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 ga0027
authors E. Bilotta, P. Pantano and V. Talarico
year 2000
title Music Generation through Cellular Automata
source International Conference on Generative Art
summary Cellular automata (CA), like every other dynamical system, can be used to generate music. In fact, starting from any initial state and applying to them simple transition rules, such models are able to produce numerical sequences that can be successively associated to typically musical physical parameters. This approach is interesting because, maintaining fixed the set of rules and varying the initial data, many different, though correlated, numerical sequences can be originated (this recalls the genotype-phenotype dualism). Later on a musification (rendering) process can tie one or more physical parameters typical of music to various mathematical functions: as soon as the generative algorithm produces a numerical sequence this process modifies the physical parameter thus composing a sequence of sounds whose characteristic varies during the course of time. Many so obtained musical sequences can be selected by a genetic algorithm (CA) that promotes their evolution and refinement. The aim of this paper is to illustrate a series of musical pieces generated by CA. In the first part attention is focused on the effects coming from the application of various rendering processes to one dimensional multi state CA; typical behaviours of automata belonging to each of the four families discovered by Wolfram have been studied: CA evolving to a uniform state, CA evolving to a steady cycle, chaotic and complex CA. In order to make this part of the study Musical Dreams, a system for the simulation and musical rendering of one dimensional CA, has been used. In the second phase various CA obtained both by random generation and deriving from those studied in the first part are organised into families and, successively, made evolve through a genetic algorithm. This phase has been accomplished by using Harmony Seeker, a system for the generation of evolutionary music based on GA. The obtained results vary depending on the rendering systems used but, in general, automata belonging to the first family seem more indicated for the production of rhythmical patterns, while elements belonging to the second and fourth family seem to produce better harmonic patterns. Chaotic systems have been seen to produce good results only in presence of simple initial states. Experiments made in the second part have produced good harmonic results starting mainly from CA belonging to the second family.
