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 acadia12_67
authors Gerber, Dr. David Jason ; Lin, Shih-Hsin
year 2012
title Synthesizing Design Performance: An Evolutionary Approach to Multidisciplinary Design Search
source ACADIA 12: Synthetic Digital Ecologies [Proceedings of the 32nd Annual Conference of the Association for Computer Aided Design in Architecture (ACADIA) ISBN 978-1-62407-267-3] San Francisco 18-21 October, 2012), pp. 67-75
summary Design is a goal oriented decision-making activity. Design is ill defined and requiring of synthetic approaches to weighing and understanding tradeoffs amongst soft and hard objectives, and the imprecise and or computationally explicit criteria and goals. In this regard designers in contemporary practice face a crisis of sorts. How do we achieve performance under large degrees of uncertainty and limited design cycle time? How do we better design for integrating performance? Fundamentally design teams, are not typically given enough time nor the best tools to design explore, to generate design alternatives, and then evolve solution quality to search for best fit through expansive design solution spaces. Given the complex criteria for defining performance in architecture our research approach experiments upon an evolutionary and integrative computational strategy to expand the solution space of a design problem as well as pre-sort and qualify candidate designs. We present technology and methodology that supports rapid development of design problem solution spaces in which three design domains objectives have multi-directional impact on each other. The research describes the use of an evolutionary approach in which a genetic algorithm is used as a means to automate the design alternative population as well as to facilitate multidisciplinary design domain optimization. The paper provides a technical description of the prototype design, one that integrates associative parametric modeling with an energy use intensity evaluation and with a financial pro forma. The initial results of the research are presented and analyzed including impacts on design process; the impacts on design uncertainty and design cycle latency; and the affordances for ‘designing-in’ performance and managing project complexity. A summary discussion is developed which describes a future cloud implementation and the future extensions into other domains, scales, tectonic and system detail.
keywords Parametric Design , Domain Integration , Design Methods , Multidisciplinary Design Optimization (MDO) , Evolutionary Algorithms , Design Decision Support , Generative Design
series ACADIA
type normal paper
email dgerber@usc.edu
full text file.pdf (269,770 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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caadria2015_087j14, aab6, 4473, 4450, 7667, 5d7f, caadria2017_055o18, f43d, caadria2015_114f18, ab3f, 9e4b, 5597, ecaade2014_088j21, aead, d6ae, caadria2015_049w5, 49b9, 00b3, b139, caadria2017_043h14, 7932, caadria2015_220c34, cd7c, 9813, sigradi2016_770m, e0a7, b354, e9fc, ecaade2016_027w7, 7847, 5f8b, ijac201513101l1, 8ba0, 22b1, acadia15_149z5, d27d, c393, acadia14projects_479v, 0661, 1c31, ecaade2016_071j19, aede, 5aa2, 622b, ascaad2014_013t6, 293a, 44a3, 51a1, 8a8d, 9cd5, 9c3a, 1524, 55a4, 4a3a, sigradi2013_248v, ecaade2016_132o37, caadria2015_073s10, 7034, 186c, acadia14projects_347am, 9db8, be8a, 9bee, 33fb, ecaade2015_333h72, 0c83, ecaade2014_088b21, 59d3, 4cb7, 099d, c4f7, b417, acadia14_53u, e4bd, ec8c, 17d5, 8ff1, a0c8, 52a7, 05fb, 6782, b5c6, acadia14projects_153av, 4a9e, a617, c263, sigradi2016_484m, acadia14_333av, 