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 caadria2017_051
authors Liu, Yuezhong and Stouffs, Rudi
year 2017
title Familiar and Unfamiliar Data Sets in Sustainable Urban Planning
source P. Janssen, P. Loh, A. Raonic, M. A. Schnabel (eds.), Protocols, Flows, and Glitches - Proceedings of the 22nd CAADRIA Conference, Xi'an Jiaotong-Liverpool University, Suzhou, China, 5-8 April 2017, pp. 705-714
summary Achieving energy efficient urban planning requires a multi-disciplinary planning approach. The huge increase in data from sensors and simulations does not help to reduce the burden of planners. On the contrary, unfamiliar multi-disciplinary data sets can bring planners into a hopeless tangle. This paper applies semi-supervised learning methods to address such planning data issues. A case study is used to demonstrate the proposed method with respect to three performance issues: solar heat gains, natural ventilation and daylight. The result shows that the method addressing both familiar and unfamiliar data has the ability to guide the planner during the planning process.
keywords energy performance; S3VM; decision tree; familiar and unfamiliar.
series CAADRIA
email liuyzwillow@gmail.com
full text file.pdf (4,336,628 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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sigradi2016_450xx, sigradi2013_313n, f77d, cf86, ed37, 7cde, 90c4, 0a48, b289, c909, 33f0, 9021, d7e9, f582, ecaade2016_139c39, 359d, acadia17_308oo, 727d, 9711, 0c3c, 9d39, caadria2017_095c26, c17a, be28, acadia17_608ii, bcbd, e168, 7808, 0b35, 9011, 0001, d0b1, 8d3f, 16cf, 6b73, 04ef, ecaade2015_73d14, caadria2016_601i25, acadia16_62g4, ascaad2014_011w5, d145, acadia14projects_619ac, e94a, sigradi2013_100g, 56fd, 457e, sigradi2016_815nn, 1242, ijac201513201r5, f626, 42f4, d193, ecaade2016_021c6, acadia17_340u, acadia17_482z, ecaade2016_ws-intelligentw68, 2b37, ba8d, d025, 69ef, 143f, ac93, 4fa4, 3689, 6c1e, 63df, 7b98, acadia14projects_327a, 4edf, ascaad2016_003z1, acadia17_90dd, 47a6, c7cb, e134, bc5a, ecaade2015_139z29, caadria2016_861u36, 193e, acadia16_352g22, sigradi2014_015g1, d28f, caadria2017_105i28, f7a4, caadria2016_187n8, 54c5, caadria2016_861f37, 20bc, 8ae1, 25b2, 8cc4, 7739, 5532, c361, ascaad2016_003t1, acadia14_219b, 8279, caadria2016_405a17, sigradi2014_186d6, de51, f932, 3f63, ff53, fd75, 53b6, ijac201513203w6, ijac201614208d14, fbe7, sigradi2015_4.219w6, baf8, e74d, caadria2015_072z9, b09a, b5f4, c2ab, a098, d625, 0c0e, bd04, 15ba, 6bd9, 9ed8, 1d50, ecaade2017_215gg, acadia17_163oo, ecaade2017_199kk, acadia15_110w3, c2bf, 51de, 5fc3, sigradi2016_550i, 6537, 0e64, 1b1c, 82d1, ecaade2013r_003j2, f892, 523b, caadria2016_301n13, ecaade2017_072i, c768, acadia14_619at, a7b9, ef32, ecaade2016_ws-dheritaget67, b540, 4be2, d3bb, 8d53, ecaade2016_223t58, 865d, ijac201513205v7, ed68, ecaade2014_078p18, c6f8, 5ecb, 9280, c03d, 