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 ga0211
authors Gartland-Jones, Andrew
year 2002
title Can a Genetic Algorithm Think Like a Composer?
source International Conference on Generative Art
summary There has now been a substantial body of work utilising Genetic Algorithms (GA) for the purpose of musical composition. A common point of discussion is how far GA’s can simulate not just the musical output of human composers, but also the process of composing itself. This paper begins by discussing the suitability of using a GA for composition, and goes on to describe a generative music system (by the author), that utilises a domain specific, knowledge rich GA. The system acts on a supplied 2-bar musical phrase (up to 4 parts), and evolves musical fragments towards a supplied target. The aim is to provide interim points on the evolutionary path, which represents a ‘new’ musical ideas audibly based on the supplied fragments. The paper concludes that the system is able to model at least part of the creative process of composition, and is effective at producing musically successful results. (Audio download sources of its output are included to support this conclusion). The system was used to generate music included in an interactive installation work, exhibited at Brighton Arts Festival 2002, and other applications under developed that use the algorithm are discussed.
series other
email drew@atgj.org
more http://www.generativeart.com/
full text file.pdf (304,261 bytes)
references Cumincad : CUMINCAD References : TOC for Robots

CumInCAD is a Cumulative Index about publications in Computer Aided Architectural Design
supported by the sibling associations ACADIA, CAADRIA, eCAADe, SIGraDi, ASCAAD and CAAD futures

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ecaade2015_25i5, a8e6, 15b5, 007a, sigradi2014_252u9, acadia15_311j12, 6bdc, 7303, f1bc, 54f8, bb0f, 5731, 98c7, fe1d, ijac201614207w11, 8763, caadria2017_043h14, 771a, acadia14_219aw, ijac201513105f4, ecaade2015_173g37, 88b3, b4f3, 9196, 082b, ddfc, 4738, 86fe, d465, acadia14_347al, 0648, 33c7, sigradi2016_655k, cdd4, b90e, caadria2015_172e26, f020, 1dd9, 8514, bf1e, ecaade2014_066s15, 6098, a9d7, a117, cecf, 5088, a244, 6400, 55f2, 105b, 22e0, 27ce, 5ebf, 871b, 9280, 7415, c64a, 386d, 3279, 5fad, 9db2, acadia15_57y1, caadria2015_185k27, 3b8d, d6e8, fc90, 2baa, c5f5, sigradi2015_11.166w25, sigradi2015_12.107g27, ecaade2016_163m45, a2dc, 2095, 8f52, c6f2, 4382, 03e9, 4063, 62dc, 99c0, acadia14projects_301d, b6e8, 9ee4, acadia15_513v22, 4a1e, 0181, 6ba9, 5e89, 3dfe, a90f, 0fe6, ecaade2014_153g37, ecaade2016_087z24, bdc6, ijac201513105u4, 46bb, db8b, caadria2016_229n10, f385, sigradi2016_614v, 3ec5, feab, 75fa, 6591, 9699, 758e, bfac, 9894, c6ed, 37d3, aecb, dbff, c887, bd04, 6746, 2af0, 4338, 3f9e, ecaade2015_38n7, 90c4, ijac201614407k4, ca57, 6d5f, 105c, 5f39, a643, 1963, 1a1f, bfef, ecaade2015_248p56, ea35, 1ee9, 27d8, 2ef8, 413d, fb7e, acadia14projects_681aj, eb84, acadia14_463l, 347b, 6d24, 57ed, acadia14_681av, 1746, f38d, caadria2017_107x28, 5baa, ecaade2014_024w6, e7fc, ecaade2015_225g49, 6f22, ecaade2016_ws-dleadd68, b677, 1acd, sigradi2015_7.146w9, c76e, 36b4, d7c0, 