2610, 37a5, 8f4f, 878b, ascaad2014_023w4, 98ae, 0db0, f754, d101, ascaad2016_045t18, e13e, 26d8, d751, ada6, caadria2016_321g14, 9a47, 09dc, 879f, 34bf, be9c, 7dcb, ce52, ab5a, acadia15_407o17, fe83, c28f, 673b, 18c1, 4eb3, 5d85, de4c, f1c8, b22f, 832c, 9041, 9ff6, d8ce, d8fd, 8b7a, 0f06, fec0, b62d, e89f, sigradi2013_429g, ecaade2015_169w34, 1e87, acadia15_513z22, c83f, acadia14projects_101ah, sigradi2016_382x, 0f6b, ecaade2015_127t24, d23c, ecaade2014_168y40, 9ed6, ascaad2014_024r5, a990, 1938, 58fd, edcf, 639f, edff, 6275, sigradi2014_074x6, 1854, sigradi2014_114p9, 6300, acadia16_44p3, ecaade2014_108d24, sigradi2014_181t5, cf39, efce, e73f, 6c73, b61f, 23d8, da4c, ecaade2016_217l56, ecaade2016_118j31, 5726, ijac201614407r4, 2408, 9e77, 7c60, 4eb5, sigradi2013_222h, caadria2017_058m20, 367c, 092f, 52ff, f71f, 30c0, 348e, 88b5, 1ea7, 73a8, aad8, ijac201412303r8, 4905, c060, ijac201412301o6, 7aa2, ed9e, daea, e207, eeeb, a7cf, adf5, 8fcc, 6492, 705d, acadia15_223g9, 5d8f, 210b, c0a9, 9455, f85b, sigradi2013_117i, 9980, 2924, ce7c, 00fa, abaa, dd9e, 0892, b30d, e308, ecaade2015_59i11, fca6, ascaad2016_053l21, caadria2015_206g30, 1810, a658, 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sigradi2013_429m, de3d, 9560, b334, 2e3d, 5137, 9c4a, 408e, acadia14projects_435ag, 3b0c, dcd2, be22, feb0, sigradi2016_382q, eca0, ecaade2016_063k15, sigradi2014_048b5, 8f40, fede, 6e58, 45e2, 86cc, aee0, 12fe, 1b57, 28ae, a78a, e817, 91cd, 537b, f503, 0901, ijac201513101i1, e942, 6b76, 7add, a3d5, 42bb, ad59, 9a30, ijac201513305t12, 2c91, 556b, 11ef, 6515, b19c, 0a4b, sigradi2016_595hh, ecaade2014_186a47, 497b, 4017, caadria2017_124i33, 12c4, caadria2015_064u7, eb2b, sigradi2013_414c, ijac201412301w6, 49a0, d7d1, 4ba8, ascaad2014_014p8, acadia14projects_247l, 56f7, ac08, 0a03, a35a, 5312, f7ad, 15e4, 2f86, ascaad2016_059l23, e9c7, ecaade2013r_010v6, c9ce, e295, c866, 549c, 08a6, 103b, 03be, 41c2, 75e4, 7124, ea3c, caadria2015_033b5, 9ee2, 51ba, 12ca, e049, 3739, e649, d2be, d2c6, 8948, 2b61, 7a43, f9ca, 4ad6, 0a4c, ecaade2015_114v21, 3273, a91d, 08f9, 1480, b558, 415a, ea83, 3d4e, b7c8, 4ded, ccfa, f458, 7603, acadia14_463c, 5027, a5a4, 19d6, 8f21, d260, 4115, 3a53, 15ee, 4b22, caadria2015_213t32, fbaf, 801e, b48a, 99b5, b87f, dd3c, 8acc, fccb, 6336, 1600, 04da, 14d2, 219f, 0e49, a125, cf2d, 37ac, c69b, 4928, 468f, ecaade2016_144i40, 9049, f811, 77b3, 2346, ecaade2016_198k52, acadia16_372g23, 3478, 8351, 47bf, 4459, 2736, sigradi2015_11.8t23, d03c, 32ac, 148c, dc28, bdf8, 8842, fe37, 9c03, bd98, de9d, ecaade2015_195f41, f5c8, d29f, 149f, ecaade2015_287f63, 5075, a122, 4053, dd5d, ijac201412201n1, e820, 96a4, 7b47, 06d5, bfc4, f13a, 517c, ad19, 9dc3, f572, 7662, ecaade2016_123t33, f2f0, 091a, ecaade2016_223o58, a216, 0237, 32ea, 594c, ijac201614401h1, 5415, ad89, 3f45, ecaade2016_027x7, 19aa, ad77, 2d6b, acadia14projects_167aa, 25dd, 63b4, 449b, 1336, c24e, fc2f, d314, ecaade2014_120k27, acadia14projects_145x, c9a6, ecaade2015_215s47, 7d4b, 3787, acadia14projects_719b, 2708, 0f99, ecaade2014_195o50, 1757, 31e9, ecaade2014_187g48, be10, ef37, 137b, 76b9, sigradi2013_28, ea1c, a26a, 4a1f, ecaade2014_184g46, dc12, sigradi2014_164i4, ecaade2014_086u20, 2486, 33c5, ijac201412201f1, c25d, b79a, 3779, ee3f, 9675, a821, sigradi2013_397d, ed74, abab, da78, a530, 18c7, ecaade2014_197g51, f8f5, 6dca, 4fbf, 85c3, ecaade2016_114h31, ae64, 8c46, f9e6, 97cd, baf8, d5b1, ecaade2015_158g33, 20ef, 03f1, 947d, 0511, fb83, 509c, c291, ecaade2014_052v12, 84f0, 612c, 99cb, caadria2017_009l4, 05ad, b98e, 4547, ecaade2014_066v15, ijac201412205u3, 6b2f, caadria2015_168k25, d55b, 9034, 7ef4, 486a, 