa, 75a0, 21ac, 6c2e, 6df2, cbab, sigradi2014_074x6, f407, a6fa, 8e71, e7b2, 22e8, 0f2f, dc51, d20c, 7135, 4ddf, 83ea, ecaade2014_168v40, 538b, a0b7, f8ca, 5435, 6e22, 9e91, sigradi2014_273p2, 3488, 1bb8, ecaade2014_224s57, ecaade2016_072f20, caadria2017_113u29, 90fe, 1bd1, 29f2, ecaade2016_162j44, 867c, ecaade2014_044x10, 638d, 7aa5, dab7, ac8b, 9da7, b875, d5fa, 5d09, ascaad2014_019h2, 5855, bff5, ecaade2015_193h40, 10a6, sigradi2016_385pp, 5fd2, ascaad2016_044u17, e1d5, 8433, f7ff, f31d, 105c, 6d6d, 58b3, 67b6, f9cc, 15af, dd4a, 29fc, b717, 4e0e, ijac201614104e4, 7c2f, fc59, 60e7, ecaade2015_73k14, 9b0f, 88e9, bdd6, 4d86, eb44, acadia14_627am, 904e, d71a, c7c1, 8587, fcd8, cac1, 7173, aa9e, ijac201412306v2, 0605, acf7, d64c, 03f7, e180, eec5, b81b, 3636, 5d62, aa4e, caadria2017_048t15, b932, 69c0, acadia16_318h19, ecaade2014_157a39, ecaade2014_224i57, ecaade2016_120e33, acadia14projects_549p, 8fd8, f514, 3a17, 7967, cb54, dccd, sigradi2016_814yy, 8ab1, 21d8, sigradi2015_6.366d9, 680b, fe96, d347, 0c73, acdc, 30c0, 7d3b, ebcc, 9832, e49e, 3574, 88d5, 51d6, caadria2017_107m28, e024, 1fa0, ef8c, ecaade2016_129d36, fc3d, 6410, b87e, 2ed3, 40b0, acadia16_270a17, 8d6c, sigradi2016_615aa, 9b71, ijac201513105z4, 7172, 7c23, 3ee4, sigradi2015_11.196i26, e90a, 0cd8, 2556, 10fb, 3b2f, a5a5, ecaade2015_225h49, 6e53, 7333, caadria2015_064p7, cc2a, 576e, 4822, 3f67, caadria2015_139h23, 6e1b, bd40, c6a1, acadia15_343z14, acadia15_371n16, caadria2017_131f35, 133a, 7198, 0ca5, ijac201412301m5, caadria2015_108x16, sigradi2013_407j, be51, 5516, 5e42, 3f62, 779e, caadria2017_124i33, 9ec2, acadia14projects_101al, ecaade2016_027w7, caadria2016_209a10, ecaade2014_173t42, ecaade2015_158b33, 2b16, 2d7e, ecaade2016_230j62, 0c12, acadia14projects_531t, df35, 7a3e, 0550, sigradi2013_111p, d7dd, 4813, 4cd2, 6bb2, ecaade2016_023v6, 3817, ecaade2016_223i58, 259f, e31b, 6da9, ecaade2016_047j13, 12f6, ascaad2016_012r5, ecaade2015_194x40, 683d, ecaade2014_023r6, 1b35, acadia14_375aw, cd75, ijac201513205c8, sigradi2015_3.209x3, 4b2f, 4ac4, ijac201513303r10, 1a1e, 7e84, 4b1f, c492, 94c1, eba3, b37f, 3a51, d0de, 2d94, e52a, sigradi2014_108e9, sigradi2016_625tt, 8353, 8b59, 3416, ecaade2016_075l22, 61ec, 9544, 091a, d20f, ecaade2016_171g49, 60a8, b27a, 4599, c1a5, ecaade2016_197e52, 6071, e05c, caadria2015_119e19, acadia14projects_609aj, 2a82, f95f, dc0e, 2103, 12ce, b0f4, fb26, 696b, 5562, 1cde, 273a, 58f9, 095f, e4a0, 7f38, ecaade2015_332x71, 7596, d6ab, e30d, fe07, sigradi2016_484rr, fa1d, c94d, ab12, 87f2, sigradi2013_393s, d7c2, 4f7b, ecaade2015_206o45, ecaade2016_068v17, 0476, 16e8, a01a, 2d35, 4771, 0c7d, fab0, 125c, 45b8, ad16, ascaad2016_058h23, 733e, 5048, b527, d2a6, 2c4b, ecaade2014_086x20, 3dae, dd4c, ijac201614105o5, f985, 34d1, acadia14_565p, a347, dee8, d480, 8ccf, ef31, afa8, 0043, fde3, acadia14projects_291az, ecaade2015_293b64, 4381, 6a15, ea12, 8551, sigradi2015_12.259a28, 551d, 235a, bbe5, 0fb0, be46, e2e2, sigradi2015_10.7f18, 6ded, 