40d8, 4c3b, bd70, b80b, sigradi2016_360v, 7d43, 580d, sigradi2014_339c8, ac47, 3004, ecaade2015_211c47, c98f, bde5, f57b, 9785, sigradi2016_431x, aac4, ecaade2015_177y37, ecaade2016_023v6, sigradi2013_155i, 9d30, 783c, ijac201412306w2, 4c59, ecaade2014_168u41, ec1c, 30f4, 2f57, e1cf, 5a3b, 7e7e, ecaade2016_217i55, 9394, dfcf, sigradi2016_534xx, acadia16_34i3, 1a4c, cbcf, 4134, 21da, 2e66, ascaad2016_038k14, acadia14projects_327d, 53f6, f349, 9ec8, d9f4, e6c1, ijac201513306y12, caadria2015_220c34, d79b, 8191, c6e6, 575e, 8606, caadria2016_579j24, d6aa, acadia14projects_497v, cf0d, 1798, 5288, c371, sigradi2013_95o, sigradi2013_414u, 4c09, a9e3, df7a, acadia16_478r28, 988a, ijac201614208u13, cfa0, d5c3, 2491, f5bc, 5253, a982, 27d1, de9c, ecaade2015_221y48, d5f7, 340d, 9ac1, ecaade2015_116k23, 447a, 6bc4, 9a9f, 064f, 4109, 924d, ff20, f536, ba4d, e7de, b161, c4d8, 080f, a4b1, 4a9b, 979a, 9c6e, 0325, 1699, b4d4, 6b9c, 4c2d, 6866, 22fb, 542a, dfd2, 4723, ijac201513303k11, 4f25, 6be4, 7609, 068e, b2b0, 999c, sigradi2013_315b, 7d31, 00e0, 0ed4, f062, ecaade2014_044u10, caadria2017_042r13, 989b, 74f0, d089, 3513, b566, c1a1, 02f2, f360, 45b4, 31e0, ecaade2016_038f10, 1602, 9a6f, 8353, 6c66, f17d, cffc, 9975, 59f9, 24b8, ecaade2015_83p16, ffa1, cd25, b3b9, ecaade2016_224o59, fc04, 7726, caa2, 487e, f12c, 166c, acadia14projects_579b, db38, 2e4a, sigradi2015_8.276y14, e3ce, acadia14projects_101u, 6c49, 4543, dac1, a8e2, 3bef, caadria2016_851y35, 1d39, ijac201412402w4, 3ece, 7f7d, c339, a0d7, da6b, 86ee, 1e9d, b9cb, dd38, c8b6, 70aa, 77d2, 47e9, c6df, df9b, 383e, ecaade2016_140t39, acadia16_362j22, 37b4, acadia15_251n10, 1411, ascaad2016_003t1, 393f, 4abe, ascaad2016_010r4, 7c27, 25e4, 4614, 7d9d, 3a60, dd37, c432, e053, acadia16_244m15, 24b3, 89aa, 120c, 06d9, 86b8, eb43, 8166, sigradi2013_304c, 2159, d6e9, ijac201614208c14, bce3, acadia16_362i22, b4e4, ecaade2015_230o52, ijac201412404i8, 42ea, 661c, 2cc6, b975, 6ae2, 6476, 3b3f, 4f9e, ecaade2014_240h62, sigradi2013_244t, 6ff2, 6b1b, 8967, acadia16_54t3, ae8b, c07c, ecaade2015_207o46, af5f, 00eb, d81f, ef6c, b966, 2cb0, dc3c, acadia16_140b10, ecaade2014_121p27, sigradi2014_015b1, 15df, 524d, 69f1, c524, acadia14_111j, ascaad2016_038y14, 43a5, 52a8, 125e, 2fed, c2ec, 7260, 64ce, 4085, d04c, a30e, 1d8a, 6165, 19d5, caadria2015_150x23, d075, caadria2017_056k19, caadria2015_067m8, 42fe, 8a24, caadria2017_124u32, cc7e, 2a88, 0cd8, acadia15_211x8, 61a4, 50f1, ad11, b462, 7428, 2e3f, 84cc, ba7d, e3dd, 4ae0, a905, 7a7f, 0cad, 3581, acadia16_298g18, 8af1, a887, acadia14projects_699c, sigradi2015_11.165l25, 7166, a315, 858b, 1de6, 6f48, acadia14projects_247g, 87c7, sigradi2016_524bb, e2b6, b4e3, 9113, 587f, ecaade2016_165t46, 3237, 2d18, ijac201412205p4, 3cff, aa9f, 1868, ecaade2016_025f7, ijac201614101d1, caadria2015_066d8, 47d2, d67a, b904, 999f, 97ad, 1797, 298c, d39f, 3804, 6c7c, 3626, acadia14_63ao, 6969, ascaad2016_033b13, 7fc7, 5bb4, acff, bb21, c13f, b6a1, 8e40, 5f87, 8376, 1f65, f2a9, 0c94, sigradi2015_10.140s19, ascaad2016_022a9, a607, d0ed, 5a87, fcf3, b474, 47fd, 1dba, 501f, sigradi2014_128a1, 84c8, 02dc, e4f5, 2114, 8af2, 3133, 27d0, e956, ce10, ecaade2015_22a5, 5367, acadia14projects_375c, a681, b58d, fb30, d704, d296, d61f, dc55, 