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 ecaade2017_056
authors Kontovourkis, Odysseas
year 2017
title Multi-objective design optimization and robotic fabrication towards sustainable construction - The example of a timber structure in actual scale
source Fioravanti, A, Cursi, S, Elahmar, S, Gargaro, S, Loffreda, G, Novembri, G, Trento, A (eds.), ShoCK! - Sharing Computational Knowledge! - Proceedings of the 35th eCAADe Conference - Volume 1, Sapienza University of Rome, Rome, Italy, 20-22 September 2017, pp. 337-346
summary This paper attempts to reconsider the role of advanced tools and their effective implementation in the field of Architecture, Engineering and Construction (AEC) through the concept of sustainable construction. In parallel, the paper aims to discuss and find common ground for communication between industrial and experimental processes guided by sustainable criteria, an area of investigation that is currently in the forefront of the research work conducted in our robotic construction laboratory. Within this frame, an ongoing work into the design, analysis and automated construction of a timber structure in actual scale is exemplified and used as a pilot study for further discussion. Specifically, the structure consists of superimposed layers of timber elements that are robotically cut and assembled together, formulating the overall structural system. In order to achieve a robust, reliable and economically feasible solution and to control the automated construction process, a multi-objective design optimization process using evolutionary principles is applied. Our purpose is to investigate possibilities for sustainable construction considering minimization of cost and material waste, and in parallel, discussing issues related to the environmental impact and the feasibility of solutions to be realized in actual scale.
keywords Multi-objective optimization; robotic fabrication; cost and material waste minimization; sustainable construction; timber structure
series eCAADe
email kontovourkis.odysseas@ucy.ac.cy
full text file.pdf (17,965,186 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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12b4, bf1d, 35f1, bf98, f087, 6caa, db57, 65fb, 7f9e, c6f8, 075e, ascaad2014_030z8, 5daa, ecaade2015_109a21, bb65, 490e, ijac201614208j13, 820e, acadia14projects_101ae, ecaade2016_222v57, 8365, ascaad2014_020v3, ecaade2017_071ll, e277, 6c5d, 405b, dc73, a1a7, be33, 75f1, ecaade2014_057f14, 0e02, ed7e, 1db3, a2ea, 0658, ascaad2014_017n1, 2ee6, f4f8, ed66, a3bf, f387, d1f9, ecaade2015_196i42, ec25, a137, faee, 487f, 89da, 678d, 1d5c, 7d48, dbf8, 46c6, 94b8, 25ef, ijac201412302d7, 5d48, ecaade2014_206n53, 710f, ecaade2017_144aa, f5a9, caadria2017_058n20, cf42, 4c5d, bb58, caadria2017_016d7, c0ff, 9cd1, a6e6, 7d7e, dfde, 7e84, ecaade2017_023dd, ae16, 