440c, acadia15_407p17, ecaade2014_168s40, 8f86, 78d6, c35c, defe, acadia14projects_145ag, 8f13, ecaade2014_226c59, fc9a, d03e, bc1c, 9654, f33c, 67aa, a2bd, 6d6f, e894, 226e, 8c09, ecaade2015_200j43, 7714, 8ce4, ca2c, 2253, 1614, a600, 01da, 905b, cfd8, ee3a, acadia16_140e10, 948e, f9e5, 9331, 7539, 35b8, 7048, e280, 06f8, caadria2015_070e9, 60c8, 2b96, 0bde, 1a96, d152, cb72, 2f13, 66bf, 5716, 1d7f, 18a5, f8a5, sigradi2016_724uu, d590, sigradi2015_6.387t9, acadia15_110t3, acadia16_254c16, d2a0, sigradi2016_450ww, 6eaf, 7b71, 2726, acadia14projects_33af, 9f64, f1b5, 882e, de19, 6e39, 95c0, 36a6, 135f, ecaade2013r_009v5, 6031, 0bd4, 0601, 9c0e, 6984, 1f92, d622, 7071, 1d82, 2512, ecaade2014_111g25, b541, 32c0, a3c6, e221, ae3d, d0ad, 63cd, 5c89, dff7, 0b42, sigradi2016_431t, a9dc, 8b2f, e0be, 8b76, dd78, e4a4, a2ea, 505f, be5c, 1101, e629, acadia16_352e22, 2c36, 8531, a679, 6540, 0d32, b589, caadria2015_208j31, e399, 6788, 3152, 343f, fc7c, caadria2016_487h20, 29cc, sigradi2014_021p1, ecaade2014_186p47, 8dfa, 1e2d, f8da, 4e15, f6a7, 48e1, a30c, 86dc, 3a1d, df68, ijac201614208e14, 7aec, 794f, 91a3, 619c, d187, acadia16_224c15, 72c8, ecaade2016_121s33, sigradi2015_13.181p28, ijac201412408l2, ecaade2015_211x46, d993, bcbe, aa5c, 2e13, b711, 4491, ce52, d3e5, 6ee6, 706d, 2991, sigradi2016_448aa, 1155, 393d, 1342, 0ee2, b410, 15fe, 5f69, 25da, 2383, 75d3, cdf7, acadia14_257ab, 3559, 11fe, 3d0b, 81a5, 9c5f, caadria2016_529t22, caadria2017_118t30, 51a8, 9274, d86b, 15d9, fb52, 3120, ff4e, 6cf0, 6786, sigradi2013_100, 5a44, caadria2016_405d17, 7f27, eb4d, 2ee3, 8f4c, caadria2015_072o9, acadia14projects_579ay, sigradi2014_041k3, 5c93, cb41, b870, 8586, 7b73, b4b2, b48b, 71e3, dd19, ed26, 7847, ecaade2014_184k46, 6015, ecaade2015_136r26, 16fc, 1c17, 4f96, a2b9, cd94, acadia14_339at, 3010, 8d70, 6ce8, 43b1, 2dff, 667b, ba38, ijac201412301x6, 916d, 690000, 5137, 5686, sigradi2013_397b, a1b9, bc4b, 191d, 345f, 800a, 89dc, 24bf, db7c, b9e0, ijac201412201a1, caadria2017_043g14, bde7, 9513, 6225, 2826, 39bf, 429c, 4d68, b9bb, 3b0c, 0a5c, d426, 5ebb, 789c, 2948, 4225, 038e, 118a, e2ed, 9539, bf36, fc31, 94ae, caadria2016_839i35, acadia14projects_247r, 95cf, caadria2015_016g3, ecaade2015_250h57, acadia15_185s7, 9981, 8a8e, a5ed, 6d9d, b1aa, f0b8, dcc4, 1d07, f8b9, 8554, 3cfd, caadria2017_163o40, ecaade2015_109w20, 1475, e547, ijac201412203w1, 61ad, d8d2, c077, 2581, ecaade2014_159r39, f86d, ecaade2015_139c30, 42dd, 88c4, e064, 020c, ed9b, 70a8, ecaade2016_225j60, sigradi2015_4.219h7, 68ad, 74fe, 4425, e410, 35b5, db30, 02e5, 7880, d216, 0236, 4562, 44f2, 95a0, 4ef2, ea4a, 6e59, 9dba, aa5d, 1a95, 28c7, aacf, 55ed, 95d8, ec3a, sigradi2015_9.347l17, bd34, f140, 63d0, 6ccd, 364b, 4069, 8844, sigradi2014_271o2, 897e, a64e, 479e, 62bd, 81a2, 5d1e, a7c2, 572e, d061, e531, 1ab8, d584, f264, 60c4, 71b5, fba9, 2b24, 3ac9, 6589, 93aa, 0e3c, 1282, sigradi2013_243e, 6a76, 337c, e98e, 2f1f, faeb, c29d, 1ab1, sigradi2013_54r, 9615, a762, 2c4d, acadia16_224w14, 7a4a, ac51, c71e, 