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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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c326, c248, b373, 0ccd, 29eb, ijac201412408n1, 7506, b4db, 186c, d066, b1dc, 9efa, b188, fc76, 4405, 67bc, sigradi2014_214e8, 3f4f, 910f, b5ed, eea1, ac35, a46c, 72ed, 0f15, 74eb, 8405, dc05, 7a75, 3c12, bfa1, 0b24, ecaade2014_140r31, 59fa, 8bb8, 8c22, 600d, 2cb3, ecaade2015_59m11, 063e, 7d97, 8ea1, acadia14projects_101p, f175, a0bc, c695, 30a0, c3ec, ecaade2016_011s2, 4fda, 6a18, 7cc7, a9ba, 0426, d49d, 0c14, da37, b928, c268, ecaade2016_217i55, 4f9f, 5869, sigradi2013_393p, 37e7, 0f00, sigradi2016_560cc, 32ab, 1753, e0ea, 7191, d8cd, a9f3, 5021, sigradi2015_8.186j12, 9fb4, 2b54, bbe8, 93e2, ascaad2016_001d1, sigradi2013_205h, f686, 8475, b979, 02b2, d0ec, 3f16, ascaad2014_025o6, 8efb, a61f, sigradi2013_194d, 9967, b00d, f8e1, 043d, acadia16_424e25, f795, 55f3, c862, 2304, acadia14projects_691aw, ce73, 6850, 54f3, 7cd6, a480, 6424, 166e, 9ca7, 509d, 0cb9, ecaade2014_020p5, 329d, b738, sigradi2016_369d, d2ba, ijac201412408a3, 77ec, sigradi2014_032d2, b9a0, fd38, 4756, bffc, 218c, 9c28, e9d3, 9e07, 0a8f, sigradi2015_11.142i25, 4177, 1f09, fc21, 369f, cf8e, 58d3, ascaad2016_007z3, acadia15_483y21, ac93, d004, cfd7, fd9b, 2b3a, 05bc, 19de, 36fc, 905a, a8ca, 0d56, b870, 967f, ecaade2015_227z50, aa68, ad00, f1b7, sigradi2016_524cc, 3f79, 6863, 3ded, 3584, cbaa, ac1c, ecaade2015_61w11, acadia15_297b12, b91d, f0b7, 0334, f26d, fcaa, 503d, e361, ecaade2016_123j34, d15d, ijac201513305r12, caadria2015_048t5, 5d7e, e0e0, d5a6, 80de, 1c05, 284b, f871, 1c16, a7e0, c61d, 0904, 7165, 6719, 3548, f8c7, 1be9, fa65, 0758, e043, acadia14projects_237at, 7a8e, ec0e, e2ab, d88c, e9f6, a54d, caadria2016_539g23, e4f5, ecaade2015_285i62, ecaade2013r_001p1, c6dd, 8b7c, c475, ecaade2015_225o49, 90c8, 004a, 7dc5, a43d, 3899, a776, 1dfa, ascaad2016_007w3, 3442, ecaade2015_113l21, 27d4, 04e7, 9e73, ba11, 4679, b41b, 00ad, 80fa, ee46, 4d53, f6fe, 822d, c6b1, sigradi2015_10.267r20, 5522, c047, ecaade2016_015u3, caadria2017_183h44, b01a, d0b5, d302, 519d, 046e, 111f, 4345, 8b47, 49eb, caadria2015_016k3, 6a33, 1e3a, sigradi2015_3.11f2, cfec, 621d, sigradi2014_114p9, ecaade2016_038k10, fe34, 2a22, 9b27, 9119, 1cb6, 4ab4, 9ed7, 0d4f, 65ee, 2284, e4cf, 04d0, 6974, 2a4a, acdf, 1746, 6fc0, 7a5b, 4151, 9eca, 0e83, bfb6, be4e, ccbb, 7cce, 8d43, 7850, 4ec5, 131d, db05, 8103, 7f05, acadia15_417c18, 8073, a91d, a42d, fc9e, de34, e4cd, caadria2017_041v12, e0c8, 