0aa9, ecaade2017_265q, caadria2015_117v18, sigradi2016_571uu, 60b3, 04f6, e886, 4a00, 9825, 5f8d, 51f4, 3bea, acadia14_177af, 4873, 176e, 2ae5, 2416, 7eef, bb6f, fd17, dd07, b56d, dad6, f2d5, 2fe9, 97d2, a106, 3648, sigradi2013_313s, 4278, d893, 9192, ecaade2014_066j15, 4f25, 4e50, 14d7, 9210, 979a, ecaade2014_195s50, ce03, 6950, 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3be2, df0b, 1584, ijac201412204z2, ecaade2017_181t, 1424, 539b, f9ae, c09d, f8a6, 62fb, 28df, 3767, acadia14_435ad, efb5, ascaad2014_032u9, 089a, ijac201412408z2, sigradi2013_167l, b8f0, 58fe, c147, 3e6b, e2cb, 4256, f075, fb34, 634d, 53b0, 5281, 834e, db68, 722a, 3aa4, sigradi2014_239b9, 93bf, ijac201412301e6, b46d, 96b7, b684, caadria2017_048u15, cfb4, 3a15, acfc, cec5, 8eed, 39e3, e2a1, 5dc5, 7384, 7b68, caadria2016_683e29, 0284, 952f, ecaade2015_129i25, ecaade2016_230r61, 1f9b, bcb8, 7e8c, sigradi2013_30e, 19c7, 2dda, cf56, 8876, 34e6, ijac201614104m4, acadia15_149x5, acadia14projects_601ab, 2505, 3526, dc63, caadria2016_013t1, 1ae1, ecaade2017_195ee, 6026, a844, 078f, sigradi2014_103a9, ca74, 36f8, ecaade2016_099i27, d05c, 40a8, acadia14_153g, 02d2, 3136, ecaade2015_138k29, 36f5, 8ac6, 581d, 1ed4, 9c92, cb8c, 9dd3, 3ab1, ijac201412202v1, 2e94, ijac201412402l5, ecaade2015_33m6, 87f0, dba4, aaff, 01c3, 7538, 05bf, 92a9, 737d, bd87, sigradi2013_304z, 9d74, 8bd7, 9256, acadia14_167x, cc84, cbea, 6149, ecaade2016_047j13, 4a34, b227, 1b8b, 794c, acadia16_254b16, 3909, a250, 6d1b, ecaade2017_073k, 5e8e, d649, acadia14projects_435ax, ecaade2014_191s48, 01f8, sigradi2014_132r1, b45a, 765d, e8a8, ijac201412301b6, 4d10, f265, caadria2015_124j20, 8f91, caadria2017_085d25, 71c2, 3803, a63f, ff76, caadria2015_162z24, b694, 3a7c, a2c5, 7fd6, ecaade2017_013kk, 17d7, e3fd, 7c10, c36c, 851a, sigradi2016_470x, 9ef5, 1e47, a2bd, 18b6, 6a2c, 4924, eaf6, 2dbc, 4357, 193d, 60e6, f617, ecaade2016_120i33, 754e, 1d19, d908, ecaade2017_013ss, 38bd, caadria2017_003t1, e0d8, 3d35, 5f77, fa89, 82b8, ecaade2016_165u46, 8025, caadria2017_016o6, 6cd3, 2684, 0bcb, 2a9a, 5f4c, db0f, b765, 1632, 72ed, caadria2015_126r20, 9be5, caadria2017_051b17, fc7a, 0f5f, 3072, d4ae, ecaade2014_108j24, sigradi2013_414v, 87ae, 097f, 0113, 7635, be5d, abae, f365, d5f1, 1eca, d913, 55a0, ascaad2016_045g19, fb92, 1c49, caadria2016_693b30, ef6d, 38cf, ecaade2015_304y66, e114, c78f, caadria2016_281m12, a4bb, sigradi2014_021v1, e75c, cf04, caadria2015_124v19, 3ebb, 8454, caadria2017_056o19, dc86, sigradi2016_517s, 7efa, 6ed8, 61aa, cc1d, a524, ecaade2014_010h1, 23e5, 6eb5, acadia14_291c, 3a07, sigradi2013_43, bf2c, b7ac, 2147, c1ac, e682, abd5, sigradi2015_sp_8.6g30, sigradi2016_407p, 7a6d, ecaade2016_136t38, f6d3, a341, 4a3a, 180c, b4a6, 9c79, ecaade2014_038d10, 2ed4, sigradi2016_560q, 3bc8, 0462, c218, ecaade2016_199z52, 4a3b, d8ab, caadria2016_383t16, sigradi2015_8.289h15, abfc, 8616, 1470, caadria2016_611j26, 6884, 8aca, 0aef, 