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 ecaade2013_011
authors Dritsas, Stylianos; Kalvo, Raul and Sevtsuk, Andres
year 2013
title Packing Optimization for Digital Fabrication
source Stouffs, Rudi and Sariyildiz, Sevil (eds.), Computation and Performance Proceedings of the 31st eCAADe Conference Volume 1, Faculty of Architecture, Delft University of Technology, Delft, The Netherlands, 18-20 September 2013, pp. 655-664
wos WOS:000340635300068
summary We present a design-computation method of design-to-production automation and optimization in digital fabrication; an algorithmic process minimizing material use, reducing fabrication time and improving production costs of complex architectural form. Our system compacts structural elements of variable dimensions within fixed-size sheets of stock material, revisiting a classical challenge known as the two-dimensional bin-packing problem. We demonstrate improvements in performance using our heuristic metric, an approach with potential for a wider range of architectural and engineering design-built digital fabrication applications, and discuss the challenges of constructing free-form design efficiently using operational research methodologies.
keywords Design computation; digital fabrication; automation; optimization.
series eCAADe
email dritsas@sutd.edu.sg
full text file.pdf (3,700,041 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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ecaade2015_241x54, 45d4, cde3, 3015, ecaade2016_071a19, d0e8, 1fa6, 4455, ed42, b7e4, cec5, 9f4a, 1cf2, 2c5c, sigradi2015_11.196h26, c45a, 155d, 44b3, acadia14_627ay, ecaade2014_057h14, 285e, 8cb8, f7bd, 8916, dc3e, d692, sigradi2014_293a5, caadria2017_175d43, ecaade2014_239a62, 7cda, 895a, caadria2015_218r33, f5c6, 9f33, 210f, bcc3, 85ea, 9ab0, dc08, 420a, bcb2, ee37, 4168, 242a, 7081, 6843, cfde, acadia14_435az, 7fa7, 3962, caadria2015_090d15, cac6, cd97, acadia15_47d1, 5907, a095, ijac201614407r4, e82e, fbba, ecaade2016_021a6, de72, 3330, 21e8, acadia15_323c13, 9627, ab59, 5a24, a7a4, b77c, 3234, 143a, 65ad, 5c0d, e99b, ecaade2016_007k2, 769c, 5d83, 084d, d64d, 99b6, 5b99, 0c64, 32d4, ab1f, 8297, 0b25, dcc4, fd52, 7a6e, 4d25, d410, dda8, 9652, 5242, 0182, a99d, acadia14_427an, 6653, 1432, afaa, 01cb, caadria2015_081b12, fa3e, 1846, 9078, fc12, 822a, 94f5, 4afb, 27e5, 6cd9, acadia14projects_291ar, ecaade2013r_002h2, 003b, eb3e, sigradi2013_243s, f285, f17b, 973b, caadria2016_611h26, 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db9e, sigradi2015_6.387v9, ecaade2016_224d60, 7c93, 1ca0, 114c, bece, ff49, 5a21, 2dbc, a9b8, ecaade2016_075c22, 2d40, 2d04, e28d, 4970, ecea, 0fee, 4267, sigradi2014_281e3, b4ff, ascaad2014_018v1, 86bb, 381e, 1cce, 608c, 1f1e, 8f76, 447f, d162, 802f, 2653, f06e, 6e50, f306, 8516, 2b27, 2d27, 9bba, 050a, 4b82, cde5, 8691, 403d, b633, 206c, 6239, c593, c109, 9dd2, d091, acadia15_284p11, 0ddb, 71b0, ecaade2016_191f51, 48fb, ecaade2016_070o18, ea26, fab4, 3ae6, 4a37, 8225, e523, db2d, e3a0, ascaad2016_022m9, 7bde, 420d, caadria2016_861d37, c9a9, 884b, 1642, 8f75, a358, 9d74, 288e, 49ba, df82, bf3a, ef89, b073, ab92, acadia15_110g4, daca, ecaade2015_115w22, d024, 40cf, df55, b383, 6039, 1a4f, 83cc, 438b, e0ed, 821d, 305c, 953f, c35f, ijac201412306c3, 25ee, a545, caadria2016_373j16, f0d2, d18c, 3733, d9da, e655, sigradi2015_10.267u20, 4898, 8ce4, b8a7, 7b17, ecaade2014_128s28, f87a, acadia14_531x, 8da0, df87, ecaade2015_229i51, db01, aad1, 34d2, 41f9, 37f6, daf5, sigradi2015_3.65y2, 0be8, 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cb10, sigradi2013_117, 4960, d834, 7a88, 26d0, acadia14projects_23aa, a86c, sigradi2014_239a9, ijac201412405c9, 422f, ed7c, 4429, 13dd, ca75, 94a4, eb95, 3f2e, a8fe, 