185a, f0f6, acadia15_323f13, caadria2017_142c37, ecaade2015_304y66, fab4, ascaad2014_004k2, 1ae8, 7b66, 6abc, ac98, acadia14_43aj, acadia15_203j8, 11d8, 3517, 4f06, ecaade2016_191l51, 2bdd, 8a0f, 591a, d187, 2d76, ec4e, 4657, caadria2017_031l11, 2450, acadia14_435ak, 3c90, 3a43, caadria2016_197l9, abef, 4aad, a12d, caadria2015_023z3, acadia14_111g, b316, dc17, 66a1, acadia14_565ag, 5e2a, ijac201614103m3, 9440, 202f, 0594, 1203, 983a, acadia14_473ag, 268e, 7628, ecaade2016_074v21, 79cb, 294e, ecaade2014_016j4, ff39, ecda, 547d, caadria2017_129e35, 2d3e, b22d, d49c, 5323, 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caadria2015_226a35, ac10, 0abe, 3412, caadria2015_108z16, ascaad2014_029t8, 651a, 9fae, 340f, 325f, fcba, 357a, 69c4, e801, c4a3, ijac201614205p10, bd6f, a054, 2cd5, 14c7, 8540, 0c15, b823, ac2d, 741d, caadria2016_683s29, 8f08, ecaade2015_230d52, d2fe, 4da9, 03d7, 7d04, ecaade2016_006k1, 31ae, c876, 1009, 902e, 4a07, e9e2, ac21, 8525, e79c, 5904, cfd8, de98, af2c, 0346, 9113, 620b, 44af, 8781, f9f4, 014b, 8874, d1a6, 8051, fa55, ijac201513301x9, acadia15_47n1, 9d72, 48a8, e28c, ecaade2013r_006x4, a238, cc85, ecaade2016_079t23, caadria2015_178x26, 9722, 31d8, sigradi2015_3.65v2, ijac201412302m7, a3a2, e49d, 8a74, ee9b, 80ee, a600, a389, a2b3, 67e5, acadia16_344o21, caadria2017_183m44, 9163, 79ae, sigradi2014_303g5, e648, acadia14projects_145ad, sigradi2015_10.7j18, acadia14_589f, 9afa, bc71, aa50, 32af, 6665, e5e2, sigradi2015_4.219c7, 8513, a0bf, a411, ecaade2016_042l11, ecaade2015_332s71, c92c, 686c, c4b2, 9a4c, d40d, 2ca9, sigradi2015_10.267t20, cc5b, a56e, 0f18, 0da5, caadria2015_203g29, 56eb, 1111, eaae, caadria2017_041l13, 5cf3, 4947, sigradi2016_615x, 34c8, e5f0, 695a, 7d9b, 1693, 975d, 62d9, bb79, f917, 2770, baee, ecaade2016_105b29, d5da, b0cb, 4935, caadria2016_177a8, c0fa, 5789, acadia16_344h20, ascaad2016_038h14, acadia14_101af, a7e5, ae6a, 11df, 128e, 3a80, b4ab, 077c, acadia14_339ag, caadria2016_003l1, 3c2c, 537c, 0791, 9f6c, 6bf8, cc72, cd73, fd13, 692e, abc9, 0aa6, 35eb, caadria2016_683f29, cf53, 8cdf, 2f16, a008, ijac201513303z11, e50d, ascaad2016_025l10, e173, 763c, c814, 0e3c, 4bc9, d642, 239c, caadria2015_114t18, a1ff, b45e, 8113, 14d6, 51d4, 22e6, 8c90, 62f3, e221, ascaad2016_044u17, afc6, eeb7, 8949, ecaade2015_334o72, 1f17, bd63, ijac201614208i13, caadria2015_185m27, 15d7, 2dfe, 94c1, 6097, f7b8, d94e, 9804, acadia14projects_357au, 9159, ee09, ascaad2016_038g15, ecaade2015_129j25, sigradi2013_401k, 8f50, acadia14_63c, 354b, a0b5, a05f, 85bf, f03d, sigradi2015_10.220f20, b47c, ijac201412405v8, 720e, ecaade2015_229k51, 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acadia14projects_549o, ecaade2015_138p29, ijac201513101t1, ecaade2015_53y8, caadria2015_119d19, 8e34, caadria2015_150c24, 7e84, caadria2017_122b32, 8b88, ea95, 361d, 92ba, 2158, 465d, 33a7, f8ff, 6d30, 90d8, 2752, 09e9, 29c7, 14d3, 9b8d, 2ca4, 8465, b716, sigradi2015_3.201s3, ecaade2016_040o10, ascaad2016_030g12, d7ba, 1e6d, 420d, c5ac, ddba, d700, 6105, aac8, caadria2015_087x13, 0164, 861c, 048f, 85a6, 7728, 9916, c052, 2b43, 175a, 082e, acadia16_88c6, 7e0d, 276a, ecaade2015_77z14, f249, 6da6, c9d4, ecaade2016_199x52, 42ae, 3c4b, 6090, caadria2016_003m1, cf05, 7947, 9d42, 642f, dfaa, 4e4d, 2204, adda, caadria2015_078f11, 19b9, debb, 8fff, e63d, ecaade2015_138v28, f31b, 55e6, 0c5c, 1ff7, aa3b, 9898, d48d, 7543, ecaade2014_192y48, acadia14projects_691a, ad03, aa2b, 1881, 39b1, 693b, 282b, 06aa, 9843, acadia14projects_247n, sigradi2015_3.65o2, 03cf, fbfd, 9408, add7, a7ff, 991f, 9730, 4243, acadia14_177s, 1790, ecaade2016_217u55, 8ab9, b533, f960, 8e0b, ceab, 386b, bf3c, da11, f20a, 