0d35, df64, e0f2, 3c35, ecaade2014_113z26, c8a4, 825e, 4bce, ca55, 97a9, 39f1, ijac201412303s8, 7711, bddd, a0a2, ca41, 28c8, e359, b37e, d5e6, dedb, 54b8, sigradi2015_4.219l7, bc94, caadria2016_569h24, d568, 3347, caadria2016_851g36, 2764, 1a93, 841a, 02ff, 0411, 9e30, caadria2016_333r14, sigradi2014_197s6, 5fea, a82c, 4481, ecaade2016_042m11, caadria2017_163n40, d0ea, acadia16_88o6, 2024, 04b8, 00dd, b867, acadia14projects_627az, 8bf0, c261, 53c3, ecaade2015_144c31, d70d, 5f3d, c39f, f571, 6a56, a227, 1ffb, e27f, 9059, 7f15, 74c8, d924, 137b, 20da, 1ac2, b59d, d06c, sigradi2015_sp_8.6c30, 1684, 464e, 5632, 800d, ecaade2015_115t22, eb05, 9ef9, b69a, 7b53, 9623, 70d7, a129, acadia14_153al, fe60, 4c8c, 58c8, efd7, b317, 2f3d, 0968, 8eea, 53ac, 73b1, e370, 9497, e7f8, 09eb, e54b, 2b2b, 6c66, 13e7, 127e, cb30, e8cb, 3368, 8b72, 6503, 0ed6, e2e6, d4c0, ecaade2016_147t40, 6f0c, ced1, d6ff, 0608, caadria2016_177h8, f721, ascaad2014_024o5, acadia16_116w8, acadia15_110h4, 8ef9, e6fb, acadia15_343z14, ijac201614102u1, 3ca7, c548, 947e, b5d7, 136a, 259a, e4f2, 58a9, bcda, a084, 6a5f, caa5, 2f40, 97cc, 92e9, e6a5, 5524, 4823, caadria2016_197h9, ee56, sigradi2014_189l6, 2e7e, ecaade2017_041p, d4af, cd16, f6d2, 8b61, 8c63, 8d29, 67d0, 6b32, ecaade2015_206n45, e13c, 9474, ecaade2016_167o47, sigradi2014_293y4, 72e0, 8e37, caadria2016_003m1, a5d7, 1363, a1b8, bb53, f2ec, caadria2016_259s11, 2ffc, dd0a, caadria2015_218p33, 7b28, 64b7, 577f, 49cd, 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14a6, f5c2, d4b7, 2046, 1576, 098f, bad9, acadia16_62p4, a2c7, 3529, 1804, ecaade2015_15c2, 8aed, cf10, 6750, 9880, 060e, ecaade2017_291g, 3a64, c1da, b5a9, b526, 9544, acadia16_214j14, acadia14_117a, 6e76, ad36, 45da, 0293, 19f1, 6643, c818, e705, ecaade2014_140o31, 10c4, 54ed, caadria2015_203o29, 5de4, 0d7b, 44c7, eb3e, e8aa, e8a2, d4fc, caadria2015_087s13, d796, f501, 476e, 860d, cd79, 41d4, cebc, b85a, 10b1, 7fca, 702b, 7b4b, a2d5, ecaade2016_023s6, sigradi2015_3.65m2, sigradi2013_347p, b470, f10f, fd8d, ecaade2017_117r, dac3, 233a, 285c, b82a, 2fee, ecaade2015_206z45, ecaade2014_182y45, 6967, acadia15_483d22, c43d, 50ad, 6e42, 78a6, 68a8, 7fba, 4485, 8c8a, 30bf, 2356, ecaade2015_84b17, 118d, 2c43, 895c, 8245, ecaade2014_149o34, 1df0, caadria2015_185o27, ascaad2014_033e1, 87b0, acadia14projects_281aa, 6b1d, c0b4, 41b7, 0cd7, 4a22, 0466, d4ab, ecaade2015_253r57, 47f8, d29f, 3d95, 200d, 93e1, cf8b, 5782, 0182, 05fb, d118, 1756, 0802, d506, 22ea, 527a, d0da, 3da2, e102, b0a2, efec, 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caadria2015_081t11, c309, b25e, 9184, 2b54, eb6d, 79f6, 19c0, acb5, caadria2017_163j40, f787, caadria2015_102x15, 01dd, 8aa4, e0cb, e326, 9e91, 8042, 0519, a8fc, d1ee, acadia14projects_317ab, b347, caadria2016_611g26, 33ad, ecaade2016_028m8, efd5, fba1, ecaade2014_224w57, ecaade2017_144t, 019f, ddac, 7b11, sigradi2016_360y, ijac201412401a4, d711, 