5f6b, a954, 4a32, af6a, sigradi2015_3.111f3, 32e8, 316b, 8984, 635c, ce8f, ijac201412403g6, 6ad2, 0326, 0ca7, a0e9, caadria2017_016p6, 413e, caadria2017_057d20, a6fc, 5be5, 28d9, be8a, sigradi2013_41d, d4a9, 1696, 0cc1, caadria2017_043c14, a50a, caadria2015_237o35, a639, cf91, ecaade2015_143i30, 76eb, d68f, 3749, 20c6, ad75, b2a4, fd4e, 0e52, 748c, b7c9, ecaade2015_61n12, a606, 28d1, 82d5, acadia14projects_145x, 9ce8, sigradi2013_289n, ecaade2015_286d63, 5668, 0088, a49a, 3b62, 388b, acadia14projects_219av, caadria2017_096k26, 828f, 7dc5, 020e, acadia14_463l, eae9, 4e53, ff74, b231, be7d, ascaad2014_033x9, 9b44, ecaade2014_016c4, 58ff, 15c8, 41a2, acadia14projects_43ag, cef9, 26e6, 337f, ecd8, 8001, 4bd9, 0c16, 9433, 11f5, 99bc, 3bea, 716b, baad, ccdf, ecaade2014_149a35, a200, 8402, 00de, 320c, bd1c, b12e, 2a8d, 51ac, 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sigradi2015_sp_8.284o30, fd33, 5bc4, bdbf, a439, d9c7, 247f, 609c, 2d08, b743, c54f, b8e3, 1465, d316, acadia15_161j6, bdbd, b3b4, 728d, b24d, 6a2d, b0b0, 7269, 741a, 66d6, a3ee, f468, f6f1, 75f5, 369e, 8d8a, f42e, 5b45, 57e5, 9ef2, acadia14_719e, c2e7, fbe0, 4e89, 2308, 6820, 8066, ecaade2016_032p8, a094, a444, 5c26, b65d, ecaade2015_138k29, e207, 1b43, c60e, 045f, sigradi2014_140p2, d6fb, ecaade2014_072g18, sigradi2015_10.309k22, 3b4b, 8240, caadria2016_197k9, ecaade2016_113b31, 2111, fa10, 0dfd, a2ce, 324b, 97ec, 1bf5, 7760, acadia14projects_479h, 48fd, fb85, c457, 61e3, 4dfb, ijac201513206c9, 4f2f, dc5d, ecaade2016_167v47, 8185, 4726, 34a3, 9352, f523, ccf0, a097, eacc, f0f9, 814a, c2ea, caadria2015_130o21, c3b5, sigradi2015_8.186i13, acadia14projects_199aj, 460d, caadria2017_095d26, ecaade2016_084j24, acadia15_417a18, 74f3, 8ffb, 8085, d020, f639, 4c5a, 5938, ec11, ecaade2013r_019b10, ijac201412304p1, ecaade2014_057n14, f9d5, 1dd6, 22f3, ecaade2015_196w41, 05e2, 3bf2, 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1b82, 0c48, 8ef8, bc34, acadia14projects_281u, bba5, 3fce, 5442, 4ec7, fe42, e020, 051e, f5da, 1440, 361c, 33a7, 6ce7, 5882, ef73, 93a5, ecaade2016_136j38, addb, fe38, ecaade2015_293d64, e896, e1db, d39f, acadia16_280k17, 0dee, cdca, 8a30, 2817, f182, 0011, f8ba, 86d6, 26da, 6534, 7d01, c9c0, 556a, d36c, ecaade2016_132i37, 21d7, ecaade2015_118a24, 81a0, 2e9b, ead7, 30cc, 1b1b, f16d, 15d2, 723e, 9193, bc1f, 195f, sigradi2013_267, b44f, 0d34, a63a, ecaade2014_149h35, 99c8, f01e, 5b11, d296, 6c1c, ac49, bcab, f025, ed60, 3981, 3e8f, 859e, 0962, acadia14projects_257aa, 9257, ee82, 057b, ffc8, dd27, a01c, ascaad2014_007c4, 7077, 1d4f, fe29, 0544, 6a88, ecaade2016_132g37, 415a, 6289, acadia14_23au, ed41, sigradi2015_6.387g9, 4bb8, sigradi2013_222i, adde, f292, cb3e, 3c33, 67e2, 665b, 925c, 8fbc, ecaade2016_074s21, aad6, e56b, 56a2, caadria2015_096j15, cb33, ijac201614208y13, caadria2015_023x3, acadia16_78v5, ecaade2014_144y32, cc65, acadia14_267l, afb8, 708e, 0a52, 6d5f, 681c, 9ac1, e5d4, 17eb, 92fe, 8e12, c085, 656f, caadria2017_074h23, d82a, acadia14_445ab, 68bb, caadria2017_015j5, dc6d, ecaade2015_293c64, 1e32, 4369, acadia14_579aw, b6e5, 15b0, fefb, a384, 8f2e, a323, ef3d, eb73, 8d17, ecaade2014_029a8, 4452, bacd, 05cf, sigradi2014_263k1, 56f2, f262, a8e0, 9814, 2d0c, 90db, 7768, cd2f, ecaade2015_144a31, b521, 00e2, a4cc, ddbe, b0a5, 30cf, 8ffe, 8eaf, ecaade2014_149g34, sigradi2013_32n, ecaade2015_169y34, cc76, 32fa, 9448, caadria2015_172h26, 2f5e, 79ef, sigradi2015_10.262k20, 4a3a, 244a, 53c8, acadia14_339ai, 25d3, ecaade2015_64j13, be5e, ecaade2014_133w29, 630e, 530b, fb3d, d356, fee5, 1077, acadia16_244m15, 0eaa, 0607, 0eb2, 3922, 8e6b, caadria2016_105b5, d09c, a870, 1cb5, acadia14_199ar, fc9f, b306, 2cf3, 10e6, cda1, 5f43, 470f, acadia14_463aw, d788, f3f2, 5bc5, 4670, 6390, d754, e88e, 