7344, acadia14_311s, b314, ijac201412204v2, 6248, a02c, sigradi2014_144v2, 2424, a18d, cea1, cd36, sigradi2013_112a, b28c, c865, 8f54, 4772, dd4e, f95b, ecaade2014_186e47, 9f83, 6402, 69a4, acadia17_189pp, acadia15_417f18, df13, acadia14_237at, caadria2016_333x14, d7b2, 443c, e80e, acadia17_474n, 66c6, 0efd, ecaade2015_11c1, ecaade2017_282s, 3d91, 43e4, 7694, defd, e6ee, ba2f, acadia17_562cc, cc39, acadia17_18l, ascaad2014_025m6, acadia17_169c, db49, ecaade2015_294i64, ascaad2014_021c4, caadria2015_246w35, b94b, acadia14_357ao, acadia17_28w, 4872, dd37, 5d06, b7bb, 3408, af18, beac, 1a88, b5dd, 4fe8, ijac201412403v6, sigradi2014_097n8, 1104, 5d28, ecaade2014_094o22, 7223, 5f05, d1f5, e8d3, 3021, fc98, d7b8, a726, 862d, ijac201513205k8, 516a, 522c, acadia14_281ae, acadia16_8b1, c60d, 7e56, 7845, ad6a, 7c05, 80b9, 7ae6, e9f7, b2a8, 2bcb, 349f, acadia14projects_117i, 3b77, 5cf4, 2383, acadia14_565i, d211, 49d1, b349, a883, d0d8, c6aa, bc22, 6fc8, c470, baeb, ecaade2016_118x31, 7c13, e857, 1a5c, e362, ijac201715106jj, 37a3, 08af, 86f0, 6b58, d138, 10e0, dfba, 1daf, sigradi2013_390c, e418, 1ac7, df65, 1852, 8ef7, 772d, caadria2016_135c6, 4163, ecaade2017_210u, 39cc, ecaade2014_010k1, c2a8, ecaade2014_020s5, 228b, 3eef, ecaade2016_163e46, cb6f, acadia15_417b18, 1faa, 15b2, fca2, 2486, acadia17_360h, 43d8, 79b1, 00a7, bd9c, a38f, caadria2017_016y6, 0169, b35d, 3c1f, f944, acadia14_637ae, 3c7a, acadia17_648p, 15ca, 8b0c, caadria2017_182r43, e776, sigradi2013_347u, 692f, aa95, 2354, bcbc, ecaade2016_130j36, 18fc, 3143, acadia17_36y, ijac201715202w, 83b2, 5b73, 83a0, 00f1, 17ad, f6f9, sigradi2013_52e, acadia17_138a, 6fca, 2330, fc29, 53bc, ecaade2014_149a35, bb95, 7d63, d815, 253a, 3e04, f6b9, cac6, 6e80, f0c4, e370, ijac201614305p3, e00f, acadia17_258g, acadia14_339ah, caadria2017_072d23, 0626, acadia17_678ii, 0b37, 1561, 01d6, df1c, ijac201614203a9, 3d75, 5789, 3557, 5b22, 0659, acadia14projects_53n, 6a1e, 79b8, 73c1, 6072, ea58, 1abc, 9e4c, d2bd, acadia16_34k3, caadria2015_090v14, 40d1, bb8a, 0249, aece, 2188, 1d47, 560c, 068b, dd86, d474, sigradi2015_sp_2.112i29, ee68, 77fa, 5524, 9b33, caadria2016_095m4, 77ba, 2e6f, 76a8, ecaade2015_180a39, 9832, caadria2017_041c13, 823b, c84e, 0da0, fbee, 9577, ecaade2016_190z50, caadria2017_105h28, ae67, ecaade2017_085g, caadria2015_188z27, caadria2017_175d43, b79d, e7dd, 32cf, 8909, ecaade2017_189tt, 7c34, e60c, ecaade2016_238t63, 9665, ecaade2016_ws-dleadd68, ijac201715105k, 2f4e, edda, c2d5, 04aa, sigradi2014_159h4, ecaade2014_052p12, 2a7f, 4207, caadria2015_016n3, caadria2015_114o18, 0a82, eb51, cec1, ijac201614201g7, de43, 8902, 8643, dbf2, caadria2017_118k31, ecaade2014_042k10, a1eb, 9b52, 6020, ascaad2016_041m16, bb58, 0ddc, 9723, 59ec, c3ec, ascaad2016_059k23, ab1a, dc39, ecaade2015_233g53, caadria2016_881z37, 564f, fa64, ecaade2015_84b17, 9fd3, 5b50, dbbe, 7fb7, ecaade2017_169ss, ijac201513206r9, a491, dc06, bf18, 58ba, 6789, 