2f67, ecaade2014_070i16, a4e0, b51b, ijac201412402z4, 5891, 2590, f811, 5835, 72e4, 7350, ecaade2015_230o52, ca11, 9ee8, 91c2, ecaade2017_029ii, 46a0, 0d23, 7ddf, ijac201412408y1, 92ec, 4484, e927, c8ac, 8a30, 49ff, b74b, 77ca, a08a, 4bfb, 3621, ca63, 2786, ijac201412202t1, c2db, afc7, 9d5e, ecaade2014_159k39, c2c2, sigradi2015_8.186i12, 8224, 83e2, 5b40, sigradi2016_360r, bf3b, d7de, 0d56, 1964, be50, b164, c95b, 34bc, caadria2017_047y14, add9, b95b, ecaade2016_223k59, db08, f566, b845, 1362, ecaade2016_216a55, 69a1, caadria2017_185p44, 2bb3, 8f46, sigradi2014_178o5, sigradi2013_183v, 2825, ecaade2015_101e20, ecaade2015_53f9, ecaade2015_227j50, sigradi2016_817m, 3d77, a352, 33b8, e5c0, 1bde, 2567, c762, 4780, b6d0, caadria2016_147l6, f6bb, 9e5d, 37f7, 0de0, 8881, ascaad2016_039m15, 5db1, 0c7a, ijac201614105o5, 7e91, aa02, f324, 73af, b766, 3cbe, acadia14_333ax, e968, sigradi2015_4.219x6, 77db, ecaade2017_029dd, 77eb, ecaade2015_201a44, ecaade2017_100f, f089, e3f4, 33fa, d67e, 6c27, 0b1a, 985a, aa48, e6c8, ecaade2017_164w, b9ec, accd, f5cf, c0c9, 68c6, e7de, 1717, 9eda, 6431, 5561, ecaade2017_023aa, 6c31, e021, e13d, ascaad2016_008e4, ff5e, ecaade2017_309pp, 0be8, 6a07, sigradi2015_10.140r19, 6235, 71a3, d283, c454, c05b, ecaade2016_171c49, ecaade2015_116l23, 41df, ecaade2014_014v2, 5403, ecaade2017_117x, 5939, b1a8, 47de, ed56, 1f50, c2c5, 870b, 46e1, 6178, 808e, 94c2, 6a7b, 83fe, ascaad2014_004r2, ceba, 5b3d, 03e4, 1c77, b8ba, ecaade2016_221y56, 9c95, f7ba, 9021, f215, fea2, e9b8, af17, ce11, c658, a68c, 0d24, 228d, 0b69, acadia14_145ac, ijac201513306w12, ecaade2015_285z62, ecaade2017_198qq, 9af2, 1d59, aac8, fba5, ed00, acadia16_326t19, ecaade2014_024p7, adc8, eab3, 069d, 7d0a, ea5d, ecaade2016_bkor65, fdb7, 6b98, 793b, acadia14projects_317ac, cd4e, sigradi2014_345c9, 76c7, ecaade2015_138t29, 619f, 4c9a, 84c3, ecaade2014_202r52, sigradi2015_9.347p17, 131e, c19e, ecaade2015_217k48, 0352, f7bf, ecaade2017_302ii, ecaade2017_017p, 8298, ed23, 3059, bb97, 7a10, 852a, ijac201513105t4, 36e3, 0f77, bb5f, 63ed, cbd2, 3b13, de41, 5407, cf78, 92f6, caadria2015_206n30, 7709, ca36, cf59, 9a2c, ecaade2017_038mm, 4801, ascaad2016_044u17, 2db7, fbbc, 4af7, caadria2016_809h34, acadia14_463au, a2f1, aa7e, eb64, b10f, acadia14projects_671z, 2828, abf0, fea5, 7be0, 95ba, ecaade2015_53x9, 8275, ff99, ecaade2014_153u36, 1daf, 3b5c, fbba, a53a, b344, 4acc, 9893, 4ab0, c1d3, ecaade2015_130i26, e536, 17bf, acadia15_81s2, ijac201412303x7, 7b65, fe4d, ce64, ff34, 8392, 87de, 47b1, ecaade2015_297u64, 93a1, 2d46, 03de, 9ccd, f4d3, 1619, ecaade2016_243e65, ecaade2017_273s, 222e, 923a, b9fd, 0826, caadria2016_851n36, 2399, 2a29, 4caf, 5806, 2d9a, 99cd, ecd6, a783, ecaade2016_084g24, d543, caadria2015_067h8, e9a2, 01bd, 5cb9, 99c6, 9e50, 429e, e752, b0da, a1b1, caadria2017_104e28, 16c3, caadria2016_611b26, 1b1c, 647b, b3d0, 433d, f92c, 303d, 