1f57, 0fd6, 4f0d, f195, ijac201513102f2, 023b, c216, 3311, 66df, ecaade2015_227g50, 7094, caadria2015_081v11, ecaade2016_098e27, 5be2, e6ae, 45a4, bef9, b67d, 7179, e37b, 3038, bb05, 1eec, d84c, dd88, 126b, 0121, cd0e, sigradi2015_10.74o18, 515d, 33a6, 29ab, 5235, 1bf9, 8f27, ab7f, f9e0, 46a8, ecaade2014_011g2, 3f68, eb5b, caadria2016_569d24, 5e7e, ecaade2014_168r41, 5d87, 0e02, ecaade2013r_012n7, 2147, ecaade2015_301r65, ascaad2016_022a9, c56d, ef2b, fe3b, acadia14projects_479ax, caadria2015_078g11, 9c0b, 54d7, 8642, ijac201412405e9, bc15, 6c64, ecaade2016_190o50, 00f5, 74c3, 6ffd, 79de, ab2b, 0a16, 67aa, 5064, 761f, 2840, 1ffb, 1932, 088b, 4d23, 3522, a047, a3e7, 7912, caadria2017_028a10, 4042, 095e, 79f1, 67fe, bc9e, ecaade2015_164s34, caadria2017_051l16, 2e52, 87c7, fa96, 56b8, 18a9, d4a5, 3f93, 0982, 40ac, aa43, e8b6, f4c9, caadria2017_190a46, caadria2016_055p3, fb7e, 8bc1, 6591, ecaade2015_227e50, sigradi2015_10.138a19, 47ba, ecaade2015_138w28, 3a8d, 644d, 66e7, sigradi2013_98z, 232d, 3d60, 3336, b4af, acadia14projects_177s, c247, 9e4c, 9967, sigradi2013_327s, acadia14_453k, 0e5a, fcef, a620, 503e, e8f7, 259d, 5dda, be11, caadria2017_028z9, b905, 895e, 4fcf, ffa4, 021e, 9362, 2bf1, e4ad, 2944, 9620, 6c75, a7e5, 5656, 4624, bb51, 043d, 887f, 6671, acadia14_565ai, ae70, dee0, 8247, caadria2015_087t13, 0193, 6232, 58fe, f2c4, ijac201513206r9, ascaad2016_004o2, c1bf, f2f9, 3a0c, 8f3f, c9ad, 6f9d, 1320, fe10, f8fa, d3a4, c071, 7c69, bcf8, 6ff0, fa80, sigradi2015_1.288b1, ddc9, 2981, 7adc, acadia16_318i19, ascaad2014_013b7, caadria2016_343k15, 9c9e, 3f02, aefa, 285b, 3f61, e515, caadria2017_021f8, ecaade2015_103m20, b5c3, 9156, aafd, 874e, 384a, 82ed, ijac201412403b7, baa9, 935f, ec45, df79, caadria2016_249l11, sigradi2014_015e1, 30f8, ecaade2015_225j49, 7eaf, b6bb, cdd2, 900b, 9a9d, af00, e5d8, fdf9, 8b06, 9837, sigradi2014_137l2, 1e07, fbca, ecaade2015_250i57, 89e0, ecaade2015_119f24, ascaad2016_021l8, e023, sigradi2013_205i, 554c, dcde, caadria2016_415y17, 018b, caadria2016_725g31, 94d9, caadria2015_208s30, a42d, acadia14projects_43y, a221, sigradi2015_7.203f10, fc18, acadia15_161m6, dbe7, e2f4, 87a9, 9e23, 96ad, bc6b, 800c, cb75, 1965, 101d, 41b7, 1d80, sigradi2013_414z, acadia15_343d15, 729c, c94b, 4008, c3f5, 4492, acadia14projects_153av, ecaade2016_185g50, 5ab9, 37b1, 1f55, 1f7d, ijac201412304i1, 5550, 5679, 317b, 90fe, d564, ce2e, acadia16_62o4, 6c33, d494, 431c, 0279, 6df9, d447, fc3f, acadia14_125ac, ijac201412404v7, af68, 7c30, ecaade2015_246w55, dc71, sigradi2014_015a1, abf7, 6056, acadia14projects_699k, 3ea0, 90b4, f4f3, acadia14projects_75e, 33ea, 13ec, 2163, 9322, 8bc0, acadia14projects_63ao, sigradi2013_100g, f08b, 310b, 20c4, 49af, 4e09, 6e26, acadia16_214f14, 35dd, sigradi2013_10, a901, caadria2017_048n15, 2fb2, sigradi2014_074c6, 929e, 1bc5, 0265, ijac201614208c14, db21, 4bfb, 1f98, 9808, 1e18, 5148, 1df1, de88, 511b, acadia15_263t10, ascaad2016_003v1, ab7d, 7360, 2620, ijac201412404o7, cd43, f599, cc8d, acadia14_339y, c6ff, e1f7, sigradi2015_8.264e14, 6450, 23ca, d829, 4ab8, ecaade2015_285c62, 4c64, 90ef, e48a, 8d9a, 2b33, 1de5, c586, 27c7, f7d6, 5446, d5ff, caadria2017_163s40, cec7, 9f7d, 3aca, 0944, 0a89, 240c, c5b2, 73c8, 940e, ecaade2016_108a30, 7c12, 2b58, dfa9, a30a, d219, 7b29, 4326, 516a, d57a, sigradi2015_10.307d21, ab5d, b421, 1caa, 750a, d8ee, c72c, 9afc, 4cfb, 5bc6, 7bf5, ecaade2016_158k43, acadia16_196f13, f4ad, 867a, b019, 648e, bc7a, ijac201614207t11, b5af, 8857, 16ab, 1bf0, 5c95, 7383, ecaade2015_314d68, caadria2017_085w24, ecaade2015_200g43, 3630, 8043, ascaad2016_017e7, caadria2017_016e6, 5ac4, e173, 0e58, f601, 4b55, 3679, d4c4, d852, c8ba, 8ede, ecaade2014_218v55, fedf, acadia16_154l11, acadia14projects_627an, sigradi2013_414e, ascaad2016_009o4, 