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ascaad2016_036a14, c187, 24d8, 8dbe, 6ae1, 0cf1, 1f99, e64f, 69aa, 056a, 5727, sigradi2016_383kk, b60e, ecaade2015_333w71, a70a, aca9, 8a20, c226, acadia14projects_661e, 7fbc, c02b, 1565, 9531, ce6d, ecaade2016_048w13, 0d5f, 23fa, ascaad2014_034k1, d741, 8e5e, caadria2017_123p32, 11dc, b45b, caadria2016_055p3, aa5b, c17c, 7a5b, caadria2017_051u16, e18a, e31a, 4f0f, acadia16_54w3, 6335, dcea, d053, baf0, cb0a, 306c, e47f, ijac201412304t1, 7cf0, 0858, 7295, 26f6, 804a, de09, acadia16_140f10, a8ce, 1c89, b22b, c32b, acadia15_497s22, caadria2015_049e6, b56d, 923d, 4037, f7a2, 87fd, 588a, 1f10, 727d, 24ea, dbb5, c9fb, 5b1d, bbff, acadia14_23ac, 1b42, 3a5a, f871, 472f, 9024, ff3d, 7c6d, 68fe, ecaade2016_040y10, ijac201412402x4, d022, 90f8, 61fc, 1a9e, 10f9, 3edb, d143, bf48, 5d31, b4ea, ff5e, a329, e68c, 0314, a59b, 7ac4, ae0a, ed8d, 78a1, f191, 3c4d, cf9c, 0ad6, 792a, acadia14_375d, ade7, f2ad, e5c3, 925c, 7568, 58c7, 4835, 7185, f9db, acadia15_251h10, 72b2, 7fd7, sigradi2013_189f, 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1e0c, afab, dcf8, ijac201412408a2, 6983, ascaad2014_013y6, 9b8a, 124b, b9c2, ecaade2016_077x22, f3ce, 8a8b, b4ba, ef6c, 0904, 12e7, 9d2a, f870, 0381, caadria2015_061g7, e448, 8125, 81f2, ascaad2016_042r16, fe3b, 7176, 7a0d, ecaade2014_149g34, e3a1, 6933, a034, sigradi2013_421l, a6b6, e8df, f11e, 9a25, ecaade2014_194l49, 86db, 9d22, db2c, b1d5, 036a, 5725, 280b, d84a, 0e42, 8922, acadia14projects_531o, b7cd, 5ee3, 9b04, 6942, cb5b, ee90, ijac201513305n12, ee9e, e261, 79d2, 29f8, e810, b01c, 61a0, 4534, 0657, 7f35, 0720, 3175, 72bf, 3f12, e6ca, a1fe, 8550, 9293, 0ae9, ecaade2016_217m56, 43f5, 091c, 816f, 0e9d, 622a, b57f, c5ed, 5cb1, 848e, 42a1, d130, fddb, 931b, d38e, sigradi2016_702w, ef88, ecaade2015_196v41, 6d5a, caadria2017_079d24, ascaad2016_043g17, ijac201412403g6, de38, acadia15_343b15, ecaade2014_010z1, cfde, 4e71, c081, 09fa, sigradi2015_13.316a29, d6bd, 9b5a, 7a9a, 862c, sigradi2013_389k, caadria2017_015w5, ecaade2014_163a40, daee, 8f38, 3190, fc85, 87be, f738, 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ijac201614403o2, 06dc, 656c, sigradi2016_639gg, 1171, caf1, 2035, ecaade2014_140o31, 2372, edb7, e8ef, c7ee, ascaad2016_059o23, c706, ijac201513205d8, 3f17, 6013, e309, caadria2015_139x22, 2bc4, fe58, bf15, acadia15_483h21, f79d, 7774, 26f2, ascaad2016_045z18, f7b4, 1294, a9d2, ecaade2014_029c8, 25a3, 6649, 3a14, 3e46, 36ce, 0698, ecaade2014_072d18, 7080, 7deb, 6f7c, f02a, 1609, 14e3, 8194, 2680, a130, 973a, 6e6e, c6bc, fe61, acadia16_88t6, 296c, 7c16, 0d82, 2222, 6072, caadria2015_190g28, bf22, 58db, d3dd, 565a, a6bf, 89a8, 3279, e950, 81da, 571c, e0d7, 0c4c, 811e, a292, 2d64, d8db, sigradi2013_31, 9c9f, cb79, 8330, cbc7, f881, ecaade2016_147o40, c906, 9ab5, 15a3, acadia14_291ay, bd4d, ecaade2015_127z24, 1bef, 5df3, cdfb, 0fc0, d9fa, 1ae5, 0cc8, b089, dbb7, 7efc, 444f, 6f55, ae07, 930a, 19c9, 4133, ecaade2016_bkoh65, 658b, 4a78, 8f7b, 4c49, a0ee, 8441, 5f8a, caadria2015_206s29, f462, caadria2015_130k21, 2795, 6697, 01fc, abb2, 8dac, f198, acadia15_497l22, 1233, ea17, 0ece, 8b31, 2a19, 3c4a, 6ac8, f74c, 2c88, 3a5b, 1fe3, ecaade2016_164i46, 26c3, 2fd6, 2a18, caadria2017_057d20, d87b, d75a, 7d23, 28d4, 66c1, sigradi2015_11.196l26, caadria2015_023b4, 6501, 9a50, ecaade2015_73f14, ccd5, 0d35, b3bd, 111c, b82f, 6785, 628d, sigradi2015_12.297e28, 971a, b780, 3d58, ad99, 8da3, e40f, 52c7, ecaade2016_129n35, edac, 360b, 57f2, ascaad2016_032v12, 7b50, ecaade2014_197j51, ascaad2014_033g1, 90c3, 766c, 70cb, ecaade2016_113y30, 1d32, b998, 26ca, e37e, 52cd, 1a42, 4f3c, fbc8, 48ee, ecaade2015_178e38, sigradi2015_9.270f17, acadia15_451v19, 