700d, 67e7, da83, 8ea1, 5ae8, 944f, ecaade2014_078t18, c278, 0566, 7bd5, bc3d, ecaade2014_168d42, a655, 7c26, d024, 26c1, f5f0, ee1f, acb4, 6f88, caadria2017_018z7, 6fb0, sigradi2013_117h, bb98, 931f, de10, b093, 3c43, 90fa, 1e92, sigradi2016_363ee, db4e, 5c2c, b67d, e25d, 4467, fd72, acadia14_539c, ecaade2013r_002h2, d5ee, b4a6, 870e, 704f, 2ef0, 543b, 7aa5, ab60, sigradi2014_313h6, 5517, 107f, ecaade2015_127z24, ecaade2016_108s29, aaba, 849b, 3384, 1979, 084a, 5030, a4a9, c38d, acadia14projects_145ak, 2aa3, sigradi2013_366, 867d, acadia14projects_229n, 47ee, a185, e0c4, 9de7, 89a9, caadria2015_130h22, ecaade2016_163g45, 3faa, 4897, c3a8, ebe5, 6063, 2dd9, b827, caadria2016_745c32, sigradi2014_213z7, c628, 8a81, d6d2, 3931, 6da2, acadia15_371m16, acadia16_12m2, 8968, acadia14projects_281ae, e225, 61e9, acadia14projects_153az, acadia14_719r, 3c0c, eeb2, 4f0b, caadria2016_125s5, 80d1, 2b13, 4cbd, 48c2, 39a8, 4dda, fff3, 2e71, 0757, 19ae, 2e6d, sigradi2013_274, 9120, 8f06, 3692, d451, 941d, 4a5a, ac7d, 55a2, ecaade2014_071v16, 0763, a8c6, ac96, sigradi2015_10.220c20, 13b0, ascaad2016_006h3, 5019, sigradi2016_490jj, b4a0, e5f3, 137f, sigradi2013_155, ecaade2015_200r43, 640f, acb3, aa8d, 7ee1, f3e0, acadia14projects_247h, 840e, 34d6, f613, 23df, 44fe, b9dd, 750d, acf3, b611, caadria2015_188w27, 0149, dd0c, 34c3, cb79, ecaade2015_148p31, 8c10, 8680, ecaade2015_101i20, sigradi2016_732u, 9e7a, 4efa, 5ffd, f209, 6513, ad3a, e36b, d5e3, 3ec6, 282d, 38ab, ecaade2015_194o40, 25cb, 8d9c, 656b, 9cbb, 7406, 83be, fa0c, f20b, c3e2, 5e6c, sigradi2013_421k, 089e, 25a5, ecaade2016_ws-dleadc68, c8e9, 734f, d7e9, 5a32, acadia14projects_189ax, 9bad, ecaade2016_011c3, acadia15_417d18, b743, sigradi2016_407u, 177f, f549, f1a4, eb7d, 9e54, 865c, sigradi2016_490dd, 95ac, c884, a11e, 0090, ba41, dab2, 8b71, 910c, bc95, ecaade2015_129j25, dda8, 0e59, 8dc9, 7757, 651f, b82a, cb5e, 8e6b, c4c8, 0639, sigradi2016_560x, 8c62, a92a, 9ada, 8fd7, fb5f, 4682, 955d, ijac201513103c3, ae7a, ascaad2016_034k13, 8a6d, 83b9, ce1b, 0548, 4307, ba72, 08a2, 04c6, 8409, 8f55, ecaade2015_172c37, 3d5f, 52b8, f8fb, 636d, caadria2017_009k4, 821f, dcb4, f7ef, 4c25, 4eab, 4b3d, c527, 2fea, caadria2017_067k21, adc4, ebf8, 5c3b, 772b, e5a9, f171, c960, cfe3, 7484, b357, e568, c0e5, 44bd, 2353, ecaade2015_25k5, 25a6, 3803, 1db6, 55a8, caadria2016_333r14, f8f8, cf77, 313b, ca20, 1fe3, e87c, 0489, cc1e, f1fe, 27ca, c4a1, f84c, ecaade2016_042t11, caadria2015_090b15, 4a5c, 4ddd, acadia14projects_699s, c20f, 8da6, 5def, acadia15_431v18, ecaade2016_234x62, 71cb, 514a, 854d, 9f74, caadria2016_415a18, 91ca, acadia14projects_627c, 4c18, 4f24, 8c5e, f0cd, acadia14projects_281ab, acadia14projects_445ae, 85c9, b132, 8d52, 0343, d8c7, 6677, c856, 2074, caadria2016_457i19, ccf0, fc0e, bb86, 363d, a749, c869, b469, 531f, 0fa4, 1f8e, 6a5a, 6322, 61d5, 4186, cf61, 4d1b, acadia14_101x, ecaade2014_092f22, daa6, 0401, d5c7, a574, 06d6, 9d76, 5e74, ecaade2015_13s1, 4f09, a694, ijac201412207d5, ijac201614103m3, 01e5, 9fc3, 559d, ecaade2016_127e35, a028, ecaade2016_102u27, sigradi2016_479dd, 64b5, 284a, 948d, ea47, 39db, 6611, 7dda, b59a, ecaade2016_163i45, ijac201513205p8, 57c7, 