42cc, 5386, 9601, ec06, acadia16_106d8, 557e, ecaade2014_196e51, 31fe, f4d2, 822a, ecaade2014_138v30, a0fe, 7e7f, 9c7d, dee4, 4319, 9c94, 457e, 6278, sigradi2016_360u, 9e63, 9f28, 561c, a2df, 6805, caadria2017_041z12, af05, ed42, 2bbf, 0320, 4fdc, 32f2, 8b58, 6727, 6555, ecaade2016_099j27, 7d74, 8ea5, 3767, ecaade2016_185e50, ba74, e541, f15d, 6a91, 79ff, 10d0, 7d37, 5baf, ecaade2015_268a59, acadia14_291c, eb60, 96b9, 1e95, 826c, 68bc, 923f, e10c, 0e97, a36f, ijac201614207c12, 6452, 088f, 656a, 14ca, bec1, dc5c, a887, 506e, cb8c, c019, dab1, 79e7, 70ee, ec23, ascaad2016_040x15, eae3, 85b6, 7919, 3da1, bd6f, 4d26, d7cc, 87dc, 7ac8, 8e68, ecaade2015_201y43, 245b, c7a1, b232, 03eb, 2d33, c8bf, d124, 9317, 71cf, 5ea3, 90b1, b4e4, c4f4, 87a8, ee01, fcd1, 71fc, sigradi2013_326f, 8254, 7f13, b15a, 7e8a, 1dd1, acadia16_382z23, 9eb7, b705, bb4d, 8b41, 505e, 94d9, 611f, ascaad2016_054n21, 6b50, da24, ijac201614102d2, 1a19, ecaade2015_327h71, 5e58, d49b, ecaade2016_154f42, acadia15_137n5, a1e1, d77b, 4326, caadria2015_130n21, ae0c, 89e7, a0da, d531, 7544, fadd, 70bd, 1e89, 4580, 71a0, 8cd4, c116, 33c6, e60f, 06ce, caadria2015_090z14, b7ac, 263e, b047, dcac, 7542, 7e29, 1b11, 91e5, acadia14_647ay, sigradi2015_8.264o14, 558e, sigradi2014_289h4, 83dd, a1c0, caadria2015_130c22, 5933, 9a00, 4025, 9255, 35f1, ecaade2015_152x31, 9ef0, 5f7b, 4e20, b4b6, 6ef6, 362a, b2eb, ijac201614208r13, e9c3, d914, 7e1c, acadia14_291az, 7b10, fcfe, 9850, acadia14projects_479s, ecaade2014_011w1, fb9e, 9a1d, 90b3, 4843, c402, b1cb, ecaade2015_22y4, b632, fa7e, a6e2, 9333, e0d1, 6ecf, acadia14projects_63ac, 82e7, ascaad2016_038w14, 698a, 8571, cfd6, e53f, 9033, 0d2d, 6b65, 66de, 1b90, 701d, sigradi2016_655e, caadria2016_797s33, ecaade2015_320s70, e279, 2151, 3209, 7990, 75d9, e138, e59b, ea55, da27, 02aa, 3336, 889c, 3099, ecaade2016_067b17, 2c18, sigradi2016_448ii, 9302, fbf5, cbd2, a055, ecaade2014_137b30, d1f1, ecaade2014_086o20, bf29, f7e1, sigradi2014_169u4, 061d, c5f0, f773, c617, 4c65, dffa, 97d3, c24d, 5e14, 67b1, cc41, acadia15_161c6, 147b, ecaade2015_235v53, 1c6b, 6b8e, ascaad2016_029z11, c7d7, d9a9, sigradi2016_450zz, 0a08, 5975, 7aea, d9dd, dfd7, 8c6a, f83b, e70d, 5660, be11, ecaade2015_72x13, db29, 9afd, e359, 76b7, 82a0, 3fda, ef4d, 1eb9, caadria2016_291v12, 7100, 7a34, 9617, a7a8, e874, a76d, bd89, 025d, 04dc, 6f28, 85de, c38a, bc8c, 23e2, 91d2, e365, 9e5e, 2e82, a173, 5a98, 3d4a, ascaad2014_014m8, 104b, acadia16_88f6, ecaade2014_176a44, 6e6b, caadria2017_122t31, badb, b4a6, caadria2016_693c30, 84c9, 528e, ed0c, fa34, 0b3b, 2aa8, sigradi2013_421h, aa8d, 16a6, 6d34, b1c5, 653f, a932, acadia16_106m8, sigradi2014_132n1, 9b58, 606a, d146, 6aee, c89d, c60a, 1c68, 9b65, 7c87, 8f6b, 1215, 1fd6, 99a6, 84ee, ecaade2014_224m57, ecaade2013r_002i2, 9810, 598b, 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sigradi2014_330d7, 2606, ijac201614206a11, 9063, a8e1, a024, cb86, 21ce, ecaade2016_067n16, 0f86, 3957, e807, 23a6, 