13d2, 80b3, 609d, 64ab, c509, 9043, caadria2015_188y27, b815, 3234, 1e80, 5fd5, ecaade2015_17n2, 4285, a4e5, b349, a24d, afda, acadia16_154f11, ce5d, 7fea, 248b, 8959, 991b, 5620, sigradi2014_151o3, cc30, ecaade2013r_001n1, 92da, caadria2015_073p10, 4686, 7df2, 559c, 3ccb, 8928, 6584, 7492, eba9, a891, ecaade2014_168e42, 477c, sigradi2016_443xx, f5fc, afcd, ecaade2016_225t60, 535c, a0cd, 0c87, 2271, 6928, de4e, 4af0, 246d, acadia14projects_63at, 035c, acadia16_116p8, 9adb, 2c0d, 3cdc, 616d, b153, 08b6, e7c1, 5b33, 791b, 3ba8, ecaade2015_138x27, 46c0, acadia14_145aa, 2c27, 7f42, 2e51, 70b2, ec6a, 5de2, 0094, 1f64, 8ec7, sigradi2014_137l2, 94c5, 657d, 4e1d, ascaad2016_039l15, 8b7d, a0e7, 285d, 2c65, f847, 4664, 9218, ijac201614402t1, bd72, 6b5b, ff57, 45cf, bec6, ecaade2016_ws-dleadk68, a3cd, 0cdf, a47e, 9e91, acadia15_57g2, b196, 98df, 0e71, df70, f8f2, 5d89, fb41, c05f, caadria2015_114y17, caadria2017_185y44, 8e05, 6361, ecaade2016_091h25, caadria2017_155m39, db83, 59a9, f1f5, acadia14_601ai, f6b5, 3665, b548, 62e3, 74b8, 1bdc, 3165, 05c6, caadria2015_208i31, e768, 8046, dcb5, f22b, ijac201412205p4, b6ae, 0a0f, da5f, 7bd6, d838, 4d90, 563a, ijac201513105u4, 35c5, ecaade2016_078l23, 86fc, d9e5, 630d, f6f7, 8ce2, 6cd7, 4ea7, 4c6b, e03f, 0e2d, 4be5, dd95, b468, 8837, acadia16_244u15, ef3f, bf54, bd5f, 7877, c4bc, 1068, caadria2016_713s30, 733b, cde1, acadia14_43ak, 5248, ijac201412404z7, cb84, 10aa, 3a60, ff06, acadia14projects_339au, ascaad2016_019t7, eb30, 7545, 4148, c78b, bea7, ecaade2015_170o35, 660e, 8368, sigradi2015_sp_8.6i30, 658e, 7308, ecaade2016_038h10, ecaade2014_018v4, 47ab, 9263, 18d7, 40e7, 2250, a8a8, cb2d, sigradi2016_515g, 66c3, b755, 58fc, 82da, ec77, caadria2015_087n14, caadria2017_004h2, 7edd, 9d66, 68a9, ecaade2015_284y61, 1494, 6e3e, de2d, 745b, c52f, sigradi2016_385ss, ijac201513105o4, acadia14_311w, 633e, 484e, 2550, acadia14projects_189at, f980, 2636, 03ef, d7f2, ecaade2016_210f54, 869c, c60b, ecaade2016_154x42, 5ecf, 442b, feab, 1af0, c182, 6109, 09e3, 19e0, c507, caadria2017_074e23, f9cb, 017c, 80de, 8c4f, sigradi2015_8.41y10, 95f5, sigradi2016_414hh, e1f1, 3c03, sigradi2016_407v, ecaade2015_118r23, 50f6, 9ace, fa7f, 3ed8, ecaade2015_286e63, 0bcd, 3f33, ascaad2016_044s17, ecaade2016_190p50, ceeb, 8e58, fb1b, 9cf8, 7900, 640c, 9012, 75b1, acadia15_357k15, 5069, edfb, 8e2a, 3831, 3fcd, caadria2017_016x6, caadria2015_172i26, c92b, 8b36, ecaade2015_87v17, 6bbf, edc6, 9ecb, de72, 69d2, caadria2016_177u7, eec7, 509a, eb53, a083, 99a3, 6e95, ascaad2014_022r4, 31bf, 0724, 721d, ff53, 00f7, sigradi2014_265p1, caadria2016_851z35, 24c9, sigradi2013_366z, 5dbb, a40f, da3d, b0b3, 53ef, 9b46, 854a, 713a, 7dc2, c588, acadia16_152c11, 740e, 00d7, 40e9, sigradi2016_448t, 45bb, 5176, acadia15_251k10, 0b41, ecaade2016_111m30, 67e6, 3c79, 88b9, 72a3, c947, 5587, d226, ad61, af56, f373, a0b6, 1851, sigradi2014_045y3, acadia14projects_81j, fbe0, 99a8, 6745, acadia15_251m10, 48e7, e739, 3f62, ecaade2016_002e1, cb2f, ijac201412305y1, 9ce4, 512d, e119, d16c, d12a, ba79, 0201, sigradi2013_271n, 678f, ijac201513104i3, f423, a31b, 1bd3, ecaade2016_158p43, 120b, 1972, f6fe, a5cb, ecaade2016_144m40, 5916, 202a, 16a3, 9895, ac4b, 82a9, d025, ecaade2015_329i71, 7d3d, ecaade2015_25l5, sigradi2013_111s, ijac201412402k5, 10d4, 74eb, 2bfc, e8a7, a979, acadia14_463z, ecaade2014_060y14, 27bb, sigradi2016_461j, c05e, 1143, 0327, 1389, b62b, 2926, sigradi2015_8.81x11, acadia14_101w, 9bf1, 19f7, c7e5, 241d, bdc6, 6847, sigradi2014_032m2, e8d5, caadria2015_073d10, f3d9, 48dc, f583, ijac201412403v6, 1ec5, 943e, ijac201412408v1, 2907, a80f, 310d, 5a5a, acadia16_470c27, 