4ed5, c5ac, 80eb, 0198, ba1f, a1b9, dcb2, 3dec, 1fb8, ascaad2014_019r2, 6fbc, 460c, 2e25, sigradi2013_52j, fd84, 86e5, 6a2a, 6b0b, 4dc1, sigradi2015_sp_8.6f30, 09e1, c380, ecaade2016_140v39, acadia14_117d, 9f16, f2eb, ebe6, f40d, 2ebb, ecaade2016_047n13, 3910, 6ca5, 5268, 7515, 6363, cde9, 84e3, 847b, 004e, 737c, e999, 72af, dab6, dd24, 82e0, 5196, 927d, ecaade2015_334s72, acadia14_661d, ce91, e413, 553c, d3f3, 0cd0, 09e3, 91db, 8974, ecaade2014_185r46, 96b7, 09bc, 41fd, 5373, 5686, 86b3, b5cb, b5a4, 17fc, 39e3, 8ce2, e416, 56e6, ecaade2014_084p19, 039c, 1c24, 7590, bfc0, cb34, 67cd, 75df, 3be6, 3da0, sigradi2016_524bb, 7a8a, dc49, 58c1, 8d2e, f81a, e965, 4cbf, f711, 119f, ac6e, 0f5f, 6136, 5bd5, 0195, caadria2017_086k25, a6fe, a9f2, 86d8, c6a2, 17ff, 05a8, sigradi2013_390t, caadria2015_070f9, a5ee, ecaade2015_284b62, 0e3d, caadria2017_096a27, sigradi2016_420zz, e9d6, 8ef2, ascaad2014_001h1, 6248, a0d3, ecaade2015_130d26, 2826, ecaade2015_176z37, e5b0, 5714, 3780, caadria2017_129w34, acadia16_478y27, ijac201614308a6, c2b1, 98f3, 314c, 3181, 15c1, 684a, beb2, d571, 717c, 3ccc, efef, ddb5, 8781, ea89, 03fd, 1514, sigradi2016_360s, a417, 280d, ecaade2014_010m1, 7f69, 21cf, 8613, caadria2017_163h41, 23a6, 9dd5, 34c9, acadia16_206o13, f2db, 093d, 7e81, 3a06, ecaade2016_032x8, e49c, 5cfb, c2dd, 2acf, dfb2, 1b51, 4949, 1493, 38b7, ac8b, 86bb, 12de, 5a23, 2441, 2cf3, c158, caadria2015_213r32, 8a09, d2db, a125, 070e, cf9d, 9a29, 609e, 72fc, 78ec, ecaade2014_109r24, b7be, a89c, ascaad2016_003x1, 5b89, ijac201614405a4, 1c1e, 97b9, sigradi2013_10f, 3aed, 6854, 64b6, 9f2e, 02db, caadria2017_101f27, d539, c1d5, 94ce, 2eda, 4443, 48dd, 6f74, acadia14_63ap, ecaade2016_065c16, acadia14_555k, 59b8, c9c8, 547d, sigradi2013_386j, caadria2016_881v37, 7f0a, e67a, 753d, 75be, c353, 6da7, 7c56, f49d, 32e2, 5106, 0705, cf2e, ecaade2014_163w39, 928f, 6aab, 0591, 3b7d, 1852, f6c0, f169, ascaad2016_044r17, e556, a654, eb1d, ecaade2016_208r53, ecaade2014_139f31, ecaade2014_137c30, caadria2015_190f28, f6fc, 28f3, 8556, 5d48, 1d4c, b4b7, 167f, ijac201412306c3, 54c7, sigradi2013_243b, 9935, caadria2015_066f8, acadia16_488b29, ecaade2014_042n10, c53b, ecaade2014_140j31, acadia14_365am, sigradi2013_117n, 711f, d914, eaf3, 8d06, 8914, d1c5, 5c94, 870a, ecaade2015_158b34, dd33, e524, 4ceb, 2355, caadria2016_023m2, 282b, 7176, d2bd, c650, 1c8e, d7e4, 5c23, 2e6b, 8683, 4322, 5ce0, bc6f, 131f, 6eac, 83ba, 4816, f7bc, 6e53, 3fba, 2b7c, ecaade2016_108a30, 4053, b375, ed85, db3c, a4c2, 00ce, 80e4, sigradi2014_289j4, ijac201513102h2, 6997, sigradi2015_3.111f3, 