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 acadia16_12
authors Gerber, David Jason; Pantazis, Evangelos
year 2016
title A Multi-Agent System for Facade Design: A design methodology for Design Exploration, Analysis and Simulated Robotic Fabrication
source ACADIA // 2016: POSTHUMAN FRONTIERS: Data, Designers, and Cognitive Machines [Proceedings of the 36th Annual Conference of the Association for Computer Aided Design in Architecture (ACADIA) ISBN 978-0-692-77095-5] Ann Arbor 27-29 October, 2016, pp. 12-23
summary For contemporary design practices, there still remains a disconnect between design tools used for early stage design exploration and performance analysis, and those used for fabrication and construction of complex tectonic architectural systems. The research brings forward downstream fabrication constraints into the up-stream design exploration and design decision making. This paper addresses the issues of developing an integrated digital design work-flow and details a research framework for the incorporation of environmental performance into a robotic fabrication for early stage design exploration and generation of intricate and complex alternative fašade designs. The method allows the user to import a design surface, define design parameters, set a number of environmental performance objectives, and then simulate and select a robotic construction strategy. Based on these inputs, design alternatives are generated and evaluated in terms of their performance criteria in consideration of their robotically simulated constructability. In order to validate the proposed framework, an experimental case study of office building fašade designs that are generatively created from a multi-agent system for design methodology is design explored and evaluated. Initial results define a heuristic function for improving simulated robotic constructability and illustrate the functionality of our prototype. Project limitations and future research steps are then discussed.
keywords generative design, multi-objective design optimization, robotic fabrication, simulation, design performance, design decision making
series ACADIA
type paper
email dgerber@usc.edu
full text file.pdf (951,723 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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0baf, f0f6, 1338, c10e, f355, abf3, c430, 0a4a, acadia15_57j2, 27ec, e30b, a11c, 62af, c045, ecaade2013r_018x9, a6db, f171, 7b44, d309, 5754, ef2e, f2c5, 4cc0, 5c6c, 2316, acadia14projects_365af, 7f03, a43a, 4b81, fc39, acadia14projects_53o, 9e36, ecaade2015_13k1, c3de, 01c0, ascaad2016_034l13, e589, ascaad2014_005s2, acadia15_284y11, d2a7, 89fe, 6f9d, dcac, 237c, f635, sigradi2016_764k, 4739, sigradi2015_6.42u7, 238f, b058, sigradi2014_345w9, 5ea7, 8261, aa05, 89d7, 5697, 884c, f9c4, 20b4, 9a27, 746a, fc90, cf75, 47c9, ad6e, c84c, ec10, 48b6, 922f, b864, db27, f61b, cf30, c964, efed, 2a27, ecaade2014_044j11, caadria2015_030m4, 80b7, 32f6, 3cb8, ecaade2016_163o45, 02e7, 4d5c, f67a, 2634, f558, 700e, 154f, a1cb, ecaade2014_175z43, 032d, 277a, cac8, 4276, c761, 31a2, aa80, d5c0, a0e6, ijac201412301r5, 7e42, a180, sigradi2014_329b7, 4025, 4ca6, 010b, 22c4, 184c, 0679, 21a0, 60fc, caadria2017_174k42, ecaade2016_ws-foldings68, 7912, 3fcc, b350, cb28, c56e, 8ec3, 9145, sigradi2016_752rr, ff15, 9192, 7edd, 8427, df2d, 3e43, d729, 8138, 4aed, ea0b, 7954, 811f, 20a6, 8470, e6ac, 0511, 6e85, b8b3, sigradi2016_467t, acadia14projects_661m, 374b, 0f0e, 67f2, ecaade2014_066z15, caadria2015_188s27, e320, 19cc, 6ca1, fb61, e964, 098c, caadria2015_206y29, 0ea8, ecaade2015_200i43, 64be, sigradi2016_490aa, a8cb, 93e7, 019c, 08b5, 3509, 8c7b, cf70, d183, acadia14_247p, 3ca9, ecaade2014_014v2, 5da5, 82b9, 7dbf, d5b2, c480, f563, 0524, d34c, b42b, ecaade2013r_019d10, f754, d9cb, e192, dd88, ccf2, fee7, 8642, a87d, 562d, 09ed, a164, ijac201412304w9, 55bb, 1459, 6387, c413, 5779, 6ba8, caadria2016_621x26, 