73ae, ascaad2016_023v9, b1a1, ecaade2014_176n44, caadria2015_208s31, eaec, ae34, caadria2016_373l16, 04fb, acadia14_101as, ijac201614102r2, 5293, 00ba, e61c, f465, 9b74, 4385, 91a7, e8f7, 7c14, 57da, sigradi2016_690b, 701b, 2503, 4c7c, 138b, ecaade2016_046s12, 713c, 8add, acadia14_247i, a652, 7fde, ca31, c459, d883, fa9a, 402b, caadria2015_090t14, caadria2017_069y21, a5f0, 0857, ecaade2015_284x61, e502, fc42, ff9d, ecaade2016_104t28, ecaade2016_164o46, 8f25, b9b0, 89ee, 6ad5, 9436, acadia16_344a21, e1f9, 1e4b, 9251, c373, b384, c46b, 3f04, sigradi2016_484d, 7672, 8d31, 5fca, 621f, 83a1, 05f6, 7ac9, 3171, 6d0e, 3d28, f4e2, ad24, de14, 0757, 4c03, f860, 96b7, caadria2017_047w14, ijac201412205a4, 3022, 4273, 6c79, 6bba, ascaad2014_026a7, 53e3, f8fd, cfdd, sigradi2016_420ss, 82fe, ce38, caadria2016_405t17, 909b, ae09, 1e04, cd4f, 5fcd, 148d, 1137, dc02, e626, ascaad2014_024u5, 3a16, 6717, e4bd, 151c, f930, a241, aaa5, d53d, 0b52, ecaade2014_220c56, 6348, e354, fc50, e6e4, 2fdc, dd59, 9582, 7f3b, c152, eeb9, sigradi2015_13.316w28, caadria2016_281l12, d289, 797e, dda0, 1b72, 7e3e, caadria2016_457h19, 2179, c8c6, 88a0, 819c, ecaade2014_225o58, 0772, sigradi2016_673ee, acadia14projects_463o, 5606, c01b, 29bf, 48d7, ad36, 4116, dc85, d008, bd64, 9ad1, 5076, 8e01, 6a18, e4fe, c7c5, a24a, 322d, 649c, 6fb1, ecaade2015_227n50, 33c0, 5a0f, eeb3, ijac201614302o1, f043, ecaade2013r_005i4, 268d, de28, ecaade2016_110b30, 9d4d, ascaad2016_057u22, c38e, c23c, 44ce, d134, 877b, 70eb, b813, ecaade2016_215u54, acadia14projects_619z, 727e, 7567, ab63, a0c6, 89f8, b5e2, 530a, 382d, d794, 3cbe, acadia16_106n8, ecaade2014_168p41, b709, 2507, 4aab, 12af, ecaade2014_144w32, d764, f2a3, 5890, ascaad2014_023x4, c316, ecaade2016_097u26, 7f46, ecaade2015_53n9, d4a6, 969b, 20e7, 620e, 3580, ijac201614104y3, a121, 5e94, 0d94, caadria2015_081l12, 05c0, 7ef3, d3b4, f7d3, 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sigradi2015_10.74p18, 50f4, a4cc, 44b2, c17a, 31d5, d77c, d472, 447d, 1e17, 5e27, 319b, 1df0, acadia16_98r7, 2686, dcd0, de71, 1e02, 6399, ecaade2015_233h53, a623, caadria2016_851t35, ecaade2014_067y15, 87fc, a267, caadria2017_016s6, c355, 563e, 6c20, 89a4, sigradi2014_345g8, ecaade2015_195s41, e084, 574d, 82c5, 11ce, ce01, 29fd, 8170, 4d95, 1a9e, 4682, 1931, 2f2e, caadria2015_124h20, 2537, 19d3, e39e, 7224, 56f0, 161e, 6358, caadria2016_003i1, 3667, 640c, ecaade2016_221p56, e4ba, ecaade2014_137c30, c443, 5ea0, caadria2016_085h4, ba69, f9dc, fb92, 3fde, ijac201412302o7, 7094, 2847, 39f2, d0a4, 903c, ijac201513303t10, 1b08, b562, acadia14_63ai, acadia14_153au, 0b2d, 54e8, sigradi2013_28i, ecaade2015_180l38, caadria2015_220g34, 90d1, acadia15_483y20, e3c0, ecaade2015_229h51, acadia14projects_71z, da4a, 2e6c, a6e6, e62d, 8ca0, af36, ijac201614103m3, e854, acadia16_382f24, ebd1, 4fa6, c3ac, c7e2, 5eb0, fc0d, d3cd, d28e, 5679, f2bc, f157, ijac201513101p1, 536f, 027c, cc04, c08a, ijac201614207g11, caadria2017_168a42, 8941, 6969, 8a74, bf86, 2d6b, c85b, a911, 