2bf0, ea3d, d90b, c870, ecaade2015_193j40, c457, ecaade2016_152s41, d12c, d2c9, ff3a, 3cfa, ec28, ascaad2016_022u8, acadia14projects_53n, 5695, 358d, 327c, d5e2, 3798, e35c, c9c0, 9896, 54d9, d21b, e1d5, d8fe, 9c12, dda6, ceb1, 2ccc, sigradi2013_327s, 1ef6, e86a, 0c25, b484, ecaade2015_164z34, a94f, c0cd, 266c, c08a, sigradi2016_737ff, sigradi2016_550l, 0d75, ecaade2016_225e61, sigradi2013_386o1, acadia14projects_63ag, 79f9, f437, 166f, a253, 9c1f, 7fb3, ecaade2014_140s31, 50a7, 8101, 774f, 0b55, 89bd, 7259, ijac201412201i1, 6662, ecaade2015_193v39, 7d5c, aee9, 1f91, acadia14_655ai, acadia14_671r, 9522, 7449, 2f64, 4a41, 5e32, 32b9, 59de, 95f9, sigradi2014_132p1, a1c9, 0d6b, caadria2015_164c25, ijac201513203l7, acadia14_517s, bccf, 5260, sigradi2013_30, c7f7, 24f5, 1efd, 6c35, 974a, a858, 9c77, 30ce, caadria2016_549l23, 2353, 2e5f, acadia15_323r12, 462d, c57d, caadria2017_037f12, 6d2b, 00da, 9e66, caadria2017_104a28, ijac201412206x4, eac4, caadria2017_081s24, c36a, acadia16_280d18, 2c2b, c38c, 83f4, sigradi2014_152u3, ascaad2016_045v18, ijac201412302f7, aaaa, dc06, 9386, 1958, b579, caadria2015_114b18, 0e6b, 0214, 464e, caadria2016_589w24, cef0, 483f, c301, 4a34, ijac201513205x7, aece, d442, 874c, 34b1, c224, ecaade2015_55s10, adf8, caadria2016_085j4, caadria2017_113u29, 3253, 367f, 0ec1, bfe3, 47b4, ecaade2014_015m3, 553c, 197b, 2c75, 694c, 7216, 130f, 3167, 4465, acadia15_57c2, caadria2017_056d19, 7cc0, ecaade2016_013o3, c667, 985a, a301, ijac201614309f6, 2606, ascaad2016_016r6, caadria2015_208z31, 8e03, 9663, 68b2, 35c2, caaf, 3535, 51ce, fdc4, 54b6, 4a5e, 8880, df5f, 1d03, c847, caadria2016_735p31, 268b, caadria2016_249i11, 922d, 82cd, caadria2015_218v33, 4095, sigradi2016_488s, 58a2, 2c18, 087f, 3525, 70e1, 21ad, f0db, sigradi2016_530hh, 5efb, 0b18, ijac201614102w1, 8a93, a4d4, sigradi2016_585qq, 21aa, 6f11, 810f, 9cdf, ecaade2016_199z52, 0dbf, 6eb1, ac8f, 5923, 3721, caadria2017_058g20, acadia14projects_463av, b40d, 56bf, e1ab, 7484, f336, a4c1, 8610, sigradi2014_289h4, e779, e728, b1ee, 67b7, e2f0, 1d07, 229f, 5dac, 874f, 3350, 4a7b, 0fdc, d2ef, 2573, 1af7, 31bc, 07da, 17b1, 9655, 7f96, acadia16_344l21, f7bd, 7e39, 0639, e4ad, d725, 4ffe, 1b59, sigradi2013_414f, e3f6, 216d, b7bb, 3e29, 754e, 17f3, e791, afb2, 80d4, cdd8, 637b, f563, ecaade2015_82a16, e291, e503, 4d8b, 4542, e096, ecaade2015_61p12, 7f29, a3bc, 2033, 19ba, ijac201614404b3, 5167, d8c6, 8056, caadria2016_291u12, 3757, 30e6, e1e4, 9111, 2f25, b205, 8792, ijac201412302g7, acadia14_153az, 181a, acadia14projects_627al, 4807, 80be, 1371, 0ec0, 08ea, 6dd1, d2d1, 33d8, e548, caadria2015_194p28, 0297, 5d49, bc99, 7fb6, 5b5e, e9bc, 9477, acadia14projects_23u, 9801, a6aa, e081, 80f4, dce3, 76e4, cf3d, 8207, ecaade2016_118v31, 537f, sigradi2016_428k, a854, bdae, e024, 5b61, 1ff9, fb39, 1596, 1e0f, 7479, caadria2016_787g33, 9a2a, 967b, cb4f, bb4a, 9e36, 459a, caadria2016_497d21, 44f5, 33f4, 4f2b, ijac201614308c5, eded, 800d, c38f, 2ec5, 65fa, e7c6, bdef, b958, eac8, 2317, 5ba7, caadria2015_015c3, 7d66, fba3, ff4d, bf0b, d17b, sigradi2015_6.387u9, ecaade2014_044t10, df55, acadia16_140u10, 0193, 2f1e, 80e4, a2bf, b240, 8447, sigradi2013_30g, 615d, ecaade2016_171b49, 0b05, 29fb, b07e, f36f, ef06, 3182, 8ffd, bd45, bedc, f35b, 8ea8, ecaade2015_127f25, 7183, ecaade2015_230m52, 9056, 7727, c7bd, ascaad2016_005f3, bbf4, 2bb4, a75c, 624b, 8f62, 9664, 1c46, 526d, bd1d, 1f74, a5c0, 99d0, eb86, 85f9, a0f4, 1038, 7e86, 711e, 63fd, 6c09, 3047, 662b, c57c, 7b75, a8a4, sigradi2015_9.347c18, cba9, 8a16, caadria2017_125z33, caadria2016_415y17, e332, 30b1, 6fdd, 2f8c, 40ee, e527, ecaade2016_017s4, 060c, d912, afaf, ecaade2015_113j21, 1d49, 11e9, 2c22, 378e, 