8a1e, caadria2017_113l29, 4ccc, sigradi2013_41t, 2746, 0287, e660, 9446, 58c7, c27e, 5f8d, 7b15, 7cf7, dd11, b6f5, efa5, 5926, cb06, 0658, ecaade2013r_010p6, caadria2016_621w26, 81c2, 0eaf, 9e70, 5de5, 3aa5, a0c8, ecaade2014_035b9, 986c, acadia14_427ar, acadia15_343t14, sigradi2013_41z, 7502, 128a, a141, 0cfe, 8617, b632, d3c7, ecaade2016_162l44, f8c8, 4ddb, a546, 8ef4, bf7a, 58ff, b61a, acadia14projects_101ab, 0bfa, 38fd, 6cfb, 9317, 9fe1, d8c4, 6e90, acadia16_174w11, d7c2, 527d, sigradi2015_1.305d1, sigradi2014_080n7, cb8d, 56fd, 71b1, d9fc, ascaad2016_046r19, 167d, d4d7, 4116, 94f2, b703, 9b69, ab71, 52a0, 43da, 4267, ea46, caadria2016_291d13, 4ff8, 22cd, 667d, 02dc, 1628, ecaade2016_230o62, b345, 8e95, sigradi2014_303e5, 7fe6, ecaade2014_133o29, acadia14projects_339ak, 4d70, 09c4, 1dd0, ijac201614201j6, 3382, c2bb, 10ec, 22c3, 5750, 2898, 4bf6, 6fff, 8641, 1895, sigradi2013_342p, 7ea2, 7084, f423, f9d9, 96d4, d7ba, f1db, 56a2, ecaade2014_195y50, cdb8, 6a5e, 402a, 0061, ecaade2015_155p32, 8fd6, ecaade2015_229r51, caadria2015_014y2, ecaade2013r_012m7, d24e, 92dd, a2e5, ee17, sigradi2015_sp_12.402z31, 657c, 250e, caadria2017_163d41, d5e9, b565, 3fc2, 281a, eff2, b24b, 1e33, b5e7, sigradi2016_571pp, bb00, 5282, ecaade2015_229k51, 4f65, 6123, 0dcb, 1089, c524, 8da7, sigradi2013_286, 450f, sigradi2014_263i1, 2826, 52d5, 2b29, a151, ijac201614305s3, 957e, af80, 1d4a, ecaade2016_083d24, 9565, bc7f, ecaade2014_149f34, 757b, fde2, 3999, b4a7, 4904, f5a3, 3e00, acadia14_435an, caadria2015_081i12, e194, 40ce, caadria2017_190a46, 095e, 2c2b, f16d, 3356, 68a9, 115f, f021, 9ee4, 33d1, acadia16_98k7, acadia14projects_463av, 9448, 5e59, 2894, 8271, caadria2015_092h15, 12c2, 1d05, f81b, aeb9, 57ae, acadia14_111o, 8e26, f7c0, 1577, ecaade2016_072o20, ef4b, 5bc7, 63a5, dc60, 132e, e8c0, 72b2, 1e0d, 1938, sigradi2016_655f, f17d, 6498, 8b8f, ab4e, sigradi2014_037x2, d99e, a6dc, daac, 8c78, 24dc, aaaf, ecaade2015_48x7, ecaade2016_mrtz65, 179a, c672, fc1c, 14fb, 2f9b, 0fa6, 7fa7, 7e81, ijac201412406m9, f07e, 4b04, d2bb, sigradi2016_407p, 3e50, ed98, 3c71, feba, ijac201614304y2, ca4d, 566e, ascaad2016_045x18, bc88, 7729, 1475, ef56, 2b25, df03, 1707, ascaad2014_017n1, 26b4, bd66, caadria2016_353s15, 47d2, a4e3, 1ae6, 4d24, d028, 902d, c6f9, sigradi2013_30b, c94f, 1ae2, 1769, a1c6, 5040, 2850, a5ed, 7ce7, e167, 77b7, 9cd6, 3031, 02b2, dc99, fb76, 1f67, fdaf, 0611, a0fb, 3975, c257, sigradi2013_342m, 0d63, sigradi2015_8.339x15, 572a, c631, caadria2017_016u6, caadria2015_237o35, d321, dfe7, fecb, acadia16_236h15, ecaade2013r_006s4, f084, 0e70, c59c, 417c, 23d5, 3556, sigradi2015_8.189s13, c805, bef5, 8f1a, 360d, caadria2015_117v18, 807b, 1c48, ijac201614303z2, ca04, caadria2017_142l37, 94e8, e555, 1c00, 316f, 3f46, acadia16_34j3, e3f4, 95a6, 6ce8, ecaade2014_057r14, 8107, acadia14_189at, 2dc7, 51f6, ecaade2014_020o5, 313e, 2db2, b0ee, 6a5b, acadia14projects_101ap, sigradi2016_382bb, b9fd, a008, 2ca7, ed01, ecaade2016_198k52, 2da5, sigradi2014_284e4, e7da, 6bfd, 93dd, 0888, 0198, 8a73, 47b9, ecaade2014_232v59, sigradi2016_602i, 475c, a556, ijac201513202m6, 36d5, 7664, ecaade2015_170t35, 3fcd, ecaade2015_170z35, 8c6f, ecaade2015_284i61, sigradi2014_084y7, f869, d400, 6540, 33e2, ijac201412301l5, a063, 4737, c73d, dc0d, cbfc, 8c52, 6274, 94d4, d5ad, ijac201614102t2, ecaade2015_144f31, 11d6, 962d, fc54, 2bfc, cbac, 7037, 048f, d651, 0e5a, e854, 98bd, d442, ff75, e6c5, 0f90, ffbd, a3ac, a035, c957, 0b87, acadia16_308z18, 20a9, 54b1, acadia16_140h10, a7e5, fd0d, sigradi2016_602d, 0365, ee42, 3c05, d7ae, b19b, sigradi2016_801r, f81a, 2597, 2d37, 5a7a, bc54, aa4f, ecaade2014_168a42, acadia15_371i16, 356f, 7369, caadria2016_435m18, 504c, fab1, e241, 19e6, a89e, b9ac, ecaade2016_144d40, 06e5, d062, 026a, bcc8, cb2d, 16c1, ab1c, f55a, 4455, 7839, sigradi2016_407y, 24a7, b6ec, 9f07, 1b7f, 8512, b8d2, ascaad2016_034h13, f671, d1ba, ecaade2014_024w6, acadia14_609aj, e6ef, 13df, d1e3, fe1f, 82fd, d9dc, f240, 