55c9, b84c, caadria2017_070p22, ecaade2015_318u69, f4a9, ijac201412406r9, a3b7, a763, caadria2017_183d44, d84f, d5a9, acadia14projects_189at, ecaade2016_075g22, 4be0, 7c28, 4368, 2c99, 824c, 3096, fdb1, 6bbb, eb5b, efc2, sigradi2013_28, 08e6, 9966, 88e7, eb65, fec3, 642c, f1fa, 8c14, 49b1, acadia14projects_681an, d01f, 9833, 3d59, b3bb, f196, bbef, dc1a, 8803, 468c, c16f, e859, b2dc, sigradi2014_289k4, 132f, 8544, 9d1c, acadia16_12h1, 2cbc, da44, caadria2015_176n26, beaf, 3394, 60c0, caadria2017_051t16, 564b, f9c7, b6bb, 0759, ed49, 1cce, dad8, ijac201614305a3, 7114, 8bcb, 1b8f, acadia16_352v21, 2fda, acadia14projects_63an, 2781, 2dfe, ecaade2014_072c18, cd8e, sigradi2016_360v, acadia14_339aw, 47dd, caadria2015_194z28, 8359, caadria2015_190o28, a6ab, 786f, 2185, f26a, 8b18, ae2e, 199c, ecaade2014_151v35, caadria2017_145p38, fa8e, 0669, 17d4, 96c9, 991a, a444, 5538, 7185, 8d50, f189, b5f7, ecaade2015_202c44, 9d12, 9d6c, 6c7f, de41, 943c, ecaade2015_206x45, 613c, 0f07, 433e, sigradi2013_294t, 1221, b14b, 2524, 1dab, 696d, 3ed4, 6c5a, 7b8d, ed8d, 7388, b138, 3787, a393, 2acf, 66ac, d3ca, 337a, 6601, sigradi2015_2.162p1, 98b0, 8475, 615c, ecaade2016_234y62, 678d, caadria2015_084w12, acadia14projects_23x, c59d, 0f22, 0478, ecaade2016_065x15, 68f4, 5dfd, 56e3, 5c58, 7005, db47, 0df3, fc49, adee, 827f, acadia15_343b15, 9af2, b996, bb58, 5834, 13f6, 24b1, ecaade2013r_001a1, ecaade2015_91i18, 1100, dbeb, 5a36, 339b, bc13, e9b9, 9fce, 3a6e, f547, 3d2d, 651b, 9527, 20da, cff7, 7883, 843d, ecaade2015_265o58, 0f45, 17c5, a727, e51e, c7a9, a856, ce5d, 56f5, acadia16_352g22, cae1, acadia14projects_609at, cdc2, d090, 08c7, sigradi2015_8.264m14, 25e7, 3789, acadia16_460v26, dbe7, ecaade2013r_012l7, 5948, ac66, 6d08, cd0f, 91fe, c06a, sigradi2016_590o, bd18, acadia14_453k, a579, 8b92, e757, 5fef, 85a5, feff, 9fca, 0eb7, 81e4, da46, 51b9, a70e, caadria2015_164a25, 552a, b157, 222f, 6ada, 7fe8, 5570, ace4, 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c4fe, feab, f5bd, 7a51, 23d6, 85e8, 0f75, a531, 096e, sigradi2015_6.387n9, 591c, ascaad2016_022i9, c941, d61b, 7856, dd24, 4a53, sigradi2016_592v, ecaade2014_044z10, a67b, e720, 02c1, 7f65, 62cf, 4053, 6307, 7348, sigradi2014_212k7, 19dd, 79d2, 51d3, sigradi2016_635i, 12fb, e074, 6353, b9c2, 521d, caadria2016_219j10, a49f, 178f, 899b, e950, 53ca, d4bb, 1f03, 98fd, ed4f, 2303, b6ff, 4237, 9a87, e1e6, 813b, ecaade2016_042m11, d4d3, ijac201614201b6, 58db, fa37, 9d91, c602, c317, ed4c, 29b4, ascaad2014_014u7, 85df, d7b0, e0d8, 060f, 042f, 1964, ab17, b29e, ac83, 68f1, 7ce6, 14b1, 41ef, acadia14_609au, f752, 9e1c, sigradi2015_11.136t24, 74ca, a40f, ecaade2016_118v31, sigradi2016_655h, a32a, 3552, 3fb8, dfc8, acadia16_260n16, 1b03, 0a68, eb7d, caadria2016_229c11, 9e53, b0aa, b50c, ecaade2015_11g1, 7b5a, ecaade2014_225s58, 79d4, 3e86, 56f8, 58a2, de10, acadia14_365ao, 63ab, 0e74, 11b3, 6519, 272a, 430c, 7283, bbd4, 9a45, f7f5, 364f, 1b81, 80f9, ff90, 8b9d, 3adf, efec, 2d99, efcb, ecaade2016_127d35, ascaad2016_014g6, 18f1, b4c9, 2437, 