8a41, cd24, ecaade2015_144b31, fdcd, b99e, 828d, ijac201614402a2, 0708, ecaade2016_217a56, 428c, 2aed, 6db8, ff3f, f34e, 2b3c, 6b84, d6cb, ecaade2015_83p16, d8f1, ascaad2014_035u1, 38fe, 78b0, sigradi2016_690g, caadria2015_203d29, bb13, ascaad2014_022j4, 079d, d2d7, ca20, 8e60, 589b, 4bef, ecaade2015_59b11, 84d3, ecaade2014_153s36, sigradi2013_226v, 818a, 5cc3, a1aa, 69f3, 197c, 09cd, 53f7, ecaade2014_049y11, 3676, eaf1, caadria2015_070c9, ecaade2016_018g5, 21eb, ecaade2014_225u58, 3b4e, 82c4, cb00, ff73, 6660, sigradi2016_443uu, sigradi2016_637t, ae44, ecaade2015_138d27, 9e44, 8412, cdb7, 4dfb, ijac201614307z4, d685, 4e14, bf3c, 4c99, 6c25, 3018, ecdc, ecaade2014_184l46, da1b, 27f2, 2f12, sigradi2016_446k, caadria2017_124u32, ijac201614202e8, fef2, d805, ecaade2016_013r3, 62ff, ecaade2016_132v37, 2c25, 1743, 917b, 9a0c, 4341, 5ff6, 5856, 6d2f, ecaade2013r_006s4, ascaad2016_018o7, 80d5, cddb, ecaade2014_138o30, acadia16_78t5, 7b4d, ijac201412204i3, f31b, 73d6, 807c, e827, dcf6, 8807, fe11, 62e3, 7f0c, b00b, 5266, b576, 0f11, 8dce, 4f18, 833e, 0df3, fa61, f26a, 1e8f, f53e, 2066, 670b, 0df9, 9ac8, 86d4, 6a15, 737d, ecaade2014_066z15, 837b, 2346, ed56, 3107, acadia14_609az, 8e35, 8e1d, c7aa, ab4b, ddaf, ijac201614301b1, 0388, d39e, sigradi2016_356g, 4654, caadria2016_219i10, f4c1, f140, ce2e, 2533, a5f7, sigradi2014_075b7, e0e9, ecaade2014_096v22, caadria2016_209w9, bd8c, 2682, 1d52, d268, 40f2, 68c2, 00e0, acadia14projects_101o, ecaade2014_225t58, 19bf, d536, 5f8f, ecaade2014_224v57, 5bfa, b810, 8e4a, 11be, ebc1, 870c, 3ca9, 4ae0, ac4e, 7635, 3a18, 163a, ecaade2016_217h56, 811b, 81ae, a40a, 946c, a519, 86a5, 25bf, 44b7, 9b85, 8244, a7d6, fe02, 0fc4, 69ad, 0a90, 7b45, ce85, ea5d, 2f33, e5cc, 2e9b, f583, 32bc, 02d5, 03b3, 83ea, ecaade2015_91c18, aa7d, 97c3, d231, 8c97, 043e, sigradi2015_sp_8.284o30, ecaade2015_309u67, 714e, be13, ee47, d335, caadria2016_829c35, b1b5, 9bc7, 909f, caadria2017_037e12, afee, 878e, ef07, 29b0, sigradi2016_367zz, 7b85, ecaade2015_91f18, ecaade2015_319j70, 9b7f, fe12, 925f, 6917, 081a, ecaade2013r_004y3, 46cc, 0938, b836, ijac201513105j4, sigradi2013_28k, ecaade2016_147u40, ecaade2014_224u56, 4e44, be26, b1dd, 47f3, a5a4, 1872, ac6f, f67a, 2a59, a9af, d0bd, dde1, 1158, a35c, sigradi2016_356d, ee6e, d1a7, ascaad2014_035v1, 96c9, 793c, e109, 9464, 8d85, 726c, 7331, e73d, 867b, 2e85, bc94, 0bee, acadia14_177ac, feca, 7f5e, ijac201412406f9, 800e, 1255, 67e7, 3439, 4db8, f146, 78ae, ff2a, c7e4, a29d, 22b1, 12cf, c332, c79d, bb44, bd76, 54d2, e4b0, 1ea6, e7e1, 344c, 3166, acadia15_371i16, 8b81, 