9d2b, ecaade2016_098z26, 7502, sigradi2014_049m5, 8502, 6e05, 7196, 576c, sigradi2014_037z2, 778f, c1a9, ecaade2015_116g23, ecaade2014_123f28, ecdc, caadria2017_028b10, c9a1, acadia16_478f28, acadia14projects_445ag, b388, eb05, f15c, 3642, dd5d, c53e, cd61, acadia16_488y28, 2caf, 849a, b250, ecaade2013r_011c7, 2480, 3757, 17fe, ecaade2014_232u59, cc3b, 3832, 68dd, 2f3b, 37ca, db3d, 1517, e6b9, e225, ecaade2014_162t39, 0e0b, 3ead, 38b5, bd57, acadia14projects_435ae, ecaade2015_314l68, 29b7, ijac201513306g13, ecaade2015_333e72, 313c, ff24, 4edf, acadia14projects_671n, e893, 942d, 121e, ddba, 0514, 614b, c223, ascaad2016_016v6, bca9, 230b, be98, ijac201412303v7, 8f77, 8fb4, f089, 6f8e, 47a7, fb3c, e967, f3db, d658, d9a7, 2aa3, 306e, 03b2, dfd9, ecaade2015_171a36, 52fe, a265, 9611, e6c3, caadria2016_703n30, 415d, ecaade2014_072n18, ecaade2015_273k60, a6ef, acadia14projects_661a, fece, 17d5, 9ad2, 6578, 8eb9, 8759, f06c, 21c5, a5e1, ecaade2015_233i53, 9cf9, 6905, ijac201513101e1, 3a5d, ecaade2016_065a16, 7a57, 2bea, 848d, 16e0, 6927, 5463, 9833, 6121, dfce, 82f4, 3701, 4b00, f2bd, cea6, 54f7, c2c7, 4e28, acadia16_344e21, adbb, 7ee2, 89b3, 0d50, 1174, acadia14_101w, b8f2, 5b40, ascaad2014_008o4, 188a, 4776, 8321, 8721, d7d1, caadria2016_611x25, ecaade2015_222e49, 2693, 1214, 48ce, ec0f, c09e, 58e3, a9ea, 3ae2, 90f3, 8c88, caadria2016_529k22, acadia14_117h, eb14, c30f, 156d, 970b, 0758, 408c, 78f3, 9f24, 8e96, 9ce6, acadia14projects_229i, a4f5, 252a, 04f4, ijac201614405f3, 76c8, b33b, 90c4, ce3e, cd29, 6010, ca91, 832b, acadia14projects_63af, caadria2016_177u7, 70a6, 071b, 9944, 8312, 4583, ascaad2016_028l11, f86c, 93e2, 9aaa, ecaade2013r_013a8, 8c9f, 23e1, 4fb6, f774, 460e, ad1e, ed17, ijac201412408o1, 7402, efe1, 4022, d8f7, caadria2017_118z30, 3e6d, 3d27, ca23, b747, cde6, 8ce6, 63b7, ecaade2015_122l24, 9c98, d61c, 53b4, 70bd, acadia14projects_311u, 2a41, 338a, 3621, 1b8a, dbb0, a783, 04b4, fba4, 67d1, ad9f, acadia14_101as, acadia14projects_145u, 4a52, 328a, 6586, 3ad5, 3a39, ecaade2014_121v27, d203, 1cd3, 654e, acadia14_463d, feb2, a1c0, 5c1a, 26a6, b8ab, 684a, 26c0, caadria2016_115l5, 52ed, 8818, ascaad2016_023s9, b8d0, 64eb, 8012, 5966, 2254, 6ae8, d5ad, ae07, sigradi2013_347u, caadria2017_023i9, sigradi2013_267d, 92ed, 2d44, 067a, dfc1, 5629, ascaad2014_014t7, acadia16_184o12, 1bbb, 728f, 7c86, 360d, ascaad2016_007r3, sigradi2015_11.166w25, b0d0, a012, sigradi2015_8.27m10, 7258, bfab, 264d, a6e9, 4086, a3da, 1296, 4e47, ecaade2015_169a35, a970, cd8d, ceaf, b3d5, ascaad2014_014o8, acadia14projects_301a, sigradi2015_10.144z19, 9830, 08bc, ecaade2016_140z39, 67fd, sigradi2013_401s, cdc2, 48b7, 2d5a, 5d97, dd6e, 99d8, 2872, ecaade2016_162z44, 99fa, 91a7, dfcf, e5a9, b19b, e868, ecaade2015_209v46, 24cf, 411d, 5cc6, 809f, 407a, ecaade2016_067t16, acadia15_311h12, 184d, d474, 845f, 83bc, 13ce, daf4, ijac201513302g10, 8ed6, bc00, 9b86, 4f6d, 8a3d, 086b, 0069, 8a10, 523f, b7f7, f6b2, ecaade2014_053n13, fd59, ascaad2016_045f19, sigradi2015_10.140g19, ecaade2015_94c19, ecaade2015_304c67, c5fd, 193e, 7ec2, 98a3, 6fd2, 7748, 488c, 73b2, 4f6a, 99dc, 0b7f, e9cf, ca31, 0406, 2d23, acadia14_153ay, ab74, 7235, 0015, f4bd, 44ee, 93ea, 4d8a, acadia16_12p1, 93bb, b500, acadia14_619w, 6b5e, ecaade2013r_017z8, 9d60, cd32, c8c6, ijac201412203g2, 5bb5, 1185, 3d7c, fe50, 889f, 696d, 8892, 84f1, ijac201513203e7, fa0a, a87e, 90d4, 5768, d9e2, 85d1, 3d22, 23c8, a644, 36ef, 9407, b51e, 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e852, ecaade2015_180d39, b14d, acadia16_470p27, 2fdd, 21d2, 8539, ecaade2015_280w60, 3613, 2a81, 3ff6, 9ad6, 5576, a601, acadia14projects_671v, cfb0, f867, 4648, 9bcb, 1bc8, 9178, acadia14_699c, 1060, 7bf7, 4612, 3acb, 85f7, 