6b7a, c49a, c9e9, 7e10, 39db, aa80, sigradi2014_305k5, 0c41, 089c, eb79, caadria2017_070s22, 85a9, caadria2016_425d18, 734f, 085b, bb89, 9100, ecaade2016_225z60, b4c4, 4642, ecaade2015_301u65, 2da2, a2ce, 2de8, c665, afcf, 8876, 9394, 8fe0, 2f61, 8dbe, e145, caadria2017_142d37, 45fd, f3aa, e0e5, 42c7, caadria2017_123f32, 5452, 41e8, caadria2015_208a31, 47f3, 18e9, 08a7, 45cb, 1dfb, c92e, c3e7, 9d57, e6cc, e41b, 3037, ecaade2014_111e25, 93bd, 47a0, 9448, eb2a, bcf4, 5ca7, 2c9b, f592, 01c1, 9a4e, 938e, 1496, 68dc, 2e02, 966b, b6ec, acadia16_344i20, c1af, ecaade2014_035a9, 4f13, 380c, de97, 885d, f44b, 18e6, 6d41, e47a, 2423, sigradi2016_625ll, 26ba, 5ef7, ee49, 1388, 3e4c, d625, b6f9, acadia16_88y6, 0ba2, acadia16_478f28, f2fd, acadia16_98l7, acadia14projects_479n, ijac201513103r2, 1ce3, 730f, 4672, de8d, e9c8, 8dee, b669, acadia14projects_619ab, 0287, c5de, acadia15_343j14, 884e, df85, 50fb, 9087, febe, 8089, 2e44, b961, f16f, 11af, 1cf9, 5c20, 528a, 3fcb, 8ed9, 1278, 01bc, caadria2016_239d11, a271, 2e12, 80f1, d3dc, ecaade2015_250e57, f4fa, 7158, 6ef2, 0208, acadia14projects_375j, e1b0, 6273, bf06, 15f8, 8820, acadia14projects_81j, ecaade2015_201v43, 71e1, 054e, acadia14projects_63d, 7d33, 59d1, e3f6, caadria2016_601m25, 0887, b5f3, 6dc2, d986, 1980, 5e2d, 9d05, caadria2017_142h37, aaca, 27dd, c3dc, 252b, c724, e246, 0c4a, 59b8, 7636, 13f8, 8981, 9a37, b4e1, a69f, c36d, 56fd, acadia16_344g21, 4e77, 729b, fd60, b0ce, 2abd, 9c54, ecaade2016_243w64, e356, acadia14projects_699g, acadia14projects_445aj, 2a83, a3c0, 6b9d, sigradi2016_792j, 0050, e876, 4578, 0514, ijac201412408a2, 8b87, 3248, 6873, 4a23, 3491, 370e, 5be1, f6f0, df1f, 3d36, ecaade2014_111l25, ccc4, 21ad, d5b2, c702, 4017, 66ec, 76d8, 1755, 88ef, sigradi2013_303j, 9d9b, f758, 5992, 6883, ecaade2014_024p7, f605, ddef, 83c3, ijac201412407e1, bfed, sigradi2013_43b, 8107, ecaade2015_155t32, 3f9b, 1d24, 97be, d8ad, 8e9f, e194, be90, acadia16_244s15, 4ff8, a2c5, e700, 4b57, 47d7, ebf5, 1537, 342e, 40ff, a05f, af18, ijac201614103e3, 3607, 9118, 1e01, 6797, acadia16_270z16, 3308, caadria2015_206h30, e89a, ab5f, 0371, 246b, 8485, ijac201412205s3, ijac201614407n4, caadria2016_549t23, sigradi2015_sp_8.326t30, ecaade2016_139w38, d541, 62af, ecaade2015_206u45, ascaad2016_028f11, 71b8, 78ea, 601b, 1b1a, 1b1f, sigradi2013_364u, 43e4, bc02, 21ea, e492, 4ca4, 1dd0, 9508, ffae, e3eb, ascaad2016_057y22, 219d, 7b62, 31fd, 68d2, 7e26, 6804, d1d3, fd0d, e4cd, 0157, 5910, c7c2, b76a, aa54, 8a46, 36ee, 4115, 970, ecaade2014_113x26, 3ba8, 4163, acadia16_352a22, ascaad2016_003d2, 0c9a, acadia14projects_33al, 0e38, sigradi2016_592z, 285b, 7607, 1189, 165a, ijac201412303j9, 473b, b0f7, 3b93, caadria2015_137k22, e170, 19d7, b0a3, sigradi2016_781zz, 0e62, acadia14projects_435al, 9f52, ee73, acadia16_402r24, ecaade2015_293g64, 25db, cd81, 582a, ecaade2014_156d38, ascaad2016_038d15, b326, eee2, 8762, caadria2016_197j9, 047f, b03b, 9b6f, f12a, sigradi2016_490ii, 7616, ascaad2014_005s2, 06d4, d630, 