3eb1, dd65, 068c, c476, c456, 4287, c62b, f66a, 1f3c, 6cec, 423b, ecaade2016_140w39, acadia15_357n15, a1be, a880, 5e3c, 6564, ecaade2016_023r6, 7250, 576b, c4c9, 81b5, 6470, acadia14_691av, 616b, 31e2, acadia16_62z4, 8ac9, 0e10, 7407, 6e67, 33c6, 4aac, dff6, df67, sigradi2015_10.307x20, 49e2, 4b46, 9540, 9750, acadia16_34e3, 7eb8, acd2, c966, ecaade2017_282o, ecaade2017_042gg, 5e89, 66ee, 0ae1, 2e3a, 0aa7, 459b, ecaade2017_164q, 4266, c5e3, 4e37, 82a3, 28ec, eb65, 64c2, ecaade2017_089w, ijac201614402m1, 76ef, 56c3, c079, e5d7, acadia14_445am, cf0f, e04e, e8b8, d9ab, 990e, 1eb0, ecaade2017_172kk, ecaade2017_199mm, ecaade2014_030g8, b302, 6827, f982, 6458, a5a4, acadia14_339au, sigradi2015_6.183l8, 3085, bb54, c104, 5a7d, 417b, ecaade2014_019i5, d06f, b208, f059, b0a9, ecaade2013r_009c6, 3559, 862f, caadria2017_123f32, e85d, 7d1e, 009c, 9d2a, 2f70, b5aa, ecaade2017_069bb, ecaade2017_202i, 8d18, ab9b, bc4f, sigradi2015_3.212l4, 183f, c644, 3d52, 073d, f2e5, 5d2a, 3ef4, 5b1f, 4770, 8327, 2749, 185c, 8347, ascaad2014_024x5, 3185, aa36, sigradi2014_169n4, ascaad2014_013a7, 5e58, de23, be40, acadia15_185b7, 18a5, 8c9b, 395b, 9282, b9b6, 3bc9, 19db, 5d42, f597, ff5b, afd2, 668d, ecaade2015_161j34, ecaade2016_210d54, 68ef, 7253, c00b, fd96, c346, sigradi2015_2.162r1, 9ec1, 77fe, d235, bfb3, 4d3d, a24a, 90c2, b3bf, 3f00, 330a, ecaade2015_138u27, dbc7, e797, 6ab3, e1d1, 927d, ascaad2016_003z1, 7ac5, c594, ecaade2017_148pp, sigradi2014_347p10, dae1, ba0b, ecaade2015_227y49, ecaade2014_024a7, 31d0, caadria2015_139x22, 6d29, 116c, 0c43, acadia14_101o, 2561, ccf1, ed04, 0553, 2c70, e4e4, ecaade2016_126p34, caadria2016_861x36, de20, 05b7, 068e, sigradi2016_446qq, 0a35, 3423, acadia14_229f, 03ec, ecaade2015_248n56, acc7, 0aa6, caadria2016_343m15, 3ce0, da03, ecaade2017_214m, 3161, ecaade2015_207e46, 6de6, aa53, 0e8b, ecaade2014_206r53, fdc6, 2ccc, 9548, 40f7, 417e, 98e8, sigradi2015_sp_2.112f29, fd02, 120f, sigradi2016_814f, sigradi2015_4.219s6, 2ffa, 07ad, 4e58, 9ae5, sigradi2016_654zz, 9f9a, f9d5, 6840, bf7a, 736f, 4fc6, 3c42, 3379, caadria2015_181c27, 903a, 2de9, 565d, c609, 359c, 974d, ecaade2015_241r55, 3c81, cd0f, 1496, 866d, caadria2017_190a46, f0fb, 4174, eb8f, 764d, 57d0, 65c6, ecaade2015_317k69, acadia16_362l22, d413, caadria2016_135c6, caadria2016_033a3, 0e34, 84a0, 4c77, 8318, ijac201412202z1, acadia14_627av, 3df2, 2e89, 5977, acadia14_565r, 9b03, f1b8, ijac201412405y8, 0331, df18, 29b1, ecaade2016_224e60, acadia14_291au, 9247, acadia14projects_375i, 954f, 4401, 650b, 8f2a, ea7a, sigradi2013_342j, e14e, bd9b, de38, 08c9, 7071, a882, 4c56, 5680, a7c5, 9ccc, d0ce, caadria2016_477g20, ecaade2017_230mm, caadria2017_101g27, ascaad2014_024e6, 2efc, 1d58, fc3f, caadria2016_003g1, 8d8c, 4545, ed6d, sigradi2013_138t, 260e, 4df0, 7667, ec81, d55f, 8807, 4c8a, 3934, sigradi2015_10.144x19, 07d4, 494f, b122, 7bb9, 4ee4, f484, acadia16_280n17, 8b8e, 3262, bd2c, 