47c7, acadia16_8b1, d332, f2f1, ecaade2015_55r10, 7e3b, 30df, ecaade2013r_009u5, 9b8b, 650f, ijac201614208m13, 9330, 58f7, 61da, 388f, f8a5, 2d69, 28e8, acadia14_177o, 070b, 945d, caadria2016_477v19, 75d8, cadc, 22e2, fdaf, c43d, bbb9, 2971, d18d, b807, 7895, 2a12, 914e, 9e97, acadia14_267h, 3606, b520, bd11, 9f54, ascaad2016_038g15, 5546, sigradi2013_364u, 7a5b, a43d, 58d9, 03e6, d309, 902c, e9fe, d3f0, 131d, sigradi2015_10.309x21, 1a6b, 1cac, b75d, 0bd6, 5d3d, sigradi2015_sp_2.112h29, 5b75, 04b3, d641, caadria2016_259s11, e797, 9ebc, 3d1e, 5e45, e26e, e190, 10e4, 8bc3, ecaade2013r_007e5, c9b3, caadria2016_601r25, sigradi2013_345m, 3e76, caadria2017_018v7, 6f3b, c14c, 8585, 7841, ca52, 9143, 8f9e, ecaade2014_237t60, 4340, 724b, d97e, cb42, b975, 64db, bc13, d4b3, 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2ddc, ace7, a76f, 8bae, 410e, 8099, 7b74, 43ba, 4640, bb76, ecaade2016_234z62, sigradi2014_132i1, adb7, 33a1, caadria2017_056a19, bd36, 48ca, 27a1, 92c1, 81a4, a2da, c5fa, dec3, ecaade2015_202c44, bc6a, e8ae, cf5f, fa32, c621, a194, 1027, cbad, e7ce, 4f9b, 747b, 980d, 2d24, ecaade2016_163y45, 56ce, 6682, e72b, 3f0a, c8d3, 497f, eb67, 7a2a, 12f4, 9267, 7dba, e57e, 7b5e, 1cbf, 8f34, sigradi2015_8.264j14, a388, ceca, 19d0, a91d, a57c, d1a3, f84e, ed7d, ijac201614202c8, e3db, ac7f, 170a, f276, a580, 8a89, 491b, 068a, 4818, c8aa, 05a6, cef1, c951, 4307, ijac201614208r13, 57f1, 1626, b00e, ijac201412408j2, 02b1, 1ada, acadia14_627h, a02c, 5455, d6f5, 9b6a, 97e1, 1674, feea, ba51, d303, 0ff6, b054, 0d99, ed67, ca4f, d9f3, e3d5, 2f47, ecaade2014_180y44, bce3, 71db, ascaad2016_025l10, 2cb8, c4fd, 3179, 48e9, ecaade2014_155v37, 64bc, 7df6, 672d, 532d, 9fd1, 0bcc, 0e88, 1096, ecaade2015_217y47, 4059, 6dbd, bf5b, e95f, 4f3a, caadria2015_126s20, 581a, 9136, afd9, e0d1, 1883, 17b3, 7908, 5b68, 2066, 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ecaade2013r_013y7, 5e47, 5c66, c3b8, 4af1, 3131, 0caf, 35a2, aa60, befe, 96d3, sigradi2013_54l, 1a3d, 7135, b1c8, ac46, 82a2, 224d, d43b, 0eda, sigradi2015_11.142h25, acadia14projects_115ai, 0c4d, 40a5, ecaade2014_239l61, a596, 58ef, ecaade2016_067u16, ae93, 1a2e, 6834, 6bc6, 1a8d, d06b, a850, caadria2017_174n42, acadia14projects_389f, c06e, 84ad, sigradi2015_2.162p1, 3826, 16d6, ecaade2015_319f70, ijac201412303l8, f59c, b5e2, 1648, 475f, ecaade2013r_012r7, e4a3, ecaade2015_241j55, c75c, acadia14_453g, 542f, caadria2017_132k35, ba40, ecaade2016_230d62, 241e, 8531, 8bf9, 2c18, ee11, 9da8, a58d, 2313, ijac201614307i4, 27e6, 9774, ecaade2014_153n37, a37c, e5fc, 32f7, b825, 9a51, 7dfd, 38a6, ijac201513105o4, b5a4, 18b5, 3aff, 968f, a0c5, 35c2, c4ff, d377, 374d, sigradi2014_345c9, sigradi2015_8.289w14, acadia14projects_609ad, 7854, sigradi2014_032j2, 23be, b8ee, 6631, 9d0b, a187, 0afd, da29, acadia16_344p21, c9ff, a75a, caadria2016_291t12, 4533, d0d3, ccc8, b63a, 8465, 65ed, 68b1, fe0e, 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ascaad2016_048k20, b709, 4014, ecaade2016_208z53, 208c, d933, b3cc, 5653, 65f9, 47b5, 931e, eee5, 5ac6, caadria2015_066c8, 92f1, be15, acadia14projects_33am, d371, 4e08, 11f0, cb53, 625d, 7aa2, 4efb, 3f2b, caadria2015_077z10, b0c3, 5f4e, 51e7, 4026, cfcb, 2222, 641f, fedb, 3e33, cd01, 8770, ijac201513204t7, 2c70, 144d, 81e1, 2d67, 4ff0, 8a86, 4af7, 7588, c1b1, 013f, a46d, 0793, 3251, 6582, 64b3, 4691, a602, 2e46, e22d, bbca, 8bd3, 372a, 97e4, 0ae2, d4dc, f00a, e363, 0eb5, 3175, ee9d, 535b, d0a9, sigradi2013_294s, a08e, 474f, 64fe, 22aa, c4ee, aacd, 8abf, fc44, e377, 0d16, ecaade2015_333c72, 6cbd, 2f94, c390, 1f96, e672, 141c, 9527, 81e9, d806, a284, 27b1, ecaade2015_152z31, f6a8, acadia14_691az, 327d, 03fb, 9ef9, ecaade2016_129b36, acadia14projects_347av, 7116, 68c0, 702b, 3c67, bec5, 7b06, 