3464, ecaade2014_050e12, caadria2017_142x36, 2c6f, sigradi2015_10.144x19, c136, 1a61, 252d, 30f3, acadia14_43ao, e4da, a3f7, sigradi2016_383jj, sigradi2013_243t, 881c, d035, da9d, 823c, 7c5a, cdd4, e0b0, caadria2017_163m40, 2849, 91b7, f8b8, 2d67, 0ce1, 587b, db2d, sigradi2013_100e, 2f79, 3501, sigradi2015_3.394g6, ecaade2015_205v44, 8e8a, a11b, 9e35, be7b, 3808, 7c2a, aa96, 64bd, 243a, acadia14projects_53u, acadia14projects_539b, bbfc, 3d21, sigradi2013_303t, 4ed5, f081, a10f, ab37, ecaade2016_098f27, caadria2016_579n24, 988e, e32b, 88f7, ecaade2015_231s52, 2f42, 2624, a7c7, 5b09, 68e0, b94e, ascaad2014_024m5, 49dd, acadia14_627ar, 159f, 9750, cd9e, 995a, a8c6, 3d49, ad8b, ef43, ab39, 9e50, d003, b052, 034f, sigradi2015_9.152c17, acadia14projects_691at, d258, 7933, 5248, ff20, afa4, 13cc, 0288, 0e16, 701e, 0078, 1dc8, dae1, acadia14projects_339av, acadia14projects_453j, 1bf1, c983, 72, sigradi2013_77j, 59f7, 714c, acadia16_62n4, 1e9e, a284, df57, fc44, c674, b9af, 5ba7, caadria2017_086f25, 1e3b, 428d, bab1, 983b, a58e, 8320, 5ecc, f549, bef4, f2ca, 677f, 3f19, 9b05, 456f, 51bd, 2693, b7d4, caadria2016_683m29, fb57, 6246, ecaade2015_11i1, 3038, ascaad2016_058d23, ad8e, 8ed4, afb0, 39f7, eb84, 3b55, f9d8, b504, 6cde, 8ebc, 5303, acadia15_203f8, a14c, ascaad2016_059j23, 2bc3, c3bd, sigradi2016_595ff, 1551, c9f6, 6437, 3f93, acadia14projects_281u, cf67, e9ac, sigradi2015_8.289b15, d208, 4019, af35, 9092, bf97, 711f, ecaade2016_208r53, 42dc, 445d, 1775, 3a57, 44d1, 5c79, b09e, ecaade2016_129v35, b365, 2430, 7cc7, sigradi2014_045b4, 4434, b54c, cced, 38d3, d809, ab43, caadria2015_090b15, 9da2, ecaade2016_241h64, ecaade2014_239a62, 4d82, 7f78, 4c2d, ee5f, ac55, 6fc9, 58f8, sigradi2013_111, cae6, 01e6, 5d58, 5d02, 2de5, 67f9, f34f, 6510, 0a71, fa00, ijac201513102n2, 8f55, 8c59, 30f5, 60ac, 7d50, 10c0, 764b, 4698, 4cee, 69c5, fce9, 8f95, a995, 2fc5, 891e, 4183, 198b, 7740, 5be9, 9c37, 3822, ecaade2016_067u16, 5777, 8fc8, caadria2017_113e30, 219c, ce15, d0a2, 4e11, 46c6, fe80, 665c, 4da9, caadria2016_281j12, ab08, d8bf, 622a, ecaade2015_176z37, cfcb, 9f27, 676c, fc35, ecaade2016_048s13, sigradi2014_222k8, sigradi2016_777ee, 3b1b, e92e, acadia14_565o, 6233, 29b7, ecaade2016_210d54, 8114, d74d, sigradi2014_313r5, caadria2016_539y22, ecaade2014_191u48, 21f9, f177, 17c1, ecaade2016_152t41, abf6, e6c3, 85f8, caadria2017_175c43, 8a9e, 081c, 8d86, e3f9, 88da, ijac201513203t6, 717c, 55d0, dec9, 0e3e, 8c7a, e8f2, 4a35, 6596, 26fe, 8205, sigradi2013_386z, f180, 271b, 3cd7, 02a2, ijac201412401p3, 9daa, ecaade2015_92l18, e14d, caadria2016_497c21, b17b, cd31, 2b3f, 097d, a19b, 69e9, ecaade2015_248k56, caadria2016_457e19, ae94, 5dd7, 11d1, 27eb, 3ae6, ecaade2016_037a10, acadia15_243f10, 2f33, 8322, a7e6, 4aff, b0e6, bb4a, 0afc, acadia14projects_43ai, 7027, 002c, 317b, f453, 14f2, 5fda, 755d, 849e, 02d6, 2806, 06e8, ecaade2014_052x12, 3d56, b7c0, acadia14_267p, 526f, sigradi2016_792l, 2dc4, caadria2015_137o22, 2c62, b801, 0664, 51fb, ecaade2016_118a32, 00d0, 