5c12, 1ff4, ecaade2014_138z30, 6a68, cec1, c07e, ac15, 279c, 9ecd, 6635, 6cfe, caadria2016_631b27, 714b, caadria2016_601r25, 57be, e887, 82ad, cbec, ecaade2014_140l31, 19a3, 39ea, cf38, 7d64, fbdd, aa5b, 78ce, sigradi2015_8.189r13, 2cb7, ee87, 43cf, acadia16_440h26, 0795, 964e, 1e40, a080, 31ed, 52b8, 9072, d9ca, eb11, feea, c0fd, caadria2016_703m30, 1e7f, b8c6, 6ae5, 23bf, 9dac, 305e, 076a, ecaade2015_317j69, df04, ecaade2014_050c12, 5886, 4c7e, f0f2, 42bd, 2b71, 8fac, sigradi2015_10.307m21, f793, f13d, 5a3a, dd12, eede, c1ca, e2e5, d694, 3aff, 5cac, acadia15_311i12, fefb, 2c11, ecaade2017_288bb, 2e5a, 9489, 8d22, sigradi2014_075f7, 18e6, caadria2017_142y36, c0de, d866, 41c9, ecaade2017_249b, e1e3, a9a8, 25fe, b594, b8fd, sigradi2014_049e5, acadia14projects_479i, 6191, 96b4, b876, e411, a72f, b29e, 6b93, bc28, 2521, e08d, b105, c9fb, 60e2, ascaad2016_021g8, sigradi2016_534ss, 3ecb, f82e, 8f08, 773e, 13d2, 52db, 78ee, f0ce, 21a7, 2ff9, e0c2, be47, 1e2f, acadia14projects_627at, 1fb8, 9e13, 56a1, b7b9, fcd3, bf15, 21f3, 8188, 08b8, 1d4e, ce43, acadia16_44p3, dcc9, 1d62, 01c4, 9abb, 27a1, ecaade2016_127e35, f002, 0fd0, 66ff, baeb, 96e5, 8126, e40f, e26e, 00a3, 680e, 2d1a, ecaade2013r_003g3, ijac201614102p1, acadia16_280o17, a272, 4391, 1464, 7c8b, 3b5e, 5890, a5e0, ad0a, 7d11, e12d, 3912, 43fe, cb0a, f10c, 806b, c455, 4c89, 2ac0, sigradi2015_8.264f14, 408f, 5853, 2517, 3287, ascaad2016_002i1, da28, ad27, ccaf, 107e, 24ce, 2c20, a579, c6da, a891, 1742, 1dae, ecaade2017_309ll, db90, 6899, 3f3c, 59b0, 67dd, d002, ff5a, dc7e, 0ca2, f400, 39d9, 68ee, 377f, 69d1, ed01, 8ea9, a84a, 9277, d896, 0843, 7c3b, acadia14_247s, a360, 4908, 57c9, acadia14_339ae, 9665, a566, dc14, ijac201412201m1, ijac201513105a5, a9f7, 6851, b319, 7e23, ae70, cf11, ijac201614202s7, f309, 12d7, f99b, 309d, a5da, 25a3, caadria2015_090v14, 7b8b, f485, 18f7, ecaade2014_237i61, ecaade2016_151b41, acadia16_88k6, 56de, 582b, 36de, ijac201412304b1, 90a9, 7b58, 3596, d8e8, ecaade2014_070u16, ijac201412201b1, c3b1, ecaade2015_82w15, 836d, dee5, bf5e, 3e4b, ecaade2016_048d14, 40af, c7ae, 37e6, ecaade2014_153y36, acadia14_445aa, acadia14projects_655ag, 351f, ecaade2013r_015r8, 61bd, ijac201614208c14, 0626, f744, ce01, 6665, acadia14projects_199ao, b829, 9dce, ad88, 7e73, 3f0a, 045c, acadia14projects_219ax, fa1a, fc6b, a9b2, 723f, c6a9, 043f, d2b2, ffe4, cf01, 19e6, caadria2015_012d2, 5ebd, 9ba8, 7cb3, 8310, e7b1, acadia14_339am, 27ce, 6dbc, f8e9, f3fa, b99e, 12cb, 7201, c375, 7c05, 9ebf, 3137, d9e1, 0874, 6492, 0702, ecda, f264, 7600, 281d, sigradi2016_483ll, acadia14projects_719r, ecaade2016_188k50, abb8, 202b, ecaade2016_089w24, 447a, 8c55, 49a6, 22c8, d7da, acadia15_173v6, e772, 8da3, caadria2016_703j30, 33ec, 0118, 7c31, 66e1, ijac201412402m4, 3685, 368e, ijac201513105n4, 9993, ecaade2015_61g12, 5afb, 43a1, 2ff4, 50aa, 62c5, 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