7e86, caadria2017_094y25, ijac201412304s1, 9df2, 5dc1, b725, c3ae, df7e, f8a0, ecaade2016_084h24, 80dd, 6782, 2694, 4ebd, 8a67, 9fa3, fce1, ascaad2014_016h9, ca03, dac4, 0129, 626c, 8da6, caadria2015_185i27, 445c, fb27, f589, b9eb, caadria2015_114x17, b3ff, ecaade2015_138a28, e4c4, db06, d583, ascaad2016_045z18, ecaade2014_011j2, b1db, dd19, c384, 73cf, 3cce, 2736, d981, 623d, b07d, 3ee1, ijac201412403o6, 108d, b9cc, fffd, caadria2015_081f12, 989c, d226, e7da, 7df8, d104, e2d8, ecaade2016_123w33, 3bac, 3cc7, cff4, b3d2, ecaade2016_193n51, ecaade2014_079v18, a614, caadria2016_881a38, 1d4a, 2b49, cc45, 0fa6, 62a7, c1df, 1fd9, acadia14projects_153as, acadia15_123p4, 1362, a5b7, sigradi2013_138u, ecaade2016_222s57, caadria2017_109w28, acadia14_473ak, ecaade2015_136o26, caadria2015_109d17, acadia16_72c5, 01d7, 004d, 3110, e6ab, eb36, dd43, acadia14_53t, 2677, a08c, b871, 8fdc, acadia14projects_281x, d0a2, 80c4, 5a67, a0a4, 2cf7, caadria2015_126y20, 51fe, ijac201412206c5, 71b5, 4183, caadria2016_229y10, d384, sigradi2014_239w8, 2bcc, 7a5e, 6f4c, 032a, 3605, 5b44, ijac201412205k4, 56f0, 5d50, abd8, 1e0b, sigradi2014_015c1, acadia14projects_145ak, db54, 1ba3, ba5e, 2c66, 9c40, 7eae, 65bc, a257, db91, b13d, 5c4c, ecaade2015_55g10, f666, 5f9f, ascaad2016_022t8, sigradi2013_155, ecaade2014_046t11, sigradi2014_252s9, d4f3, c8ec, 51c1, 8064, ijac201513205o8, de66, aa39, a9b0, ad12, 5bf5, 15c9, caadria2017_122b32, 60b7, 7c65, ascaad2016_008d4, 00c8, a39c, 9900, acadia16_224t14, caadria2017_054d18, 1ac7, 479a, 4802, 012a, 9115, 3fe3, 84c4, c224, 92a6, 32eb, b3c6, 4403, acadia16_224o14, 1d97, b1ed, 3de3, 866d, a4c6, f35a, 5981, 2b76, ijac201412303w7, f134, 2b59, c319, 638b, 8d90, 759e, 5816, 2b40, 5509, sigradi2014_036v2, ecaade2015_196l42, afac, f914, b5f2, c08f, 978a, cfd0, 6e55, 2722, 3b50, 0841, 9a4f, eee2, ijac201412401y3, f584, 730e, 4fbc, 1772, 7048, c1cb, dc13, d073, 6c8f, 1b21, 03d9, caadria2015_012g2, 873c, caadria2017_145f38, 4147, 5c06, acadia16_478c28, 4f7d, caadria2016_023s2, 1d5a, ecaade2014_130y28, df2d, ecaade2013r_001t1, 118b, a071, 1f9f, 56d2, 8e55, 824a, e05d, 8f55, b573, dbb2, caadria2016_621a27, 4ba9, 061a, fec7, acadia15_297e12, c053, db4c, d273, 1dd1, 8791, 75fa, acadia16_184z12, e72e, 054c, d01e, 9a67, 054a, 28a9, 49c5, 104b, 98f8, bc55, ecaade2016_123a34, 61a0, 6327, f141, a064, 0b66, 2cb9, d8ea, e8c2, sigradi2013_389p, ecaade2016_023z6, c65b, 9273, 7cbb, ab0e, d4db, 85ad, 714a, b6d7, caadria2017_122x31, acadia14_463h, 518b, deff, sigradi2015_3.212l4, acadia16_414x24, b0ed, 09dd, a27c, 7b03, 61b9, ecaade2015_130l26, ecaade2015_297b65, 0397, ecaade2016_068k17, 4633, 59f4, 6cbe, ecaade2015_319h70, 7f02, 7544, c7de, 8c5b, 195b, 3872, cec1, a900, ecaade2016_025n7, f02d, 77fe, 2a1a, ecaade2016_ws-dleadl68, sigradi2014_114o9, acadia15_381t16, 2895, 80a8, f7b3, 8923, 8af9, ecaade2014_113p26, 21d0, ascaad2014_009e5, 8534, 503a, ecaade2014_196d51, 44fe, 528f, ecaade2015_87v17, 8606, ce84, acadia16_440b26, c663, 392e, 9e5f, ecaade2016_190u50, 6950, 0e59, 22db, 3c14, caadria2017_033p11, ascaad2016_017y6, 46c2, 2427, 3f21, 4991, ed47, ecaade2016_007f2, b2d3, e4cc, caadria2016_045d3, 4e69, 7155, caadria2015_004o1, ecaade2014_199x51, caadria2017_051b17, 5591, 5f03, ascaad2016_026t10, caadria2016_125u5, a66c, 8511, 63f8, 7edd, 5255, 172b, ec3b, bcef, ecaade2014_192i49, 09e7, 65b6, d290, f0c6, fa4e, 88f0, 679d, 4f7a, 2eb1, 77b7, sigradi2014_201h7, a95c, sigradi2014_045d4, 6800, ecaade2015_11g1, ccf5, b584, dcbd, acadia14projects_671m, acadia14projects_609au, b01a, cf9b, 7359, 5e05, 381d, e8b3, b73f, 3a20, 4d86, 2d11, 3e7b, 6ce0, 2c95, ecaade2014_065w14, 5434, 4528, e7be, daf3, b9e9, 6df3, 7f49, 92c7, 1154, sigradi2015_2.162s1, 9bfa, aab0, ijac201412304g1, f974, f417, 9de3, caadria2017_029p10, 