090f, sigradi2016_764i, d51e, 3a6c, ecaade2016_230x61, d0f0, 992a, fdf3, f536, 2a8c, a071, 15e4, f785, ecaade2016_011e3, 4ed9, 42bb, 31bc, a1e6, 0f81, ecaade2014_139a31, fd0b, 3196, ecaade2014_145n33, d52c, 6ab3, db16, sigradi2014_074v6, 6546, 223a, 6715, fc8b, 57a3, acac, f90f, 87a6, acadia15_323b13, adbd, 8467, 771e, e4f2, ecaade2015_303s66, ea76, 18e4, 27d0, 2f8c, 30fb, 7439, d01f, 30d9, acadia15_371f16, 1ff3, 7a2b, d3eb, 95a4, 77ea, 0ed4, 2477, 7cde, 7807, 755b, 6011, 3453, f7e6, e413, 639e, ac39, caadria2016_631h27, sigradi2013_42p, ae0f, acadia15_451a20, 6e5b, 582e, 2288, 2934, ef88, d931, 221f, sigradi2016_360y, 6b29, ecaade2016_071t19, caadria2015_170o25, sigradi2013_347s, ecaade2015_77a15, 8a3a, 4aa0, ecaade2015_169d35, ascaad2016_017w6, e802, 50b8, aff6, caadria2017_142f37, 4db5, ecaade2014_173n43, d613, 7da3, caadria2017_147z38, e340, d789, 9371, 6361, bfdd, a626, 84b4, aad9, 5761, ecaade2016_mrto66, 8f38, ijac201614207w11, sigradi2015_11.165j25, dfb1, 7ceb, 1760, 162d, 3a37, 499c, 6328, c56c, ecaade2015_241l55, sigradi2013_41u, bd5b, ecaade2014_220i56, d7d9, 716d, 0572, caadria2017_085b25, 394e, b289, 7160, d160, 21b4, 8bfd, 1c0b, 5ae7, ff3f, 4481, 5624, 74fb, 4af3, b8cb, 35ac, 3218, 1924, 3fee, 579d, 8533, c32f, c966, 3a4d, 2901, ijac201614308p5, fb71, eb87, 41e0, f664, ascaad2016_047z19, ecaade2014_168n41, caadria2017_127e34, caadria2015_124v19, 3e58, 8e94, 9695, ecaade2016_215z54, ascaad2014_025k6, b52c, c996, b050, 770e, 0f52, 8b26, 4fb4, 8bdf, ascaad2014_019j2, 6282, 9b6a, 3c26, 97c6, 5d4b, 5ccb, d141, caadria2016_861y36, ecaade2015_196h42, sigradi2013_100h, 244e, 2a09, 407d, ee15, ecaade2014_014w2, 81d3, 5869, f5fd, 1a16, ascaad2014_024n5, c117, 3aab, 8c8b, b447, 16af, d23b, 28a6, eb39, 9f86, 8a17, 9366, d78f, 3663, 7da8, cfda, 68a8, a617, 39fb, bf76, 733c, ce11, 5ac8, 9dab, 6959, 3925, 9700, acadia16_62x4, 9a75, 3f27, be73, 647e, c303, f231, d5fb, 8847, acadia14projects_565w, f2f7, 3f40, ecaade2016_154e42, 11fc, aa5b, 4fc6, 34af, ecaade2015_170n35, 19e2, 55c5, f6e5, 89ba, caadria2016_487m20, 0418, 1bb6, e129, e86d, 1177, 5cf9, b27f, e16d, c269, 1515, ecaade2015_193a40, ffab, 3bf5, 2f91, ecaade2016_185z49, ecaade2015_171m36, 1c9f, acadia15_137l5, 3200, c4ac, 9d8f, 7d9c, caadria2016_651z27, 7435, e0d9, 7d84, 87f2, 7f1d, caadria2016_291r12, 6e72, c5b3, 6f97, af7b, 54a7, 303e, 3090, 0147, 6e3d, a72f, eb2c, 2614, ijac201513203h7, 214e, e1e6, ee84, a735, 2875, 5a01, 6f6a, f859, b06c, acadia16_362k22, d2f5, 1953, ecaade2016_070o18, e7fa, 5780, 1c63, acadia14projects_63ao, sigradi2016_490bb, caadria2017_056c19, 26f1, 9343, c1b2, ijac201513206o9, 7fcb, 2a8e, 6875, b647, 4a18, b8f7, 5e48, 8ed7, 72cd, dafe, ecaade2015_33l6, 9a8b, b6a3, 663a, 9a53, 7aa4, 965e, sigradi2015_11.136k24, 1ec6, ed97, ecaade2016_tkoc67, 65a3, ecaade2014_153m36, 7f21, b52e, ecaade2015_271y59, 1055, 5eed, c086, 5c5d, 2ee9, 7ed1, caadria2017_004m2, 272d, 506a, 75a5, 74c9, 0521, 090a, f4b0, e939, 803f, ecaade2014_198s51, a9f6, a17a, 3675, d969, d693, a866, 3cf9, ecaade2014_168a41, 086a, 98a1, ecaade2016_032u8, 2573, ef36, e645, ecaade2015_171x36, be48, 0aa6, acadia16_270c17, e78d, c080, deb9, c89a, 6b50, ecaade2016_084i24, caadria2016_851n36, 9a68, 7a3e, 437a, 6d38, d285, b677, 7ad8, 0133, sigradi2014_128y9, aca1, 95cf, 2b31, bb63, 6e13, 4035, 354f, 9089, 5e32, 2921, b331, 4567, 707b, 2a7d, 6cb9, dcef, 7399, sigradi2014_128g1, a600, 390d, 7aa8, ae8c, sigradi2016_592q, ecaade2015_324z70, 534f, e366, ijac201513103z2, e65a, d2f4, c9d3, 5182, df08, caadria2017_029p10, 70b4, 319a, 408a, ecaade2016_126r34, c7d4, 0045, 73c7, a9d0, d9f9, c09b, efbd, 1ff7, acadia16_196c13, 6d31, f494, bf5e, 6cde, 7055, 208b, ade2, 99fe, 982d, afd5, 4f49, ea1e, 911f, e37b, ecaade2015_199y42, 555c, 9537, e7c3, 8ebd, d567, b34e, 0b54, 280c, 1f9d, a756, 1ca8, 23ab, 6d08, 1555, 423b, 318c, 112d, ecaade2014_214x54, fd49, a8b9, cc85, dab3, ecaade2014_111p25, 8995, c62c, ecaade2014_185t46, ascaad2016_008d4, acadia16_394j24, 