3524, b625, ascaad2016_052k21, a53f, 4b3c, 6e74, 5eac, 32b3, ijac201715102p, 2513, cb11, 835d, cf59, 93f0, sigradi2015_10.267l20, bae0, fc59, da6d, 239e, 1197, f8f0, bd57, a674, 4324, sigradi2015_4.52l6, 6714, d353, af64, e18e, 26d6, sigradi2013_342k, f4c7, d78b, sigradi2016_420vv, 40ce, 2e12, 354f, 1e36, ecaade2017_008r, 0379, aef5, acadia16_184j12, a71f, c494, a7e7, d339, e8e0, ecaade2015_268z58, ecaade2016_130k36, 1882, 99f3, 99ae, 83d2, 4e4a, 2dd2, 28f6, d1b1, febe, 835e, bb8d, d823, ecaade2017_195cc, ecaade2014_057u14, ascaad2014_023z4, 0cd2, 0b4b, 0d0b, e437, 5f7a, ijac201715102cc, 93f6, 8d0a, 6c00, 3647, ab1e, f351, 4fe0, acadia14_247x, ascaad2016_010x4, 3c60, 6775, e3f6, ecaade2017_138v, 8a13, a46f, a304, 7932, 7b32, 2fc0, dd27, d9ed, 2c2e, 06e1, ca9d, b92e, ecaade2016_243v64, f644, acadia15_110t3, a2ac, 135f, 9f6d, ee44, 9413, 9650, dbf6, ascaad2016_056e22, 074c, bfa4, 7b80, 0979, bcc4, ace1, sigradi2015_4.219d7, 0772, 85f9, e031, ec91, 6aea, e1ac, cf9b, cb31, e166, ijac201412206x4, ijac201513102n2, bab2, 0f57, 0130, edfa, 6378, 380c, 6018, 49ec, 599d, ecaade2017_244ii, 50d4, 6bc4, f1f8, b428, 1fc8, 17d6, 3de1, caadria2017_123t32, 38a5, ee15, 2f6c, fa73, b98e, fe32, 5b3d, 6e10, 0576, acadia14_627ax, 6fe8, 4803, 8b83, 3d1f, ecaade2017_210s, ecaade2016_221p56, b086, 5862, ecaade2016_bkog65, ascaad2016_028k11, c4a7, 6050, 44d0, acadia16_382f24, e0df, ecaade2014_079w18, 36a0, cb53, d2c8, dc10, ae84, e504, 043a, sigradi2015_8.239w13, 9a19, sigradi2016_417jj, ecaade2014_186b47, 09f7, 86e9, 12b2, ae7b, d6de, a40f, 157f, dca4, acadia15_431s18, e12e, e1ea, 7829, 7d91, ab3e, 3485, 927b, ecaade2017_046f, b43d, 1a3c, c4b3, 7fb9, sigradi2015_10.307k21, ecaade2014_127k28, 336f, 7db1, d1c8, 4572, f8bf, cbc1, ascaad2016_028n11, 5ebe, caadria2017_096b27, acadia15_47b1, 17b8, 64af, 390e, sigradi2016_488o, 5827, 5c10, 50ff, 122e, 199b, ijac201614303n2, 8601, e500, ab88, c106, c426, acadia14_333au, fb65, ijac201513302i10, 3be7, ecaade2016_042z11, b572, 5d1f, 05fa, 76ac, f096, 4758, 3195, 8feb, d66c, a3ee, 75f9, 5636, caadria2017_070j22, fbb8, sigradi2014_201i7, c638, c7bb, f722, 03e6, b87f, fabe, caadria2016_425e18, 2e8b, 6710, acadia14projects_153j, 4cce, 070e, ce5e, ae0a, 10aa, 90d8, caadria2015_220h34, caadria2016_177w7, ed8d, 4db8, ecaade2016_013m3, ecaade2014_057p14, c3b9, e21b, 45a6, 5dd8, 31bc, sigradi2014_284a4, 945a, 2e14, 65a3, c260, ascaad2014_022h4, dfe8, 4743, caadria2015_002e1, 38d3, 1ea1, caadria2016_601l25, 2a41, 3c35, ecaade2016_164g46, 1f85, d9d4, d3ba, acadia16_298g18, e48c, 2695, 55d3, sigradi2014_313a6, a74f, 1227, 9a39, 31b3, f711, 1233, ecaade2017_155o, 94d5, acadia14projects_357ao, 52c3, acadia17_266ee, ecaade2014_192c49, 0ebd, caadria2015_190f28, b1da, 5fff, f496, d81d, 96e9, d03b, a859, 30ba, c081, 35b8, sigradi2015_11.8p23, sigradi2016_399g, bf1f, acadia17_350aa, 4117, 1508, 08cd, c082, e48d, da20, bd88, d680, 23ea, 6c96, c786, ee6d, dde1, c8cc, 3dd3, b829, 