768a, f7a0, dcba, 84c8, 00d2, bbd9, 6e04, 2a57, acadia14projects_177w, b759, ijac201513305z12, sigradi2014_232s8, 7b15, 79c6, 8a59, b2ed, sigradi2014_099u8, 930a, 627e, 5529, 29ea, b5c7, 7c1e, 7a9c, e05c, 31ae, 20e7, 0a34, c075, sigradi2013_294, 2e7a, d80a, 6861, 1b52, b67a, 0a86, e833, b1aa, 8646, 3896, ecaade2014_224p57, bf50, a936, 5827, e7b9, b65f, 2b7c, 7dd8, 4586, a837, acadia16_270w16, acadia14_579b, 3334, a3fa, 81c0, 6bb5, 831a, 1491, 1137, caadria2017_165r41, e803, 978e, 992a, 790c, 3d23, 9a4c, 6daf, 8548, 6221, sigradi2013_359i, caadria2016_321g14, bad5, d74a, 249f, 8d0c, 6035, d7d4, 53bc, 2a09, e94a, c2e9, 35a5, d9a3, 3b49, 0ffd, 3ef7, df4c, 0b22, c5d7, ecaade2015_138v28, 028f, e6a9, 5329, e353, f193, b12d, ae4a, 3e56, 7105, c68d, 40af, 9f71, 01d2, 8dcf, acadia14_117a, cfce, ecaade2015_59j11, 1766, 41d2, 68a1, sigradi2014_271n2, edd0, 6b0d, 7e36, 1374, sigradi2014_178k5, d0e4, caadria2015_073y9, 7b48, bacf, 1b83, 8630, 0521, acadia14_555j, 6cec, ecaade2014_226x58, sigradi2015_10.140n19, 62aa, d7ef, b8ff, 22ba, caadria2015_130j21, 884e, fed6, 64a2, 6a55, 8313, ecaade2015_180n38, ijac201614203a9, fc35, 2b5b, 6b18, 2651, ebf0, fe53, cd66, d0cd, 4c24, 3a24, f57c, 66e9, 4254, 88ba, acadia15_47j1, e6b1, 1996, sigradi2014_291n4, 7f41, 06e5, e30b, acadia16_224p14, sigradi2013_194z, b245, e4fc, 5b9a, 5d25, 11cb, d31b, 0199, caadria2017_018r7, sigradi2014_266j2, f741, b517, 7e27, sigradi2015_9.270h17, 34a0, ecaade2013r_010t6, 3201, ecaade2015_307o67, 0e8f, ijac201614104g4, ijac201513103w2, 586f, 4974, ecaade2015_229d51, 2bc5, 48af, a3bc, 2d9b, acadia14_709ap, f461, ijac201513203p7, 912a, 1c7c, acadia14_23ac, caadria2016_229v10, 91e5, 5a50, 41d0, ijac201412403w5, ijac201614103d3, 7365, ecaade2015_271v59, aa30, fcf1, a228, caadria2016_405o17, 75dc, ecaade2016_230x61, caadria2016_301s13, 2f61, ed32, d1bd, 52d8, 5a8b, 7ce7, 2dd8, 62c3, 5c50, d6af, 348d, f168, 7c3f, eed4, ee6e, fecf, d723, d485, 2290, 0ec9, aa91, caadria2017_113c30, 5936, c24c, 3b93, 794e, 9e2e, f094, aaac, 6718, aba1, 61b1, 4869, 4ee4, 8ca1, sigradi2015_6.327r8, b6ea, 6dcb, acf6, 7bf3, 75d3, d92f, bc74, acadia14_463t, 7f1b, 3dbf, 3324, 4c8e, 1947, 7b30, ec8a, 3280, ebc4, a560, f10d, ecaade2014_194e50, c578, 3da1, 7186, 08a9, dea6, 4562, ecaade2015_320m70, 251b, 50a5, 1b41, ecaade2015_333j72, f126, 8f58, ecaade2015_22m4, ab89, 3697, f658, 4779, 5815, 2067, 43a3, 22eb, 00a4, 5ee2, a233, f9ad, ascaad2016_043l17, caadria2016_497w20, ecaade2015_227d50, fc0c, 6985, 1494, caadria2017_135f36, b6cf, d315, acadia14_479c, 6f2d, ecaade2013r_009m6, a42b, 41bc, acadia16_124h9, 87a3, 34ce, caadria2016_229b11, 2a4d, c3ac, ef1b, 4ac9, 3d7d, 6370, a9ce, 0b33, 5557, 86f3, ijac201412301v5, a2e7, 0894, 7e2d, feef, 585a, 3aa2, ecaade2014_072l18, b077, 33a4, ae14, 4416, f5c4, e4df, 9911, 6355, sigradi2015_10.177b20, 23e2, caadria2015_203m29, d635, sigradi2015_10.267t20, a16c, caadria2017_124e33, 95c4, caadria2015_065b8, 67be, dcb6, d726, sigradi2014_329w6, ad18, 01f1, caadria2015_064u7, 4f11, 51ad, 3bc1, ijac201513206f9, 2514, a2f5, 3627, acadia14projects_63ar, c8e9, 163f, 4ead, 1754, 8ded, 2ed2, 4846, ff28, 02c9, ascaad2016_020v7, 175b, 5e75, fe9b, ecaade2016_221p56, acadia14_479i, 2503, 275a, ecaade2015_265r58, bf16, 80bd, 3e5b, 70f6, 1ba7, 8d19, 3787, be07, 421d, 07bd, caadria2015_081h12, caadria2017_134a36, 4a40, e8cd, 05f3, 1cc6, 291e, 5ebd, acadia14_627ao, 6f18, 57a8, b683, 40b3, 3999, f086, ec1d, feff, ecaade2015_333i72, 9a69, acadia14_549p, 5dee, sigradi2013_397f, 4ecd, eb37, 5a20, 2667, b7e0, acadia15_251r10, 52d0, e7cd, sigradi2013_157, 9862, e9ba, b0c2, acadia14projects_375az, 2cce, e378, 52de, c88e, 95d3, fd69, 5e6d, 5692, ecaade2016_223b59, acadia14projects_153d, c6ba, 7627, 14ce, 0ba3, 0833, 8d56, ascaad2016_014i6, ascaad2016_021e8, beda, 