432b, f3fc, b4cc, acadia16_154n11, a786, 3c85, b989, ecd6, c2ee, d0b4, acadia14projects_375p, cb44, be25, a442, e611, sigradi2014_276s2, e864, 81e9, acadia14projects_63as, ijac201513306x12, 9101, aaf2, 9ebc, f8e8, 171d, 7db8, 3169, 90f0, e767, be06, 8387, 4a03, 871c, bf73, 458b, c795, 13e3, e9e0, d23c, affa, c0e9, a4f8, 05d5, f188, 60a9, ecaade2016_072j20, 0a6a, 9a5e, 9e76, ab1d, e5ec, 9922, 7c93, de49, 77a3, 73fc, 6dcf, 5ec8, 4d85, 74fa, af00, ad34, 369f, 7b9a, 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c1d9, bfad, 965b, 6560, 7bb1, f535, eb57, 1ad4, ca99, 55f0, bb89, acadia15_297d12, caadria2016_851l36, 11d5, c21b, c8c9, acadia14_497t, f3d9, ad7f, 6145, bf3e, e86c, c2e3, ca69, de24, f5a4, 07b7, 1ba9, sigradi2014_176c5, ecaade2016_193n51, 8707, acadia16_154m11, 97df, 9de4, 8acf, ascaad2016_013y5, 2bd3, f912, b324, 9ff3, 1f37, 445d, caadria2017_041g13, 7fda, eac7, sigradi2015_9.141g16, 6b01, b767, 2a9f, 9b08, 4999, 830d, 1f1c, sigradi2013_330, 3497, b7cc, aae5, 5058, ecaade2016_071x19, sigradi2016_654b, 415a, e042, ecaade2016_154s42, ecaade2016_015v3, 2470, d9eb, 264e, 6e0b, 9201, 1e20, c14b, a8a5, 53f9, 0943, 9cb3, 6975, 27b1, acadia14_43ar, d3c0, 1c93, cf88, fa10, 0721, 10e3, ecaade2015_297b65, c511, ascaad2016_022p8, 56c8, d2b9, 01da, b857, ecaade2016_108u29, 2625, d428, caadria2017_163n40, cf21, c902, 440c, 9c85, b954, 98ef, 9c47, b394, 85bf, 644e, d782, 0e3e, 9666, 5e77, 7bf2, 2308, 636d, 6ae7, c68f, ffef, caadria2016_425b18, 06b8, 24c1, e299, 821c, 63e0, ecaade2016_072h20, 3c1f, 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ecaade2015_158y33, 8654, cb34, 3aa3, acadia16_344h21, 3a1a, f799, 2950, 5d42, 4079, b24a, 7973, 5724, ijac201614208h14, 643d, a963, caadria2017_145c38, 10a0, e27e, caadria2015_073h10, fcfa, e482, 5cdf, 3451, 3e05, fe05, bb71, 3f2c, 4242, 4ca4, ecaade2016_154r42, bef9, 8faf, a139, 17f3, d001, acadia14projects_627h, 1a3b, 0203, d69e, 097c, d3ec, 7659, 47b2, ecaade2016_234v62, 011f, 70c2, caadria2015_130v21, 7265, ecaade2016_223l58, 7ab6, 9b76, 08ae, ijac201614407n4, 4760, e23c, acadia15_57l2, 94ef, daaf, 8c5f, d1c0, 3c0b, 99e0, ecaade2016_208t53, 8367, 5507, 4519, 6866, fd50, 3c88, 6309, 59e0, db0f, db60, 98f4, acadia15_323v12, dd57, 1650, d521, acadia14projects_79ab, ddaf, 19bb, 424b, 3da4, 010f, c4a4, caadria2017_056f19, sigradi2016_544f, acadia14_117e, 0d68, 9f7c, 6c3d, c7b5, 6e91, 78f9, d6b1, 6d9b, 3f63, caadria2015_150a24, ecaade2015_148r31, c002, bef2, b31b, 225d, ecaade2015_298k65, d229, 0b67, ded1, cf50, ecaade2015_201a44, 7543, 7499, b898, fe8b, 8140, 4ce4, 0b86, bab4, 5adb, cefa, 0fad, 6473, sigradi2015_10.220c20, 5211, 87c5, b8e7, acadia15_483n21, 81aa, caadria2015_139v22, 58b3, 5c07, ijac201412403s5, e33e, 80ff, 1bb4, a73f, ff78, 1385, 3f85, 5c5f, sigradi2013_295b, ecaade2016_222h57, c16c, a03e, 3490, 949d, 54bb, d747, 615e, ascaad2014_029p8, 7bf9, c51f, 2224, 4f52, 3219, de4a, ecaade2015_241r55, fd36, 8412, 6c3b, ed14, 9c61, 80b1, 8a11, ce51, ecaade2014_151a36, 91c5, 47ac, 4410, sigradi2016_817o, 5778, ascaad2014_028t7, db7e, 8fb7, 5cb9, 4ff2, 46a7, 8c33, b1d9, ecaade2014_086t20, f5dd, cedf, acadia14projects_463i, ascaad2016_030f12, 9e6f, 6068, 2965, 7e5a, 4b6d, 6714, 3a9a, 8864, 091d, 2160, caadria2017_163v40, caadria2016_177j8, ecaade2016_191x50, ecaade2014_153s36, 470c, dac6, 38ca, e524, aeed, acadia16_72g5, 15c3, c122, 0e62, 5578, 0ae4, 7eaa, 6b16, b747, caadria2016_589a25, 00d2, e9e7, d1a6, b53c, 58b5, 28b2, bf5b, f515, 9dbb, ecaade2013r_012s7, 39bf, 312b, acadia14projects_435ah, ff3a, 3365, ijac201614203p8, b876, 24c9, c54b, e1da, adff, 0b05, ijac201614403s2, acadia16_88g6, c4a9, 67fb, c577, ijac201412403i6, 1656, d643, 8994, 2012, 51fa, e502, aa29, 214d, aa95, 59a4, a89c, 72db, a896, 5546, 59ec, acadia15_47f1, aa16, ecaade2013r_014f8, cefc, 2c15, b88c, ccec, dd61, 5f2f, 2b04, 4c78, 4f4b, 10aa, d2b0, cac7, sigradi2015_8.186f12, 57c3, 1536, 6914, 5399, 0fef, 09d3, 2f33, 9e42, f13d, ecaade2015_194d41, 9f71, 