6376, abdc, 443d, 3b2d, sigradi2014_250o9, ba27, 4c03, d021, b4c2, 84af, 5f15, cfe7, ecaade2014_157j38, ecaade2015_293f64, 70aa, ed4c, 8407, ecaade2015_200i43, a37a, ijac201412206v4, fb93, c8be, e6b8, a2c5, 07ff, acadia14projects_565ah, da7e, dbf8, ijac201412408i2, 5535, acadia14_111k, a54e, e558, ecaade2015_317t68, ecaade2014_122a28, bd81, 087b, 495b, e29a, e2b3, 68fd, e781, deea, acadia14projects_565y, e97b, 97dd, ff41, ecaade2016_mrty65, sigradi2013_41h, 0196, 7e54, a0b8, 0f8b, 984a, c967, dfcf, c90a, acadia14projects_463ax, acadia14_709ap, 8856, ce44, baba, 8a42, ca4c, b74e, 0013, 80e6, e0c1, 1a3e, caadria2017_125z33, 376f, 5601, 01aa, bd98, c1ff, ascaad2016_007a4, 32a9, 24c4, a0da, c477, 80c2, 40a0, 3658, 7db7, 0ec5, bbd6, caadria2017_062t20, b2f5, 5945, ijac201513303t11, c587, 801f, 7616, 5c22, 577b, 0c0e, 6638, 7fb4, 2d43, 9a59, sigradi2014_221h8, ijac201513103s2, 7519, 3515, 037b, 3bbd, 0f5e, 802d, caadria2016_311a14, acadia14projects_445ag, 828e, 64db, acadia15_451e19, b325, 887b, a1b1, 0667, 10f6, ascaad2014_026a7, 2efb, a8d8, 061a, 4d56, c8f8, ecaade2014_188r48, cfc2, 7e3c, 40f3, ecaade2014_035y8, 549c, a720, 3ee9, 4078, 6c75, 43f2, 1aa6, c818, 9bc0, acadia14projects_317r, 4211, ecaade2016_217k55, b3c2, b948, 141f, bf04, 4782, e6d8, ecaade2014_029b8, 2b60, 45b5, 4d91, 9779, f91f, 271b, 83f1, a881, ecaade2016_110e30, f341, 56bd, sigradi2015_8.41u10, 8142, ecaade2015_22b5, 3cb0, 66b8, e805, 6ae2, sigradi2016_446h, f8c8, ae5d, b627, 91b1, acadia16_326u19, 95c9, 07c5, acadia14projects_153e, 7aea, 167d, f695, 8fb7, 2e6f, sigradi2015_3.209e4, ecaade2015_304c67, sigradi2014_281k3, d281, 144f, 1974, ecaade2015_256b58, 6dc2, caadria2015_208s30, 7a64, e7a3, 8a18, 078f, cb1c, 1d80, 6cc5, sigradi2015_sp_10.16e31, 7c42, caadria2017_037d12, 2731, f591, 317f, 5bfe, caadria2016_745c32, 4cfe, 9a96, ae6e, 280a, 7af4, 6a54, caadria2015_213h33, d55a, ecaade2014_010z1, 7c34, 9fec, 07f8, faff, 5163, 8864, 80cf, caadria2016_301t13, caadria2017_081y24, 0edd, cc9b, de9c, caadria2015_108t16, acadia14projects_627av, 15c9, ecaade2015_144w30, b748, 2e9a, a77f, 7d4c, ecaade2016_215z54, 844f, e7bf, caadria2016_405i17, ecaade2015_199x42, e11f, 61e8, f943, 18b3, sigradi2014_151p3, e1dc, 0573, e386, a9f7, sigradi2016_443rr, 0294, ee5e, 1afa, c0d1, 505a, ac53, 65ca, 524e, acadia15_57o1, acadia14_23x, ac0c, a23b, caadria2015_049e6, 4d1d, 27ee, 64bb, d8ab, 09f4, 8249, 9c5c, 8aa4, ecaade2015_269k59, 9b51, 59b6, 7bfc, 7fa7, 1457, 59f7, 048c, 6178, 3288, 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sigradi2014_015a1, dc9c, 6775, d04f, 7b9d, 