2465, a816, 9e79, e3cd, ijac201614305e3, d265, ca01, 203b, af59, 0ce6, acadia14projects_117g, cb15, sigradi2014_313c6, e7e3, 01bd, 01c4, acadia14projects_671v, caadria2017_113m29, f516, 3526, 2bfe, ed14, 7c5e, bb6e, 704c, 1bb6, 014b, 861b, 7aca, e8f5, 084a, 0032, 9b34, 757e, 30db, cc5b, d230, bfd3, 8cc9, 4d4f, ecaade2016_217l56, 383e, f944, fd55, 5fde, acadia14_23av, ecaade2014_055x13, 46ea, ecaade2015_169w34, 3774, 7df4, 8e6c, ascaad2014_026h7, e0b1, ecaade2015_35r6, 52ff, 2f52, 7270, 3837, 763c, 8c04, ee53, 97c8, 1698, ecaade2016_210a54, afa2, 4ad2, sigradi2014_074n6, 19af, ecaade2015_233a53, c444, acadia14projects_357b, b106, 7b82, ecaade2014_011b2, 20b2, 571d, 9dd3, 445e, 1560, 046e, b5f2, 18ad, caadria2016_569c24, ecaade2015_206a46, a4e4, 9c12, dd4f, ijac201513303u11, 1c01, 7c88, 5ae3, be9a, bf82, c0d7, 96e4, 4f87, 4d6d, 01b3, b097, 2f34, 557d, e5d8, 5888, e508, 1071, 1886, acadia15_483x20, 140c, d58c, ee39, 8e8f, sigradi2016_430n, ijac201513105m4, e0df, ba6e, a526, 361f, 4be5, 78f5, 578f, 39b1, 951d, 8eea, 519a, 14c0, 8aa5, acadia14projects_189ay, 0610, 4663, 1142, 327e, 4e37, 2488, 3844, 9c47, 59dc, a6c6, b427, ecaade2015_170u35, c9de, 35cb, caadria2016_819z34, 009f, a6af, c21e, f5f2, 16a5, sigradi2016_752tt, ecaade2016_046r12, aab1, 30c4, 0edf, 4888, 59c7, 8a20, d5f2, ecaade2013r_002e2, ascaad2016_004g2, beab, f2a9, c0c5, 725b, c111, 6fe4, 6d5a, f15f, ijac201614208z13, 21d7, d92c, 64ab, baad, 8396, 0d08, 01ac, 5791, 24cf, c91c, ijac201614403c2, e5e4, b594, f557, c37c, fc05, 0ef2, 107a, 0911, 4502, a9ec, ecaade2014_060x14, eb66, a6a3, 0dd5, ijac201614102a2, da1f, 2c67, 37b8, fcac, db57, 2be7, 41c8, 2003, caadria2015_139s22, caadria2017_074e23, cfbb, ascaad2014_007x3, a11f, caadria2017_062x20, ecaade2015_222c49, 6dbd, f614, d43a, ascaad2014_013t6, a94f, 9bc6, caadria2017_018a8, 98fc, ecaade2015_318n69, 0bbe, b920, e9ce, eb63, 5bbf, d384, c298, 59bd, 7e04, 79f3, c662, be83, ecaade2015_84y16, 0183, acadia15_263d11, 2ad2, 4f5e, 0fd2, sigradi2014_201i7, 696f, 8bdb, sigradi2016_710aa, b0e1, 177d, 1156, 885a, 9d31, 5977, 59a4, ijac201513102j2, 8135, ed31, 02cb, ecaade2016_130p36, 8070, 1780, 819e, d941, 06da, 93a7, 0b27, 78ab, sigradi2016_360w, edd1, ecaade2016_130h36, b430, ecaade2016_120l33, d6e0, ascaad2016_016t6, c129, ee58, d15f, 55bd, 9f99, 31f2, 5f30, ecaade2015_194s40, cf2f, caadria2015_111h17, 6c65, 396e, 8cb2, 9eed, sigradi2014_114o9, acadia16_470b27, c204, ijac201412403a6, 5600, 010a, cce2, f3f1, ddbf, 1854, d100, ecaade2016_021u5, 0b16, sigradi2015_8.239a14, 4cfc, 64cc, c877, acadia16_362v22, c9e3, 450d, ecaade2015_22r4, 4c84, 3938, sigradi2016_817j, f3be, ecaade2014_024t7, 4880, 7802, c00a, 2c3c, acadia14projects_111m, ecaade2016_223j58, e81d, b837, 2e3f, d9c4, 014a, f34c, 5a58, b938, e6d1, ijac201614208x13, acadia16_224d15, 3312, 81fc, 7e59, 8c23, 0e23, f175, ascaad2014_017r9, 0a6c, b64a, 28da, 1989, d938, ijac201614405n3, ecaade2014_163i40, 66fa, d0bc, ijac201614202b8, 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