028c, sigradi2016_369b, 6e1c, acadia14projects_681an, sigradi2013_386c, 1b68, dcf3, 8e73, 4b22, b7dc, 646b, 131b, 7345, 573b, 9450, d5c3, ede7, 9c9d, 2c5c, 05ec, 9455, da32, 44c4, 816c, e429, 7af9, caadria2015_032w4, 41d0, b1e7, acadia14projects_237av, sigradi2014_136f2, cb4a, d1af, c562, fc3a, caadria2017_028g10, 45ea, 782f, c82e, 2487, 832e, caadria2016_507l21, c652, f2e9, 77b0, f842, 5cd5, 0e2a, 83ed, 731c, 9d28, ecaade2013r_006r4, 4f70, 483a, 8b11, 6200, 77f4, 7a01, 541f, ed72, 855b, 6a3e, c3ce, e545, c431, 1da9, d85a, caadria2016_477v19, 10ea, 947b, fd8a, ecaade2016_013p3, d478, 7326, sigradi2013_244j, bb2a, ee55, d39d, f21b, 9d60, 510c, de85, 1dd1, 4772, 8860, sigradi2014_266b2, cc69, e0db, 2430, 1014, 2360, d6cf, 925c, 4a4c, 663d, c48b, 0b68, 98e3, 1411, f214, a980, 42fe, e19d, 4231, 8d8c, f435, 3d02, ecaade2015_243v55, ecaade2014_233w59, d5ae, c853, c088, 8090, dfd1, ecaade2015_114f22, caadria2017_070f22, f250, acadia14_691au, ascaad2016_042u16, 9083, af66, 57f6, sigradi2014_108d9, cde9, 4884, 2619, sigradi2015_11.8o23, 8bdc, c878, sigradi2015_8.186d13, b5c2, 2280, 3289, 290c, cea2, ecaade2014_084z19, 2912, a921, 536f, 69b1, sigradi2013_366a, 23de, d1c5, 2533, ecaade2014_145k33, acadia14_463az, sigradi2014_057s5, 9236, 5c7b, 2236, 0916, d2c2, b0c3, acadia14_699i, 3de9, cbe1, caadria2015_081n12, acadia14_555c, 2e48, 4291, ecaade2016_213n54, 06e1, caadria2016_157v6, 1662, 0669, c4f8, sigradi2014_239g9, f71c, 0b14, 4680, 4541, ce0d, 7607, ecaade2014_089y21, b51e, c4a7, ecaade2014_237i61, d293, 4f78, acadia14_153au, ecaade2014_053r13, 6076, 4b7d, acadia14_389c, ff09, f737, 21e3, 7421, 68ec, 86f7, fc97, a645, ijac201412403d7, 934c, a41a, ad57, 76a4, 64f9, 31cd, 718c, 3fba, 4d08, 23b4, bd14, c830, 54e8, 228e, 41ac, 9f0a, 4b76, 967a, f47e, 322b, sigradi2016_534vv, e988, b396, ecaade2015_82c16, ecaade2015_297e65, c249, 8959, 2f2d, d41c, c9f6, 7b47, cbeb, ijac201412304g1, c4a6, dae4, 2c76, 1ee0, e48b, 907b, a456, 0bd0, 27a4, 3cce, ascaad2014_019o2, 1f02, sigradi2016_809vv, f8ca, 20c7, 6553, 932d, 6505, 937d, 0325, 11d4, f68c, 48df, ba80, e0e6, 11cf, 53a2, 20ba, 765c, ecaade2016_151n41, 53ae, cd4c, 5250, 7d5c, 8ec2, dea3, acadia14projects_147am, caadria2016_055r3, cdcc, 2eff, d54c, 19fc, 81d5, ccd7, b0e1, ffbb, 6092, 32c1, bef6, caadria2016_777b33, 4ff1, aee9, 68ae, 5a5f, acadia16_352w21, ecaade2016_223d59, f300, sigradi2013_343d, acadia14_627au, 96db, 5a14, 1582, 3779, 9859, 3075, 8185, 90ee, f0d6, ijac201412408z2, be0b, 33bf, d959, 3fd9, 330f, sigradi2016_590o, 4d0b, 438b, 6e65, ecaade2015_127a25, 2503, 56f6, 1a3d, 9a78, 7ee0, 5722, ecaade2016_042h11, fa6d, a2ea, dc9d, ecaade2015_206l45, 02cb, acadia14projects_257ac, 392f, 0fcd, 9cf5, 0b8b, 4e7c, 2855, 5b62, 21e8, 286d, 85f8, e570, fa9e, 455c, be6c, 5c68, 1974, sigradi2013_330f, 4e00, 5d8b, 1963, c32d, acadia14projects_681al, 071f, 4805, 6d9e, 01f9, ed35, 89ee, d688, 1de6, cf00, 2e47, 9beb, 57fa, f081, 68b5, f621, d2eb, ijac201614405z3, 2466, 83e4, e0fe, 0c4e, fcbc, 90e4, 9a40, f42a, 73d4, ijac201412401d4, ascaad2016_021d8, ecaade2015_318r69, 3254, 25cd, 1754, b1b5, 3705, e4f8, acadia14projects_199ag, 5835, b8b6, 8263, d050, d95a, c681, 78bd, 2051, dca5, 570e, b176, fde9, a6e6, 6835, 8119, ad48, ecaade2014_239p61, bbbd, acadia14_473ae, acadia14_33an, e867, ecaade2016_165v46, 5cfc, c1c2, b9cb, 8d6c, 55c1, d0cc, caadria2017_046o14, 03e7, c446, acadia15_110r3, acadia16_62t4, 0cdc, 0bb2, 8a7e, 10cd, 35a5, a678, 9f4a, fe76, 64df, b9ba, 6203, c9cd, 89f7, 90df, e03f, 97e5, acadia14projects_681at, 8e9e, sigradi2013_117j, fbdc, fdb9, 6874, b54b, a88a, c647, 6ca8, 5faf, 0e0b, 4fea, ecaade2016_162f44, 8052, 7193, 72d6, 6465, 51a1, 23db, f24f, ecaade2014_153m37, bd1b, 78ce, 601c, 2189, 7054, 41ad, 4337, 5878, 647b, 9f63, c360, af91, ijac201412301k6, 59a6, 0988, abc3, 0714, 5f23, 3e4d, 8bea, c8d0, acadia16_12f2, c9e7, d587, ecaade2014_044e11, 2213, 838a, sigradi2013_303l, 05ef, ecaade2014_204z52, 2e73, 06bf, 67ca, e1dc, 