0eb0, ijac201614202y7, 58ee, caadria2016_529u22, ecaade2014_079u18, ecaade2014_113p26, 02f6, 4945, 8adb, 2400, 4c4c, 7944, ecaade2016_007d2, 01a8, 4462, 4c03, 517a, sigradi2016_534kk, c249, 5649, 56bd, db20, ecaade2013r_004r3, 9027, ecaade2015_199d43, 1472, 3b5c, 9a08, 4aa7, 970a, ee0f, 736d, f68e, sigradi2014_136c2, 392e, 07d0, d969, 46f8, 92ce, 1380, b785, acadia16_78o5, f719, 2244, 4809, 0ccc, 1817, 3815, ea6c, 1f00, 686f, f23f, 53cc, de05, 2c6b, 75bd, f5f9, 54a0, d87c, ecaade2016_147z40, 67c0, 8e93, 77f8, f203, 044c, b148, 95e0, ea58, d7cb, ascaad2016_059i23, d0c3, ecaade2013r_012m7, 821b, 9dd0, 60f3, ijac201513201f6, b40a, d46a, bcc2, a5a7, c1c3, da7d, 1d9d, 6edd, feb9, dd03, 32fd, ab04, 9c1c, d84c, 379c, 2800, 4ef1, b308, be4f, 4e2e, 7f9f, a409, 894d, 4acb, 0bff, c22c, sigradi2013_280r, 8854, 015c, sigradi2013_112d, bc6a, 59f0, 5c87, b41f, acadia14_691ax, 55df, 9a94, acadia14projects_189an, 86bb, 7a40, sigradi2014_313u5, acadia14projects_589d, 5dd6, f487, ec89, caadria2017_183a44, 53fe, 05c5, 2d80, ee51, fe41, d045, 5b34, 4b04, e875, d96e, 2307, e4b2, 70e9, 5f60, caadria2017_067l21, 57f6, 1051, 4adf, f244, ce5c, 4b15, 3437, 9f39, 292f, a003, 5f7c, f17f, 6f75, 0be3, 01ab, fbc2, e485, 8cba, b99b, fc5e, db22, 7999, c35f, caadria2016_115k5, 95c7, 4f17, 8c52, dcb8, ac19, 8a07, sigradi2016_446i, 0339, ecaade2014_132c29, 7d0b, 2480, ecaade2016_223j59, ascaad2014_004c2, ascaad2014_014g7, sigradi2014_084x7, 3ccd, acadia14projects_177ae, acadia14_579m, 12e5, 21c1, 3209, 67f3, ef8b, 69fb, 8227, fb36, ac28, 4049, 305f, 88b7, acadia14_565v, acadia14_23u, 7bd7, cc2c, ijac201614407s4, ecaade2015_130n26, 0ba7, be12, ccb3, 5101, 9d73, c53a, 3ee5, b5cc, 2347, sigradi2014_157b4, acadia14projects_167u, ecaade2014_233k60, 6ef5, 5464, 5487, 9f57, acadia14_589e, acadia14_237at, b9a1, sigradi2015_11.34b24, 1204, b0af, 371d, 2010, ecaade2014_194e50, 1e93, e6c6, 9517, 7f47, b9c4, cd49, caadria2017_008c4, 0593, 05f8, 4de2, 2274, fb63, f038, acadia14_655aj, caadria2016_219k10, ba87, 7a0a, 5b0f, 32ba, 13f0, dbd0, bcef, fa8c, acadia14_463t, c322, a797, ecaade2016_016e4, 17be, 98af, sigradi2016_568oo, c4fa, a9b7, sigradi2016_595ii, acadia14projects_691aw, fe55, ecaade2015_180y38, ecaade2015_155r32, cc3a, e4f7, e6d0, 1b24, 9924, sigradi2013_100, 689f, 803a, f970, 8ce4, e391, 2157, 0e4a, 0b8c, fb72, 56b5, ecaade2013r_014i8, sigradi2013_347s, ea28, 4a0d, cbdd, acadia14_435al, 35d7, caadria2017_021m8, 5e42, sigradi2015_10.309n22, a8ac, a9cb, f726, bb56, 3944, 3274, sigradi2016_737bb, a493, abd8, bb15, 940a, e554, a2e6, acadia14_145ak, ijac201513303y10, ijac201412404h8, 08bb, 88f9, f3ea, 8418, 17c9, 7f73, c83a, a3b9, f1f1, ecaade2016_225j60, ecaade2014_230s59, 6682, 3324, f95f, a904, ascaad2014_016d9, 7dad, c56a, e6a6, 4ca1, sigradi2013_41v, 1631, aa2e, dd90, a91b, b281, 8110, 5a22, e8ce, 3055, 1d42, caadria2016_507k21, 5c5e, 4d4d, 5880, sigradi2013_294t, f478, 2fbb, e751, 76bd, acadia14projects_333ax, d31b, 5f3c, 94fc, e8f9, 6ee7, sigradi2013_208m, 7cf7, 5e2f, ade6, bc16, f200, ab9f, caadria2016_851u35, 5da5, f8ca, 95a1, ijac201412408u1, acadia14_487i, 0a1d, sigradi2014_169n4, 3b21, ed2a, 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ascaad2014_004r2, 62ac, sigradi2016_448w, b9ec, ad36, caadria2015_031r4, ecaade2013r_012j7, ecaade2015_35r6, e402, 142f, 08a1, 414b, 66ea, 1501, 1a08, ce05, cc68, ijac201614405i3, 7f23, sigradi2013_259h, 3531, ecaade2016_068g18, 5bff, c4ea, acadia14_199ag, dff4, acadia14_63ag, sigradi2015_4.219w6, caadria2015_078k11, 8f1f, 80f5, 46ef, f2c5, acadia14_479h, 8ca3, 7919, 3343, 4a56, 229d, 706b, 7154, 21e3, c122, fd78, d402, acadia16_140a11, 8eac, 10e6, 8e1f, 19bc, 6eed, 8c47, a236, caadria2017_009u4, 