734d, acadia16_402p24, b7dc, 08b6, 2cc6, d1c3, 50bb, 862e, 813c, b37c, 8de9, f891, a645, dfe1, ascaad2014_015y8, 7c84, 682a, 6885, 258d, 5b2b, 04e5, a734, 6440, 6d1e, 1d37, 887a, 2a61, ecaade2014_167n40, 059d, 4722, 3418, 259f, 7d02, 16e3, 8c8a, f885, 8ba8, 507a, acadia14_479ax, 11d5, f656, 87fc, 511a, e8c0, c101, 6a8f, caadria2015_073h10, dfe2, f41d, 7669, ecaade2015_161h34, a593, acadia16_344c21, ascaad2016_022f9, ead1, 542b, d811, b35a, 2ad8, 9d67, ascaad2014_017u9, 44ce, 41c9, 75ef, 1fbb, 737e, 695e, f9a4, 39ef, acadia14projects_189ap, a217, 8397, 802d, f65c, bb8b, b4d8, 93c1, ecaade2016_096p26, d712, b69e, ecaade2016_140i39, ecaade2016_140x39, 4728, 08cd, 99fd, 08f7, caadria2017_129a35, 8d59, 3efb, 1918, ea77, 3372, ac59, 59c3, 5208, f614, d56b, 6892, 5c07, b244, 5f3e, e4de, 9dfe, 2089, 125e, 520f, 6691, 24d8, f9ab, ec00, 800d, 797f, fb32, d4e6, 7282, 223c, 63f2, caadria2015_054n6, 76da, caadria2016_601f25, cd5c, f5d7, a129, b266, 091c, d2f8, cddc, 14f3, 9b93, c550, ecf6, 58ae, 9100, ad9b, ecaade2015_180a39, sigradi2015_8.186j12, ce55, 320b, 5473, d08c, ecaade2015_138g28, b4df, caadria2015_065a8, acadia14_317x, 6eb1, ecaade2015_207r46, 24fa, 1a73, cbd0, 4b99, 9276, acadia14projects_219az, 1c74, ijac201412301o5, d01d, b7a4, fef1, fa82, d61b, 21a4, 79a6, 8a16, 0d17, 43d4, 3328, f4aa, 41a9, bd93, 70f8, 5e8b, a479, f5a3, 5284, 3f4e, ecaade2014_149v34, b688, 7039, b009, 2798, 1284, acadia16_62x4, e450, 9426, 3b6f, e402, fee1, acadia14_619y, d716, d4ca, 0665, 266e, 2ae1, 477a, 582e, 47a5, 0159, 00a6, caadria2017_123j32, 3fe6, 987d, f5f5, 4b93, 6c7d, 653d, d26d, ecaade2015_193v39, 57d6, 3cee, b670, abdf, 73d0, 10b0, ecaade2016_158n43, sigradi2013_158, 941d, 3513, b1e2, ijac201614102r1, ijac201614202i8, 014b, 3abf, sigradi2014_074m6, 2275, 46e8, f8d3, acadia14projects_375g, a20f, 7f39, e6c5, eade, 1665, d3ac, 52ce, 4b38, 3e4a, 2d1c, 2ff6, 627f, 91f7, sigradi2014_114p9, 1b8d, 200b, 7d74, ce81, sigradi2015_12.215s27, efbc, acadia14_531n, 68f9, a7c2, a6d5, 1b4f, b156, b204, 40b2, 73ec, 78bc, a98b, ijac201412301p5, ecaade2014_094i22, 358f, 1ee2, 96c1, b757, caadria2017_182t43, ddb0, a252, 8d21, e78f, 218f, ecaade2016_118b32, a0d8, c61c, 7ee6, 7d07, aa52, ecaade2014_192w48, 52cd, c62f, 7afb, 24e1, 04f1, 04bc, 285f, 829e, e220, 9989, caadria2017_047k15, 4107, af4a, a999, d15d, d2c5, 724e, f644, acadia14_145y, 657d, f7e9, 04e2, sigradi2013_405v, 758b, 2099, 950c, ijac201513305m12, 8398, 600b, 1ebf, 96be, aeb6, ascaad2014_033h1, 9a4e, caadria2015_130h22, caadria2017_107y28, sigradi2013_386u, ecaade2014_104u23, 13cd, 1c5f, 4221, acadia15_469g20, 84c7, 76ae, fde5, ijac201513102z1, 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ascaad2014_020s3, 8a0a, 0926, a6e7, acadia14_473ad, acadia16_372m23, 1cd9, 4dac, 5a75, 43ed, dfd6, acadia14projects_389d, 8a8b, ecaade2014_226h59, 6362, 678e, 2652, acadia16_106b8, 223f, 322d, sigradi2014_213p7, ecaade2014_096z22, 7f78, 406f, 1bc9, cf76, ecaade2016_224n59, e43c, acadia14_291ay, ecaade2015_138c27, 70dd, 0475, 2cbb, 4efa, 1da6, 9d14, ecaade2016_063r15, 61c7, 22d1, bf6d, 6def, 4189, 7245, 7dc9, 554d, caadria2017_041k13, ecaade2016_168j48, 7b52, 70a3, caadria2016_539x22, 266a, 51b3, 26d5, 81b9, ecaade2015_301s65, caadria2017_072z22, e126, 3593, 99bf, 15be, f5ff, 12ad, ascaad2016_024h10, 1e11, 881e, 6d17, 63eb, 6981, 3eb5, 9a40, 9b97, acadia14_229l, bb63, ecaade2013r_003c3, b3f4, ceef, 620e, 54dd, ebdc, f825, 8c4e, a15f, f28d, c987, 4f4a, ecaade2015_110f21, 2912, 2ee3, a3e4, 072d, ceba, ecaade2014_057s14, 516f, 8e0a, 9d44, 1397, a770, b0da, 87b7, 36f8, acadia14_699t, ijac201614105t4, caadria2016_457o19, 77ba, 6d56, d03f, 87b8, 0f44, 2554, d0ef, 44dd, 8f20, dd9d, cb00, 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