4964, acadia14projects_699j, 9cc0, a940, 1bb3, 12e2, 446a, ecaade2015_17i2, c54f, db46, 2f18, b66b, 51af, f1c8, acadia14projects_153g, deea, 8b52, 0086, 6a88, c2d2, 4b40, ecaade2016_068n17, 3813, caadria2015_206g30, 039b, 6c40, 6659, dfe0, ecaade2014_089w21, 98a4, c0a8, 23d6, 520f, cda0, sigradi2013_117k, sigradi2015_7.184c10, eaa1, 6819, 3d23, acc1, 1397, 4740, caadria2015_090z14, 8cd9, 58ce, 5dc9, 22ee, e28e, 4156, caadria2015_078c11, 5c0c, 5ae1, ecaade2016_071r19, ce0b, 83e1, 2d0b, 73a5, 6ac8, 8dab, 97b4, c99a, 1c31, 81a3, 64af, f539, acadia14_189av, c214, caadria2016_725g31, acadia14_145n, caadria2015_109c17, ijac201513105p4, 896f, 17d6, d8fc, 8132, eb43, 1ce9, f3b1, f3c4, 2f3a, f6af, caadria2017_118e31, 2af7, 83a3, 227f, 6f06, 61d3, 17c6, 15d7, 39e3, caadria2017_058m20, aa38, 47a8, 38e0, sigradi2016_364tt, c9ce, a47b, 2248, fea7, 7242, ijac201513305i12, 1776, 86d0, d6ed, 3a2e, ef01, ascaad2016_019t7, 96a8, 1be8, b9ab, 51e3, 6da3, 14ba, bcc9, affd, d033, 9f4e, fc1e, a213, ecaade2016_tkoj67, 7fca, 0460, 2117, 29dd, ecaade2016_047h13, ijac201614402k1, ccc8, 8c31, 841a, dc94, cf5d, 2c36, 1bc2, 0851, 37d4, a0eb, 20e1, 2f32, 6dc9, 6148, ijac201614203r8, ijac201614403b2, 0832, a5aa, 6b80, 7f73, aaf8, 7fdf, 560c, ecaade2013r_004c4, d509, 4eb1, 6e55, 094d, 713c, b295, 8b09, c358, ijac201614403m2, e34e, ecaade2016_223v58, 55f3, 7468, ec67, 5dfa, 2914, 639f, acadia16_260m16, 4f32, 57dc, 6acf, f85d, acadia16_98l7, 71eb, 3fef, 5e0d, 60ff, ascaad2014_010r5, acadia14projects_619z, 1280, 386e, 4da8, a135, c7f8, 0813, b4ae, 5469, 8cfb, f440, ijac201513201i5, 5ee2, a6d7, e959, ascaad2016_041n16, acadia16_106y7, 1213, dcda, 61cc, f076, 1928, 0e8b, ecaade2014_177t44, 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acadia14_33am, caadria2016_713b31, ecaade2015_229d51, 0a2b, c479, 14b3, b85c, b2e5, b2a3, 14f0, d1c2, 3ff0, 3bd9, 10b7, 2475, 35c3, 0e3a, cff1, a0e1, bf85, 781b, 645a, d87f, 428a, 6f7b, 4c90, b244, c7cc, sigradi2016_428j, cf73, sigradi2014_276z2, 03c9, sigradi2015_4.219v6, 98c8, c0a1, 0d92, 4dc7, ijac201614407r4, acadia16_8a1, 5e25, 1d82, ad16, d38b, ecaade2014_167m40, ijac201614208d14, 106a, 8474, 2c02, 3ddc, 6e94, fe49, 4b66, 03e8, 5485, acb0, b567, 9df7, 147c, d1b6, fced, 9589, b2cd, e0d4, feae, d46d, d2b3, 04c9, bcd2, caadria2015_065y7, ecaade2015_317u68, d76f, 85a4, 7d63, e468, 1afc, 5c42, acadia15_284v11, 5fca, 86c4, ecaade2015_77v14, c410, cfe1, ecaade2015_217z47, 2bd4, 6357, 820b, 5f27, acadia14projects_339ax, caadria2017_165m41, 4b30, 2cfd, acadia14projects_479o, 4bb3, 0f77, b761, 4685, caadria2015_213n32, 8586, 281d, ijac201513105e4, e217, 84bd, 59b8, 25a6, 2930, a21b, ecaade2016_208m53, c3c4, 9025, 47bf, 139e, fb08, b15a, 5dc6, 1fa2, 323e, 73d0, 540c, fcdb, de15, caadria2017_096l26, 4068, f26e, cb93, sigradi2016_710mm, 5aa9, 0a91, 6062, f116, ac34, 4e35, 43e6, 833c, e345, 222a, 0662, ascaad2016_022m8, a66a, e275, cd1d, 134f, ecaade2014_180f45, a886, 35fd, ecaade2014_195x50, e8e0, 1ef3, ecaade2016_175l49, b6cc, 964e, c522, df20, sigradi2013_194g, 7305, 1811, c370, 39be, 4ad5, sigradi2016_484uu, 0462, 7ec7, 553c, 6e0f, eafc, acadia14_153g, 7fd1, c380, 3f1b, 0755, ecaade2015_86k17, 0d18, 5810, b305, 02ef, ecaade2015_296r64, 5970, 12e8, 5747, 83dd, a33c, 751e, 382e, 9fc1, 4769, 94ac, bf69, 06ed, 06ad, 1e4c, c40f, 3c8b, 12c6, 3045, c3e1, 98ed, 020d, 0f0f, d45b, deb5, 4d71, 970f, 619c, 2cca, ecaade2016_074v21, 9bf8, 1554, b636, eeaf, acadia14_43ae, ecaade2015_237d54, d1d4, ijac201412408a3, 6a08, ec80, acadia16_174d12, 13c7, af98, ecaade2015_171k36, 4fdc, sigradi2016_515j, 3024, 6b05, 32eb, 4db8, 2296, 0dcc, 7695, ddc8, a12f, a1d7, 8ad5, 38bb, 1fba, 2d25, b6cb, b6b4, acadia16_54s3, 1b23, 5bab, b89f, dcaf, 60bf, dc32, f38c, 75bc, 1f84, 94dc, 1a5d, 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fb94, 5c55, 6e03, b32c, faaf, 4ff9, 679c, 5028, sigradi2015_10.307n21, 5751, 130c, 8136, ascaad2014_024y5, 239e, 80d1, ascaad2014_030w8, 1860, 74db, 5594, 7323, caadria2017_104d28, ecaade2013r_015r8, 