64a9, 1b4c, 26c7, e027, 5b66, 5878, f7f2, fc58, c997, d8af, bb06, b96e, 955d, 6cea, ascaad2016_056g22, 9ef8, f330, 53e6, ascaad2014_024f5, dc5c, acadia14_81k, 8585, 3393, caadria2015_226t34, 8e26, 3d23, 9f70, acadia15_81y2, 727b, acadia15_284r11, 4df6, 018d, ecaade2016_021i6, cfd6, 37dd, 1efd, 4e27, 43e1, 68c1, 45e3, f39e, 7c4d, 82b3, a8dc, 46fa, sigradi2015_10.307b21, 3214, 8677, de50, ecaade2016_068z17, bb59, 5b69, 0b63, 766b, 2634, e317, 648c, f73d, 94a1, 5c7f, sigradi2014_201i7, d3e2, caadria2015_139w22, sigradi2016_674ii, ecaade2015_194s40, 09e2, acadia14projects_389a, b9a1, 80cd, 943b, 4daa, sigradi2014_123u9, 06af, 81c3, f2e3, 8827, 543d, adbc, 4295, 9641, ecaade2015_269l59, 9002, acadia15_161l6, ebbc, 5e3e, 3dfe, acadia16_414a25, c5d2, 0f68, 4767, f5df, 8cff, fc15, bc59, 08c4, ecaade2016_098w26, 69d5, 02ab, 5a46, 2f4e, c8da, c140, cea2, ecaade2015_87u17, b0e0, a3b5, 3f44, a0f4, bded, 77f2, 5e9e, 0808, 7de4, db26, ascaad2016_002n1, 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caadria2016_013e2, 3be2, 5182, faf6, 9ce5, f9cb, 70f0, 6941, b7ab, a71c, a357, 2131, c595, 9f50, cc85, 46c6, 10b2, ecaade2014_066m15, 0d68, 70e9, 6293, 28bf, a574, b044, 65b9, 066a, 9a49, 6670, dc53, caadria2017_041a13, 6806, f213, 1997, de73, 59f5, acadia15_232o9, 64f7, f1b4, acadia14projects_291aw, ecaade2014_168s41, f936, 1608, 0469, f794, 7ec5, eb15, d68d, e1de, cfe2, a969, 1a72, acadia14projects_101af, 7a7c, 526f, bfff, 2e7e, 9df9, sigradi2014_284x3, c069, ecaade2015_221p48, sigradi2016_732g, 5097, d261, 754f, 5a65, 1f76, cad9, ecaade2015_243v55, sigradi2014_330e7, ecaade2016_119r32, f9d5, 6cf5, e52e, ac0e, b3c6, c95e, 09ca, b2c1, ebbb, cefc, sigradi2013_238o, d7a7, 4b35, 4244, 737a, e1a8, 8bef, ijac201412304z9, 2be3, ecaade2015_53c9, 65a8, b0f2, 4a3a, sigradi2014_213z7, ecaade2015_138y27, f300, b139, 7fd9, 249b, 05ba, 2207, 34ec, 008f, a911, 9335, 0ed5, ascaad2016_045i19, 070f, 20ac, ad6a, f939, 14db, ecaade2016_048w13, 9e9d, 4c8c, ecaade2016_087s24, 5edb, ecaade2014_020o5, 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caadria2016_177b8, 2aa9, ecaade2014_132c29, cda2, d930, 20e3, 6150, d1a5, 0b14, f4ed, 9473, c17c, f6e4, f61e, 5aeb, 8f76, 4667, 1086, 1f6b, f887, 7930, 0855, 2b0c, 2fae, 62e5, ecaade2015_334r72, a9a5, e3e0, 065c, ecaade2016_217h55, bb2f, 4606, e878, 9ce6, 420d, 5709, 6040, 9f3a, caadria2016_045j3, afc9, 1e77, ecaade2014_157p38, 8baa, acadia14_655w, sigradi2016_407o, 837f, 19a6, 804a, d70a, ecaade2015_250b57, 915b, e668, a39b, 9aaf, 7cf9, 3051, 3a3c, cdb4, 5c19, 1699, 0fa2, be5d, c9f3, f7ec, 