1e74, sigradi2013_212, 1812, 97fc, 03bd, 9614, 081f, 338c, 653a, ascaad2014_002l1, caadria2015_070c9, ecaade2015_55f10, ae03, baf1, ijac201412204f3, e569, ce73, ijac201614201f6, 9cc3, 0abe, 30b4, c377, 2a63, 34f1, acadia14_101ar, d589, acadia16_478l28, f1b5, ecaade2015_193x39, 10f9, 05ce, 088b, de0d, 68e1, f28b, fb2e, 4e7d, 64d5, ecaade2015_21t3, e40c, caadria2015_126m20, 6e47, 35be, 54e6, 38a5, fd25, 5fcd, 441e, acadia14_177ah, ecaade2015_246b56, ecaade2016_108a30, b87e, 7ffe, 7941, fcfe, d26a, 84b5, 4ec7, 0ac4, 99ad, 0c36, b3d5, a0f4, 956d, ee5c, 7e03, a6b5, 4fc8, 10cf, 5840, 759f, 346b, ecaade2015_53x8, 44e0, 8672, sigradi2013_280o, a9eb, 08ec, 73de, 4963, f75c, b93e, 81f2, 652d, 33f1, ea5f, a39e, sigradi2016_400k, 2994, 9b64, c07e, 63f9, caadria2017_129r34, sigradi2015_7.146a10, 9e59, d4bb, 9cff, 0bae, cbf3, 6aa6, ccaf, acadia14_247l, 211a, ab5f, 8dd1, eca0, ascaad2016_052f21, bc57, 7bc8, fc88, 2d69, 8daf, 67de, baea, 59b7, ebe0, f1a6, 3166, 9d3a, 2128, acadia16_124a9, 43a6, d6ad, caadria2017_175c43, ecaade2013r_015r8, c938, c202, 79b4, acadia14_101ak, sigradi2016_636n, ecaade2015_173f37, 1711, ecaade2014_053p13, a862, ffac, d41d, 6ea6, ecaade2016_168f48, 872a, a264, 2a58, 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a289, acadia14projects_237aw, aa4a, 7d84, a933, b04e, 922f, 604a, 0b40, aa7b, 02a0, 5509, sigradi2016_544f, a34b, bba0, 017a, a393, ecaade2014_130y28, b5c2, 6610, acadia16_460z26, ecaade2016_203e53, 10cc, ascaad2016_030f12, 3a6b, 65cd, acadia14projects_555f, 0784, 551a, ae55, 06b8, 42dc, 2dde, 59c7, b2e1, 9877, 5680, 1bd3, ecaade2014_188m48, 1544, caadria2017_009l4, a1bd, 20eb, b681, 5739, 75a5, 7820, bae9, 9203, 66b6, acadia14projects_671w, b6d0, 6a1b, f3a1, acadia14projects_699t, cc5a, d454, 1b19, 46d4, b9ca, aa80, 3808, d61a, b6ce, b558, 2c81, 42cf, 9d24, 5787, e098, c3ea, ecaade2014_072l17, sigradi2015_10.140j19, ecaade2015_286a63, 1559, a0de, 7a62, ddf2, 56bf, a867, 141b, 8e5c, 9364, 6e31, ff10, f085, 1046, c793, sigradi2015_10.309c22, 7d3a, c48c, sigradi2016_515m, 1eaf, b466, ecaade2014_186z47, bd34, 2e7c, f517, 5e56, ecaade2014_052j12, 6c29, 90c0, 29ab, c8a0, ee05, caadria2015_114w17, 3469, fcf4, 3a1b, 84b7, db33, 3596, 2c4b, 0369, caadria2015_064m7, 5fc2, b5f5, 4798, ecaade2015_217o48, 78a8, 77f9, c8cd, 8ef7, 18cf, 2614, d21c, bef3, c8bf, 911c, ed10, 8818, 9e17, 128b, 270f, debd, cd8d, 9be3, 9e53, caadria2015_119w18, 45c0, bd56, 6ee7, 5474, f668, 2ace, b3f8, dfaf, 7ee6, c46a, 8e02, 8a8d, cdf3, ecaade2015_194t40, 6601, d0aa, 266a, 2913, 2aaa, 99cc, 281f, 6f39, 2100, 1e1b, 7c0b, ecaade2015_138o27, 2454, d2cf, 2dc0, cf3b, 6b77, 4487, 185c, c101, 730c, f329, adb0, ecaade2014_220h56, 3ba2, b330, cd19, 23ec, d330, f5a4, 18db, f283, 7c1d, 530d, 9fd5, 90df, d0ea, 241f, d9cf, sigradi2013_386k, e726, e9bf, 396e, ecaade2016_123a34, 2692, ecaade2014_144y32, 13c3, accc, 14d1, b68f, acadia16_184u12, sigradi2015_12.107h27, f9cc, ascaad2016_013w5, 0e17, 5435, ffa0, 8168, 7932, acadia14_357av, 0057, 547f, fe73, sigradi2015_9.152r16, abee, 81e2, ijac201614105c5, bb50, 91e7, 8c6b, 39e7, 0c23, 4fee, 208b, 37f5, ecaade2015_21i4, 0aff, 621c, ecaade2015_227m50, acadia14_111h, 2b41, b02c, 9b5d, 42ab, 90e2, 9e80, ascaad2016_017d7, caadria2015_014u2, 