2030, b14f, 5f30, bac7, 3215, da4a, ecaade2013r_011c7, ecaade2014_111c25, ijac201412303o8, 59fd, a967, ecaade2014_237w60, 8c6c, acadia14_125ac, acadia14_479w, c5a5, d45d, 730a, 25aa, cafe, ecaade2015_207t46, 87d3, 4cd4, 179c, bc70, 0239, 1959, f811, f587, 48e4, fdef, caadria2015_102d16, e834, 1cea, cc75, 8102, abde, 1884, 4edc, caadria2016_291x12, 547f, caadria2016_797w33, ecaade2015_217c48, bf36, acadia16_362n22, ecaade2016_095d26, 6c4b, 5a47, 9767, 7853, ecaade2015_317i69, 422c, 37e3, db05, acadia16_214v13, 3ebb, 717d, d0f2, 25ba, ecaade2014_143s32, ecaade2015_194a41, 20ea, fa97, 3b40, c03a, 85a7, ijac201412304a1, 799d, 3792, f67c, c4bb, acadia14_589h, 1226, acadia16_130u9, 94c2, 6b8b, 0969, 75fc, a2a7, ecaade2016_013m3, eb7c, 822c, ijac201614307e4, 9357, acadia14projects_23x, d56b, ecaade2014_176a44, 7978, ecaade2016_224t59, 989e, ae47, f69f, c843, caadria2016_777c33, caadria2016_683f29, feac, d021, sigradi2015_11.8p23, 2c81, ecaade2016_182r49, 30b8, 856e, 0db9, b518, acadia14projects_579i, 3f7f, b69e, 9261, 95ae, 3f15, b5ba, sigradi2015_3.268i5, c71e, 95a8, ecaade2014_167n40, b3a1, 9f5a, ascaad2014_008x4, 8729, 8982, ijac201412305m2, e3c4, 501e, 96cd, caadria2016_187n8, 81ab, 69d4, 9793, ecaade2015_317g69, 04b9, 64f3, 97a8, 43cd, ecaade2014_224o56, 734e, 6c03, 95f8, sigradi2016_815bb, abf1, 6e25, 6f59, 0d75, 44fd, ecaade2016_123y33, ascaad2016_013w5, 3f87, e4cb, 2c2f, ecaade2016_011r2, 5637, 3094, 8093, 714c, sigradi2015_8.77p11, 98c3, caadria2016_507t21, 4978, sigradi2016_387vv, caadria2015_032a5, 8f53, 0709, sigradi2016_637ee, 06f2, d7b3, 7c3d, 8f35, 2dda, caadria2017_017n7, a80c, 781f, caadria2017_052t17, 0aa8, b2c1, 0cb5, eb86, 056e, fd4b, ecaade2015_268h59, 5079, ecaade2016_223j59, dc87, 4d4d, 6136, sigradi2013_138m, ac12, 2e8e, 66e8, 6a1c, caadria2015_139w22, bff9, caadria2016_405d17, 236b, sigradi2013_183s, ecaade2013r_001h1, 0a02, c532, 2253, 1a61, bc72, caadria2016_569c24, a08e, e8b4, 2a1e, ascaad2014_004d2, a2e2, 5cc7, ecaade2014_024y6, 1931, caadria2015_102w15, f227, 7083, 4d25, 1126, 5b83, f0e3, 52f6, 1389, 9dd4, 27d8, 63dc, ecaade2015_155y32, a44b, 02d6, 4259, caadria2016_777d33, 2c1e, sigradi2013_381k, d13f, ascaad2016_054v21, 46e0, d4bd, 2bad, ascaad2014_019t2, 1ac1, dfea, 6ef8, acadia14_43ac, 2a48, 951f, 60e6, 6adb, e451, 8973, c881, ascaad2014_012l6, 9e99, 6dab, b093, d9d1, fbc0, 716e, 5bbc, 6f0a, 7aeb, 12fb, acadia14projects_63ad, acadia16_270z16, ascaad2016_054z21, b420, 825e, 151c, b8ff, b2fc, 368e, 64e7, sigradi2014_144a3, f399, acadia15_161k6, acadia14_33ak, 6b68, de93, ecaade2014_208a54, 9c70, 7530, 6b0b, 651d, 5373, 8b33, ecaade2016_136u38, 69e7, f725, ijac201614201e7, ijac201412402i5, 294b, 1c18, ecaade2016_017m4, caadria2016_703g30, 861a, be7a, 03b4, ecaade2016_080a24, 022b, 5cc8, 8e33, 0f49, d84f, ijac201412401f4, 8a02, 7202, e0ab, 8c50, acadia14_609ai, 3913, 45c5, b60f, ecaade2014_052i13, 13cc, 9f10, caadria2017_016h6, a05f, 509b, 565b, b293, 092c, cb1e, 18ab, a65b, e84e, fc9b, ee06, 94a3, a166, 0a56, aefe, 1513, 12cf, aacf, a3cb, 836a, ecaade2015_53f9, ecaade2015_261k58, a931, 48f2, 3158, bdd2, caadria2015_064v7, cb10, 2717, 805b, 38d2, b1a3, 668e, caadria2016_683h29, ecaade2016_ws-dleadk68, 306a, f38a, dc90, 01ea, 1f48, 411b, e4d2, f972, 87a7, ecaade2014_239x61, 0539, sigradi2014_128w9, 29e2, ae95, 7d83, ddbb, 75b4, fe8c, b4bc, e072, e5f6, f2cb, 3600, sigradi2014_314t6, cfb7, ecaade2016_217o56, a934, 707a, 5a78, 0f7a, f366, caadria2017_079e24, 82cc, 38a1, e6cf, f6be, 4b50, a620, sigradi2015_sp_12.402u31, d6d8, sigradi2016_685oo, a8a6, 596f, 44cb, caadria2015_073r10, 8fe9, ecaade2014_149s34, 85d8, 2424, 77e1, 5c10, 31d3, 67a5, 5523, e935, 9e54, f557, 8db8, 42f7, 1bc9, 9027, caadria2016_881w37, caadria2016_167b7, 20e2, ada5, 4a3b, 961a, 0c69, 62dd, 0def, fa71, c7e1, 807c, 36e9, 9de6, ijac201513201d6, 68bd, caadria2017_005o3, 5836, 12e0, fe3f, e495, fd3c, ijac201614102s2, f03b, c72d, d279, 77f5, f69a, 34c3, 