19c2, 1495, acadia14_153an, af5e, 14a0, acadia14_719h, 413b, e6c3, ecaade2015_127g25, ecaade2016_182o49, ijac201614101i1, 36f8, f727, 85aa, 5747, ea39, 58d0, 5a64, 00e8, 830f, 6d5c, 3201, 7a19, 6cf0, 19af, f502, 9e59, bd76, d1bb, 9680, 3b9f, baf1, e94a, 40a3, 39b9, 3442, 4d65, c73e, 68dd, ijac201614102p1, b4c4, ijac201412201l1, ijac201614204p9, b8a6, 25fe, ijac201412203c2, e275, d573, 5de6, f66e, 8987, 5b95, 9020, caadria2016_209t9, 94d5, 29f2, 7e01, 22aa, 8ac1, a20d, ijac201614208f13, 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sigradi2013_401s, 1421, c148, 2493, 8400, 53c2, 7899, ecaade2016_021b6, 33a3, 0478, ecaade2014_038y9, bdc2, c6a2, 9e94, ecaade2015_38n7, b8b6, 4d32, ijac201614402o1, 5817, fff2, 8cb5, ed81, 35d0, 6661, d5b2, 0985, ecaade2015_172b37, ee3e, ecaade2015_298i65, 1fc7, sigradi2013_381, 97c0, ffe1, 33f7, ecaade2015_64g13, 05f1, 80a8, ecaade2016_230l62, 7eea, bb9c, 755a, e3a2, acadia14_719k, 5bcf, 2ff4, acadia15_483p21, e42d, 62bf, ecaade2016_185h50, f349, f156, caadria2015_109a17, f2e0, 769c, 0f3e, 6b2c, 18bc, 2a97, e478, 4778, ijac201412201p1, acadia14projects_311u, 24bc, 86e7, c25e, ac91, 5517, ecaade2015_55r10, 4fb4, 38c4, 748f, d02c, ascaad2014_030d9, caadria2015_078m11, b46f, 0f64, acae, ff74, da19, 3f30, ac78, 4da1, f481, db64, sigradi2013_280, 6696, b9ad, 6eaf, c891, 4aac, c215, 525d, 030e, 53da, 29fc, 1f8b, 1c8a, ecaade2014_224p56, 7e00, caadria2016_095s4, 3168, a24a, ec3f, 63e4, da53, d6e8, a67f, 5752, a9f0, 8c01, 50df, acadia14projects_117av, ff96, b4b6, acadia14_473ae, d857, caadria2017_124p33, e35e, d7da, 7ca1, 25ae, 0ac5, 02b5, 3255, 56fa, a052, 4649, 0b7d, a844, 3219, bb4b, 5ec7, 94e6, ffa4, ecf5, 7f4b, bae0, ecaade2014_218l55, dc0d, 5a0a, dca9, ecaade2015_205y44, e109, 8b39, 27a4, 8bfa, 68ec, 904d, ecaade2013r_003x2, ecaade2013r_016v8, 48d8, 0f08, ijac201513303j11, acadia15_173p6, b78a, 5554, 6a9e, d243, a99b, f86b, c6e9, d8a3, e2bb, e537, dac0, c31c, 7cb2, 4583, 3693, 96c4, 5757, ijac201614308y4, 38d7, fd72, bf4c, acadia14_153ao, 49ca, sigradi2016_512d, 4aa3, 4422, a71c, a29a, b378, ecaade2014_133z29, d602, ca1b, aaf8, ijac201513102v1, ijac201513203s6, 50a3, f690, caadria2015_087d14, 09a9, bb27, c0f2, 22d8, sigradi2015_4.52o6, ascaad2016_042s16, e68e, 0e4e, ecaade2016_025j7, ecaade2013r_019k10, 990d, e804, c3af, 26ab, acadia14projects_75b, 3983, 836b, e6e7, acadia16_280v17, 2241, 38b0, d779, ecaade2015_207m46, 91d1, acadia15_161e6, 78a8, ef14, 9dc9, 7073, 95c3, 65f3, 7ca3, ascaad2016_016t6, 2214, 84b2, 9e60, 1550, f471, acadia14_579aw, d527, 1f3c, 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ascaad2016_030h12, 5433, bf77, 8a63, a0dd, 9536, c74e, 3c61, 492c, sigradi2013_386k, f320, 8b24, 2b4d, sigradi2016_441mm, ecaade2014_089v21, 7532, 1fef, c008, e3ea, 450e, ba56, 5c6c, ascaad2014_037k2, 3be9, sigradi2015_2.162o1, ecaade2015_152s31, 6f2d, 15ef, 66e5, 0705, 5955, ecaade2014_176c44, dae1, 3e4f, ascaad2014_029x7, 7f6e, e635, aa3e, 89e7, 7eb5, 8c4a, 19cd, 5153, e4f9, 8da8, f9f0, bb8f, e533, e967, fb9b, 9238, efbd, caadria2015_213i33, fec2, a243, ecaade2015_211x46, ecaade2016_018d5, 9a5c, d31d, 4d39, 4a63, acadia14projects_681af, 3157, 43bd, 6616, b9ed, ecaade2014_030h8, cc0f, 06ec, 84db, f7da, 8c22, e613, 0595, 27d2, sigradi2013_381l, acadia14projects_389c, 415e, 27bf, 16e9, 82e1, 3691, 2549, ac60, 5c95, eecd, 723d, ecaade2014_139e31, c577, 9ee9, 1f49, ecaade2014_140m31, 0765, c3f7, 4510, aa61, 75a2, sigradi2013_46, 084c, acadia14projects_153b, c80e, 6986, db5b, b45a, caadria2016_529m22, ecaade2015_64p13, ed48, 5089, d3eb, c7c9, ecaade2016_169n48, ascaad2014_007y3, b201, 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