6493, 6b94, 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ea4c, bcb8, 4dfc, 312e, c27a, db68, 1b58, 39ef, 7909, 5637, e0c8, ijac201614103d3, 14a8, d848, 520c, f28a, 3bbb, ecaade2015_200p43, 9f3e, f93a, 5886, cb7d, e2b5, ascaad2014_015v8, b2d6, ascaad2014_014k7, 53d1, 9ef7, ascaad2014_026x6, 78bd, c6bd, f4e2, 4494, 961b, b2fe, 5186, sigradi2016_583xx, acadia15_203g8, ecaade2014_180j45, b2c1, ecaade2015_115x22, 32ce, 8242, 2c4e, fbf9, d8e3, acadia15_57d2, 53dd, 4f41, 639f, 7bfd, 200b, cf72, d764, caadria2016_157z6, 9a71, 841f, bb3a, d63a, sigradi2015_sp_8.326d31, ijac201513105h4, eba8, 47b3, caadria2015_092h15, de5a, 32b8, 81da, 0ccd, 3665, acadia14projects_43ar, ecaade2014_023l6, feb0, c047, ecaade2016_068d18, c04b, f641, 443d, 159b, aa34, 0f5a, b93c, a510, 2f37, 4623, 68e6, 300b, d8a8, ecaade2015_144e31, 1d37, ecaade2014_143l32, 7816, eda3, ebf0, 4cc0, 10ad, 238c, 8234, 5b7e, 5877, 4e3d, a3d1, 0901, 1327, abea, ijac201412205y3, 9acd, 5d20, 0527, 939b, c8a8, 974c, 5e6a, e488, 5e60, ascaad2014_024u5, 6a1a, 5f91, d231, 17b0, e4a0, a290, 7c93, 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caadria2016_147g6, 9ed9, 0a19, 9f77, 8aea, 1380, 9f17, 09a8, sigradi2016_752ss, bc5c, d0d6, de68, d632, caadria2016_383t16, 58c0, 5894, a4e5, f122, c312, 5916, 089a, 9825, 54e5, dc47, 9ee1, f0a4, 5a12, 3340, bc36, 53d2, 2bd3, 9c65, ascaad2014_005n3, 9f4a, 81de, a9bd, d9de, 73b2, bba2, 2858, e678, 2537, caadria2017_118a31, c643, 1fc0, 4bc6, dc03, 1270, 4ef4, ea1d, 6407, bf7f, 84bf, d8a7, c22c, ijac201614208l14, ce88, f8b9, 0de5, 6186, ecaade2016_071y19, 8a62, bd2c, e760, d15d, ascaad2016_040b16, fb89, 4ac3, cb07, 188b, f864, sigradi2014_172v4, e60d, 0719, 2eba, 5fc5, 7daf, 985f, 95c9, 86c3, aa33, 7f98, d0d4, c0eb, 058f, 48f1, 55e3, 0def, ca5e, 873c, ad16, 20e2, 7125, 2421, caadria2017_081y24, ecaade2016_129r35, 74ab, c9d6, ijac201614307t4, df38, 7fd6, f4a2, 92ba, ecaade2016_074k21, a032, 5194, 5e8d, c1de, 4c20, 546f, f165, bcf7, 4acd, ijac201412203m2, f605, b319, 25b1, 5749, 8d66, 349b, fe4a, 63ff, a89a, c00f, d0b0, ecaade2016_tkot66, 21dc, ecaade2014_138e30, sigradi2014_212k7, b3d9, 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sigradi2015_11.165j25, 0319, a9a6, caadria2017_043y13, 4367, 496b, be46, ijac201614302y1, a94a, bbd0, 2a85, 6da1, 436e, 6a30, acadia16_344b21, 4d55, bd93, caadria2016_673z28, 821c, a21d, 82ea, 7fb8, 8af5, 42c1, 9033, cee3, 8090, sigradi2014_080p7, sigradi2016_815gg, f009, 1e9b, acadia14projects_473ao, 6c93, 7158, 6128, 5d15, e6b7, 8429, 393c, e1cb, ccc6, 63c7, 3ebc, bc21, 0f70, d03d, db34, 8b5d, sigradi2014_232v8, 5e48, ca5b, d66f, ef86, 6239, 31a7, 72f5, b97f, cda4, a220, sigradi2015_3.221t4, fd28, bac0, e1e4, eb52, 8208, 50e9, 013e, 8ff4, 4924, 1905, fcfd, 2c3f, 23e8, ecaade2015_21o3, acadia14projects_291c, bfe8, 00c9, bf7d, 571e, d980, e863, 4c0f, 0860, e2c6, 94f5, 042c, 9c96, ecaade2016_083d24, 8f72, 4298, ecaade2016_071z18, 60d2, caadria2016_601d25, 7436, 3175, d843, a91c, 28fd, b0c3, acadia15_451c20, 72a4, acadia14projects_135w, 2da8, sigradi2014_213x7, c866, 0f1a, 7e92, ebf3, 4aad, db21, 88a2, c19a, de4d, da4b, 2bad, 0e01, 31e6, 254f, 170c, fb2a, ffd9, b110, fd11, eeca, 17b4, 8034, 6d1f, c393, a247, 