02ca, b7e2, a656, sigradi2015_10.138c19, ascaad2016_028h11, 67b9, 6294, a804, ecaade2015_138x28, ecaade2013r_005k4, cd8d, acadia14_339ag, 4e61, 31cb, ecaade2015_113m21, acadia14projects_247n, 21a1, 582d, 33af, f7df, de50, e103, c544, 1d7d, ded5, 4f05, 3acb, acadia14_177t, 9b48, babc, 682b, efe7, a675, e441, e1bf, 0e3b, ascaad2014_013b7, 94c6, sigradi2016_764d, bbd6, 9313, 05b5, 66c2, dcfe, c309, 42f2, 40b0, acadia15_211t8, a00a, sigradi2016_732l, 3a61, f7fc, 2b92, 3827, 3bc6, 4c53, b4eb, 9fad, acadia16_154h11, 7413, 0ece, a0bd, bc12, efa2, sigradi2016_484h, c244, acadia16_244y15, fcf1, c12b, sigradi2016_392xx, 2078, acadia15_333w13, 7550, f41f, 9e3a, ijac201513104v3, 6e7d, 36d8, e4b0, 0440, 8637, 8451, ascaad2014_026f7, a374, acadia16_424j25, 9237, 798c, fe21, fb17, fe61, 61c0, 4261, 4963, 466e, 4ede, caadria2017_101l27, caadria2016_683o29, c571, f416, 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d78d, fbfa, 928f, 1263, ecaade2016_094u25, b7b8, 0e94, sigradi2015_sp_10.16f31, ascaad2016_045k18, 607e, sigradi2015_8.264g14, c3f7, 0d5b, a753, 7b14, ecaade2014_050d12, 09f2, ascaad2016_054s21, bd34, 877a, caadria2015_064n7, 611e, ecaade2016_144e40, e63c, de3e, cf74, sigradi2016_455b, 4107, ec36, c931, c228, ac26, 417b, 0ace, de71, 0aaa, 748d, 31c4, 88af, ecaade2016_057s14, d912, 9d86, ad31, 8f68, ae97, c4dd, e702, d704, 3c6c, e66b, ecaade2014_224y57, acadia14_445aj, 21d1, 10cf, 6fc6, ee5b, ascaad2014_033x9, fa2b, f06a, d36f, bf63, cb5f, acadia15_431p18, abbe, ijac201412405t8, dead, 10c6, fccb, 9e7e, c0bf, acadia15_483t20, 0465, 7e4f, 08a1, 6ea1, ecaade2016_047j13, ijac201412201o1, 12bf, ecaade2015_53e9, 0908, 8061, 5197, ijac201513102z1, ae12, 3313, ddf9, c2c8, c11d, 4332, 6e89, 1313, 04e2, 2747, 1aba, 5f61, be77, cb4c, bafe, caadria2015_012b2, eb37, 39d3, d4fb, 0c5b, 026d, 4406, 5d84, 20cb, 1eca, a9d3, 3b34, 11e0, 9be5, c6b4, a50a, 0483, 447b, acadia15_123t4, 40ba, 1569, ecaade2015_138b29, sigradi2015_12.297m28, 9a5b, 0b02, ascaad2014_030d9, 452e, 9bca, 6e8f, 95cc, 2a07, 4d62, acadia14_247n, 3d1c, 0e5c, 2f81, f831, e069, 7f2f, 09e6, f161, 4f1e, 03df, a54c, fe4d, caadria2015_049c6, 6a3b, 977d, 7f9d, acadia14_463f, 8394, b33c, cd39, afcf, e079, f962, 6895, 7596, 3f31, 929d, c41e, 1428, 295c, eed3, 74ae, 8903, sigradi2013_429n, ac87, a3e1, f0ad, 3151, f41d, e2e9, sigradi2013_217, 4200, a6c8, 8acd, acadia14_579f, 071e, 8050, sigradi2015_sp_8.284r30, de23, efbb, 203e, 0810, sigradi2014_074e6, ef34, 4ba1, eef6, fa51, acadia16_62p4, 6d28, c7c6, 9dee, ecaade2015_170u35, 2ea7, 41c0, 2869, 193f, ecaade2015_48g8, dbbe, f1fa, 9d65, ijac201614307i4, 1d1f, sigradi2014_057r5, cec3, d4b4, e74a, c101, dc48, 11c3, 8cb8, 778b, 3b51, 916c, 51b0, sigradi2016_467n, 8ac8, afb6, ecaade2014_038v9, 34ed, acadia14_497ab, e84f, 694d, 7e9a, 5ef2, ae45, acadia16_478a28, b58a, 3541, 9b03, 5c20, e130, 24da, 90b6, ecaade2016_162r44, sigradi2015_12.259c28, ec06, 10af, 26f0, f84d, ijac201614104k4, 0ae3, ddde, ijac201513101a1, 4463, a7f0, ed04, 77bf, 28d4, b880, f150, 7e39, 0c1b, 8075, ecaade2015_271a60, 532d, 26aa, 3619, 152e, 89be, c982, acadia14projects_655ac, ae61, ecaade2016_223r58, 6073, caadria2017_016f6, 19a0, 940a, 8f8c, 87f1, 9995, 9ba7, sigradi2013_359h, sigradi2014_265z1, ijac201513101p1, caadria2016_343h15, 3cee, ea58, 7e2c, 8614, bbe4, 8063, f258, 7458, c543, 8737, acadia14_487g, caadria2017_003y1, ca42, 0eb4, 91d3, a517, bee7, caadria2015_073d10, ecaade2015_180w38, 18e2, cf31, 21db, 5379, 7f50, 4467, 916d, ecaade2014_169m42, eceb, e97e, 03bb, 1bbc, 9535, 8b27, 3587, 9595, caadria2016_651a28, 1902, ecaade2014_201j52, ac90, sigradi2014_189j6, d67a, e4b1, e983, 25ab, sigradi2014_265n1, 6a16, f518, 609c, 24ae, acadia14_219d, fb1b, bd05, 2e5b, 7fdc, aab5, dd60, caadria2017_016x6, fd6d, ecaade2013r_005j4, 2992, fdf5, ijac201513101c1, 9d2c, f393, dd86, e1d3, 12f4, 21dc, 426c, f7d8, 5c74, ijac201412404d8, a930, eaf0, 219d, caadria2017_074l23, 24d0, 4136, 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