25ab, sigradi2014_157d4, cd12, 22e4, 59ba, ecaade2014_176y43, f218, d573, 951b, 86dc, acadia14_177t, d7a1, 2039, f494, ca7b, 978a, ijac201614104u3, acadia14projects_63ao, 6480, 4cea, cc65, 7311, fa38, acadia14projects_339ai, ijac201614401b1, 87fd, sigradi2015_6.42p7, 9c45, a27b, 11f5, caadria2015_015c3, 0046, 2734, 3b2e, sigradi2016_381p, 3704, 3481, 16c7, c0bd, f619, 795d, 0035, 40b2, 6ec1, 54a4, 4f2e, b9ea, 1f71, 4029, 4479, ecaade2015_61t12, acadia16_184n12, ae3d, 9b2b, 03ff, 0440, 8afe, f4b6, 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ijac201412303t8, 154b, 7a63, ecaade2014_015s3, 4db9, ee01, 9a32, 976c, 1992, 2699, 2b07, acadia16_184v12, ijac201614304x2, 6d08, 7062, 5257, c3ae, 6771, 843d, bc11, d9ba, 2d33, ecaade2015_200f43, 20da, 20b6, sigradi2013_294r, sigradi2015_12.215z27, a2e5, acadia15_333v13, f7f7, 34f2, b05c, 4b0c, 2f3e, 6cb4, 553e, sigradi2013_304c, 6368, caadria2017_163r40, acadia16_54u3, ecaade2016_230d62, a5e4, 0e6f, c1c3, 1fa3, 5b67, 70d1, ad48, 616a, b075, 00ca, 942c, 72c5, 066c, 026a, 15d5, ecaade2016_132k37, f091, 14b6, ecaade2015_64r13, 449f, 8167, ecaade2016_213s54, 52ed, sigradi2014_048d5, b4d9, 74f5, 1c6f, de2d, c084, c54b, 3f63, e507, ecaade2015_319a70, 6e00, c747, 55cc, 4ce1, e259, 6ca6, f9cd, d26a, 5223, 9698, 1ace, ecaade2014_176x43, 5d99, 98e9, ad09, 38aa, b1c2, fe3b, 120d, 582a, sigradi2013_274v, 77b9, 173f, d648, ecaade2016_071y18, 7372, acadia15_123r4, ecaade2016_191c51, 3f03, sigradi2015_6.387i9, 9332, c7fc, 9c3d, 6710, acadia16_140x10, 3a8d, 6fa4, 5ce4, 6275, 0e6b, d202, ecaade2015_334v72, acadia14_549p, 4138, 718a, 9298, 8121, f777, 2b61, 0b71, 1063, ccef, 7431, e3d7, acadia14projects_153j, bc48, ascaad2016_054m21, 3571, 85fd, ecaade2014_096a23, 66e1, a377, 0a80, 8364, cdfd, d98c, 75f1, 6700, d454, 2a95, b411, 6a35, cdca, 22f6, 0efd, c292, a1d0, c4d7, 8f6e, e7ca, 161d, sigradi2013_381j, caadria2016_425d18, 4e34, cf1f, ecaade2016_017n4, acadia15_110x3, 5ee2, be0c, 453f, 710d, a0ef, 3454, 64c8, acadia16_432v25, 37a0, 4f49, fe83, 711d, 5c48, 4bf3, 98be, bbda, a4a7, ecaade2014_173j43, cee0, 6f9b, 8978, 4d5e, 54cd, b1d4, 194a, 68e1, 707a, acadia15_469f20, 4a69, ijac201412201m1, 1e11, 3749, acadia14_681ai, ef93, 1e25, acadia16_298j18, effe, 4c13, e9aa, 4ebf, d203, a8c6, ee54, 53ec, 05c1, 456f, a648, db15, 4ccd, 97b7, acadia14_135z, c4f5, 73c3, e47e, 729d, 9470, aad8, 8099, acadia14projects_619av, 57c5, 6257, 7040, caadria2016_797y33, ce0f, 9aa9, a3c9, be31, 13ad, 2b7d, ecaade2016_225f61, ed5c, ecaade2015_138k29, 3c14, 8bd1, 5637, a75c, 5f5c, 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