619d, ecaade2016_ws-masshousec69, 2d98, 2098, caadria2015_142p23, 049c, caadria2016_013c2, ed73, 96b2, fb3a, 3ee6, 6a06, ijac201412301x6, 4224, 1b59, a3e6, e4a8, a97a, c6a5, 6b13, 2f84, 94c4, 23c2, 9be5, 9662, 8b45, b584, 5cb9, d17b, bbd2, a9ab, f6ff, acadia15_451a20, 101d, dc72, 9f5d, bc80, d2cb, 7ced, sigradi2013_393l, a87d, 2bf0, 7e6b, 0aa9, ed5f, 55d2, 70ec, 3679, 1528, acadia16_308t18, sigradi2016_814m, caadria2017_047w14, sigradi2013_30z, 03ec, 5a74, d5c8, 66b9, f191, ecaade2016_151e41, acadia14_33af, caadria2017_145y37, sigradi2014_314k6, 6457, 1888, bd37, 51ff, 2564, dfd3, a5ab, 959d, ecaade2014_191t48, 496f, 540d, 9fc4, 6aae, 0bdd, a4d4, 1388, a5d3, 5ed4, 9c48, 2cda, 28ca, a210, e08b, a987, caadria2016_641p27, c6ea, 4858, sigradi2015_11.136o24, f2ec, acadia16_344o20, b450, 7c25, sigradi2014_265v1, b7b6, 1ef9, sigradi2016_522y, bddd, 2a66, 4cf7, 946b, 4361, a190, ba58, acadia14projects_609ah, ascaad2016_021y7, caadria2016_301r13, e0a4, f161, 6f68, ecaade2015_207t46, 4faf, 2dec, 0551, aea7, f820, sigradi2015_8.186j13, 970d, acadia14projects_53p, f95b, 103b, 86a2, caadria2017_163b41, caadria2015_124t19, 867c, 9333, cc8f, 5385, 1f9f, b98f, eb94, 10dd, d8c4, c086, e9e2, ecaade2014_072j18, 0ef8, b9f6, 0d11, 694d, f3dd, 96ca, sigradi2016_363gg, 49e6, e205, 60f2, de4b, 3468, acadia16_450k26, efa0, 8796, acadia14projects_229j, acadia16_344t20, sigradi2016_816uu, c168, 8f2a, ascaad2014_034k1, 1239, e026, c294, c831, f48f, 592e, ecaade2015_217l48, ascaad2016_008d4, 8ea9, 6ce8, 5899, sigradi2013_30h, f808, 484d, 58b5, 8891, eb8b, bfa2, 3495, 402e, 62b2, ecaade2014_230r59, a284, b11b, 3be4, fa42, f4fd, 5c72, caadria2015_111f17, ecaade2014_109u24, 608d, 0cf6, 1180, c911, ecaade2016_057l14, 43b0, ecaade2014_237z60, c31c, 300a, 421b, a6b7, ecaade2015_241r55, 8c7f, b1dc, 5da3, cb1f, 13a8, 6ff3, fbfd, 0e10, sigradi2015_6.387l9, ec7d, 73a8, f30e, 87c5, ecaade2016_084h24, 1de9, 283a, 10e9, 7599, d65d, sigradi2015_10.220h20, 5216, 3a62, 972a, 1d04, 11a4, caadria2015_203o29, ecaade2016_144d40, d62f, 7c3c, cf7d, 02cd, acadia15_95k3, 826c, 33aa, 0f1e, ac28, 5e45, acadia14_435au, 5634, a614, 8973, 1d5b, 2e41, 4168, 117c, ecaade2013r_003f3, ecaade2015_129l25, ijac201513102i2, fe91, 6fc0, b4c1, 1e81, sigradi2016_515i, fd0e, 37df, f03b, e777, ae18, 80e6, 1026, f895, 2ba6, 9a4d, dd57, dede, ecaade2016_046y12, 2de4, acadia15_469s20, 8656, 98e9, b4af, cc92, acadia14projects_507ae, ecaade2016_199c53, d603, b32c, b4cc, 0c10, 5e2e, 8d0e, ecaade2014_072d18, c219, f652, 07d3, 8115, ecaade2014_221m56, 939c, f245, c403, 309a, 9317, acadia14projects_23y, 2599, af4c, 3613, 5bfe, 8b1a, c34e, b948, ijac201614309f6, sigradi2015_3.201u3, bda3, 1707, fadf, 901c, b829, b946, def7, 4ad9, 6db2, sigradi2016_696x, 6569, 5f93, 875f, acadia15_47i1, aeb3, 974b, 0671, ffda, 28f9, eac6, 4940, e342, sigradi2013_393v, ecaade2015_138r29, 3d49, dc2c, a73d, 006c, fa57, 15f9, 1d40, af55, caadria2017_080j24, b6bc, 84bc, 579e, acadia14projects_579a, 3dd9, 2300, ascaad2016_038d15, a2f0, 05b6, acadia14projects_153c, 6487, 9362, 5884, c1a3, ecaade2015_55n10, c0c3, 57e4, 7f5c, d3bc, acadia16_98m7, d317, 3108, 40df, 8100, ecaade2015_33c6, 2b89, ecaade2014_067b16, 5fcb, e06d, 93de, df9c, caadria2015_012g2, 3e25, 2ca0, 292f, 223e, e02d, 175d, 2278, cec7, a528, f598, ecaade2014_182a46, 7950, sigradi2013_275c, 23cb, ijac201614305j3, sigradi2013_43, 9846, 93ef, ecaade2015_206o45, e791, ijac201513203s7, c90c, sigradi2014_347j10, ed52, 461a, 7a9a, 2956, 7608, 8c99, 7781, c52a, 2115, 8322, fe52, c059, 3391, 6426, dd2a, 3d9b, ce0f, fb2b, 6ac6, 591f, 46f7, 719a, 3af4, fb75, 59d0, d2b5, aecc, 8348, bb0a, 1124, 914e, f4f1, ijac201412403o5, f804, sigradi2013_248b, 6ed9, 0ac0, sigradi2013_28k, f12a, 63dc, d083, 3214, 30aa, 9532, 972d, dcd8, e877, a0b6, 328b, d68c, ijac201412302r7, 890d, 52be, 4bb8, b40f, sigradi2015_3.394e6, c934, ac85, 0e40, 8df5, 224e, 2e4d, 5a7c, caadria2017_042z13, 3d5e, acadia14_479av, 0b04, 05fd, 188d, f780, f8e6, 707c, 11d3, 7ba2, 1d22, 5c55, cdae, fa59, 84b2, d11b, caadria2017_048w15, 58c7, f8e4, cf0b, 5374, ecaade2016_230e62, 846e, 96d1, e4fa, 13ef, a54f, f681, aa0c, acadia14_167x, 59cd, c0a0, 29e1, acadia14_719p, a6e0, 03f2, 1663, b507, ecaade2014_016y3, acadia15_469g20, 2c6d, ecaade2015_317v68, 31fb, 33fa, 0c96, f026, c792, eb72, 6f2b, 97c8, 2398, fd75, 3ac8, 66fb, ecaade2016_223f58, 9ace, c606, 6de9, a3f1, ae83, caadria2016_415z17, fa05, 85ff, ce11, 60a4, acadia14_357ay, 7e10, ecaade2015_332u71, caadria2017_008e4, 7983, e534, e574, 9d68, 5628, 2e89, 11c6, 4057, e069, 1034, 2507, 0690, c5c7, b2de, 0d29, f42b, ecaade2014_186n47, b1a6, 96a8, a1eb, 738d, af33, ecaade2014_180r45, sigradi2016_534yy, 5670, ijac201412402t4, 7d91, 9864, b9b3, 1ba1, 3865, e466, 9851, 04a4, 6c6c, 1cde, cdaa, 5467, d1ab, d8ca, 5d13, 2ae8, 6b6a, 1c0a, 9ba2, 9261, 677d, 1052, d89e, sigradi2016_446c, 335f, ecaade2015_207r46, 8805, ecaade2016_036t9, 1ea0, caadria2015_172h26, b832, 0522, 4d24, c169, c99f, f540, b2d1, 37c4, ecaade2014_149a35, 28b4, 6150, 0c31, 0c70, 3918, 50d4, d0ce, f0aa, 2a5b, a15f, 1f3d, ecaade2016_123k34, ad5d, ecaade2016_203g53, fdd8, ecaade2014_015s3, ecaade2014_038n9, 07b5, f279, 9cda, 2675, 9e52, f883, d60f, sigradi2015_10.377t22, 4a75, c3e1, 12da, 51ab, acadia14_497u, 6d43, aea9, d3fc, 641e, 2fb5, 5131, a451, 6a32, 0d81, ccaa, 1776, ascaad2016_023r9, eb0b, b209, 6931, 51bf, 490a, bd1a, caadria2015_010v1, acadia14_709al, 4a4b, ecaade2015_202f44, sigradi2016_484yy, ecaade2016_067y16, 55ed, f61f, acadia14_199ao, ijac201412201o1, ecaade2015_171i36, de1e, cad1, e8ed, 3df5, 8389, 1d55, 292d, 6047, e4ee, 9be9, 74a8, 6ad2, 4b56, 09f5, ee40, a72a, d6c6, abc8, 4490, eb90, 6f56, 59a2, 2f5f, 751a, 8c64, acadia14projects_237au, 5889, 90e7, ff2d, f197, 6f04, d7be, 457d, 04c5, 6fc3, 44e2, ed46, 1ed3, f214, 6be3, 9c58, 535b, dc25, 8aaf, 9fbc, d849, ecaade2015_138z28, caadria2017_055j18, e69e, acadia16_34w2, a26e, 7cfe, f5d4, 6b76, acadia16_154e11, b595, f1d6, 974a, 9bfa, 9ed0, 6b6e, acadia16_450p26, caadria2015_206v29, ee0a, 4ffa, 3b8c, 8a48, ddcd, c2c3, 8e64, acadia14projects_257ad, ecaade2014_122a28, sigradi2014_049g5, 7829, caadria2017_115n30, ecaade2016_223j58, 21bf, 1aa2, 7be9, 10d6, 1366, 13ee, a416, 5595, ijac201412303y8, eab2, ca15, d6e4, a4da, ac8f, 5fa6, 1cb2, 068c, e50a, 03d8, 4198, sigradi2014_176a5, e7ab, 9a8c, adff, 0b52, 1162, 9c79, caadria2015_070d9, c57d, 6584, sigradi2014_281c3, 3a54, 258f, sigradi2014_080j7, eef7, c65e, c93f, 6233, 96da, 8f5b, ecaade2015_18d3, 173e, acadia14_627h, 1f46, d354, sigradi2015_4.219h7, a5e7, 3f7d, 6717, a132, dad6, 9814, 5f9d, cd7b, b361, e73a, 1ef5, sigradi2016_615bb, ecaade2014_167o40, 23e5, db94, f083, sigradi2013_222k, sigradi2015_3.221p4, 30dc, 2b32, 6257, fe28, d61b, 14e1, d49e, caadria2017_048a16, 9f1d, dbb9, 2870, acadia14_291b, 073b, ecaade2016_021c6, caadria2017_145i38, 1044, 1553, e3ba, 0d57, sigradi2016_778rr, 448f, 2f8e, c56b, 7202, 70f9, 1727, eeae, 462c, 58f5, 4529, 66aa, 8ac3, d4fd, 8f14, cf7a, 74b3, ecaade2015_173j37, f8e1, d880, 1d5d, b7f0, 0605, f7f5, 14ef, 4327, 9076, cdab, 1f70, ecaade2014_057j14, e221, ed78, 1292, 7441, a47a, 71d9, 576d, ijac201513102g2, ecaade2014_168s41, caadria2017_142h37, 7f94, 3e7e, bdf1, a4b9, sigradi2014_263k1, 39c2, 9890, 19dc, c680, 2a44, 164c, 497e, d6e2, caadria2016_601g25, a100, acd1, caadria2017_123h32, cb32, 40a6, a6f6, ecaade2014_195l50, b2ee, ebf4, 255e, 049f, ecaade2013r_017c9, c812, 6e35, 51d7, sigradi2013_347, 3f66, aa87, b3c1, 221f, 409b, efd5, 46ad, b563, ebd2, 6a05, ecaade2014_196c51, 3cef, 0cf4, 08c4, 6bf4, 7e05, 80a2, 1b42, b883, ecaade2016_129g36, 7fc3, 750a, fd04, sigradi2016_430m, 9a52, 1681, ef84, d0be, 2f61, ijac201614207h11, 8e67, 0649, 4393, 83da, 9eb0, ecaade2015_77u14, b47f, d890, d6a9, ea05, b6f0, def5, 34ff, 9f82, c3d2, 3ed3, 1241, acadia14projects_153au, ecaade2015_325d71, 80dd, sigradi2014_151k3, 99e9, 9399, d7ae, c6d3, ecaade2016_132w37, ad31, ecaade2016_111o30, 8e92, 636b, 4070, 9fe8, d573, 902d, 51ed, acadia14projects_101o, 4d60, acaa, 5d7c, 969f, 2fb1, 92ec, 8a0e, a676, c424, d207, 0770, 9091, ce9a, ecaade2015_318r69, dc6f, d11c, ff2e, 9c40, 23fa, 7f35, 70ff, ijac201513201b6, bc9d, feda, 9074, d895, b372, 04d1, acadia16_72i5, 66ca, b628, 2884, d001, a64c, e7be, 9abf, 5be0, 9af5, 74e0, 4118, b2ad, acadia16_196b13, ecaade2015_279x60, acadia16_344u20, 3f2b, d6be, 05c9, ecaade2015_221u48, 7cf6, 98c2, 9a84, bac1, 83d9, b72f, 4e2d, ecaade2016_068h18, 568b, 5124, 9801, ecaade2015_247f56, 02a8, 0994, caadria2017_129e35, 8d37, 5aa2, 052d, 1f04, ecaade2016_077r22, 2583, ascaad2016_007z3, 3926, 92e7, sigradi2016_467n, 52e7, ee19, 1783, 933b, 83b0, 6738, 365a, fa5d, 68d9, 7534, fd66, 3f36, 9155, e674, e5ab, acadia14_125aa, 6f46, 40c9, 6228, 3df6, ecaade2016_094n25, acb1, 5da9, ascaad2014_001i1, sigradi2016_770n, sigradi2016_448aa, d546, ecaade2015_11d1, caadria2017_035v11, 32dd, e63c, ascaad2016_005b3, ce5b, 997b, f578, ecaade2016_055i14, 9f9e, d892, e0e1, b3c4, 7f2c, b224, 6771, 81e1, 8f86, 2c49, ed2c, 921f, 2931, 4485, 20c5, c668, 8c34, 04df, 9a4c, 31b2, 06bb, 113c, f6ad, 38a4, 8772, 39bb, ijac201513105t4, 5f26, 0174, caadria2015_124s19, 460a, d815, 6d7f, 6ae1, 4621, 28db, sigradi2015_10.138x18, 325d, ascaad2016_038s14, fb31, a5c7, aacb, 1466, 339e, 5107, 8852, 367b, d626, acadia14projects_549v, caadria2017_005g3, 9984, e8d0, d038, 576f, 0c42, ecaade2016_102m28, b250, 7634, 98cf, sigradi2013_244o, 01df, 3628, 53f4, efb9, de01, 41ac, 419a, bc14, 5ede, 3016, 8c6a, 747c, e0b5, 0655, b05b, 7db9, 27c4, ecaade2016_043d12, 8c38, 7a23, ecaade2013r_003x2, 767b, e3c7, e98e, acadia15_137g5, 22b1, a312, 73f4, a8c3, acadia14projects_79ab, eef5, b790, caadria2015_122g19, 1c2d<