07be, b654, babe, fb57, 037b, acadia14_549o, 73d0, 71a2, 7b33, cefe, ecaade2014_240e62, 8366, ecaade2016_190p50, caadria2015_172a26, ecaade2017_009ee, bb5b, 4e54, ecaade2013r_005p4, sigradi2015_10.220c20, 12b7, f99d, 1fe6, c2dd, ecaade2015_314c68, ecaade2017_047u, ijac201412403z6, 923e, 4331, edb5, a734, ecaade2016_025j7, eb8a, 6165, ascaad2016_048b20, 723d, 1840, caadria2017_158y39, acadia14projects_601v, b528, a418, e0ac, fe3d, ecaade2016_118v31, 6752, ecaade2017_117aa, e865, acadia17_512k, 492b, 3d3b, sigradi2016_407s, ecaade2016_163j45, 5081, ecaade2014_011w1, 146a, 9382, 983a, 7573, 221d, f327, 7c55, 944c, 2872, 3ad2, 6656, d0b0, sigradi2016_483gg, acadia14_627az, 708d, 2125, e435, 7235, ecaade2017_061c, 0d94, sigradi2016_363dd, a65c, acadia17_520j, f3f5, 8fe3, 4d61, acadia17_414ss, ecaade2015_207j46, acadia14projects_427ao, 29e0, 65a6, ijac201614207o12, 1d7e, 7cb6, 9cce, 0695, fd0c, 2bb3, e9ab, c94f, c256, ab07, 4a8f, c04f, e065, 373e, ecaade2017_116i, d331, 4145, 09c6, 4448, 2b91, acadia16_432p25, ijac201614208o13, ecaade2014_072p17, b2cd, sigradi2013_421l, caadria2016_529m22, 9f08, 96e8, 3581, cd0b, 2177, 2218, 2642, 93d7, 75c9, 809d, acadia16_414b25, 315d, bbac, 0717, 2b9b, e9ff, 2735, 713e, ddd9, caadria2015_099r15, 5e4a, 3638, 554d, ce02, d277, df3f, 11ef, 73e0, 7c99, a072, 3084, 5e3d, 7f99, 6824, acadia17_358oo, 34d6, ecaade2015_144i31, 3ac9, 9a17, e251, 0b0c, dd61, c046, 28f4, bd79, 2d5c, acadia17_222o, b2f2, eca8, ff87, 3b8e, df7e, caadria2015_111f17, ecaade2016_068x17, b40c, 39de, ddff, ijac201513105f4, 284b, cada, 1e38, 867f, b06c, 427d, 8184, 140c, d3f4, 6f56, f042, 6e99, ecaade2017_290qq, 8639, 6fa9, sigradi2013_429b, a01b, 3b12, ecaade2015_173f37, 9984, caadria2017_070v22, 6b85, 500000000, caadria2015_012e2, a60b, d034, 5f8c, 56dd, 025e, ecaade2017_ws-archieduq, ecaade2016_018e5, 99e0, 8bbc, ec38, 510c, sigradi2013_74f, acadia14_117b, 84a2, 51d4, 8ec1, 9e4a, c919, ijac201614102x1, ecaa, ecaade2016_191d51, bf49, 2b66, 679b, 64c6, 94f4, caadria2015_126k20, sigradi2013_393, acadia15_483w20, b08b, 4d09, ecaade2017_091ww, 2a95, 8cce, ae31, acadia14projects_101ah, b797, 9de8, 9a4a, a37d, 9e52, 67ae, 1610, ascaad2016_048l20, de35, e314, ae3b, ecaade2015_221y48, 2f1c, ca6c, c3f8, b54f, a373, 495a, 6bc3, 1cbf, 99fb, 7a19, ecaade2014_050d12, 316f, 43fc, f143, 4fa5, ijac201412305l2, ijac201614308i5, ec33, 0e75, ecaade2014_044u10, eb13, ecaade2017_017b, 264e, ijac201614103k3, sigradi2014_048y4, ecaade2013r_001m1, 6aac, ijac201412203h2, 1a7c, 0080, a9ad, ecaade2015_303s66, fb58, f5c2, acadia17_298mm, 49c6, ecaade2017_116h, 74a0, e321, dc58, 8e37, 4f1a, 2c94, a575, acadia17_189nn, ecaade2017_108l, 263d, caadria2016_301o13, 86e8, 6788, d25b, caadria2015_102d16, 1556, 4af0, 29cc, ecaade2016_073a21, 9d1d, def2, 117f, 6943, ecaade2017_094d, 5159, acadia16_372y22, ecaade2017_108a, acadia14projects_479a, 9e91, f11a, ecaade2014_108e24, c625, 6bf8, 6293, ecaade2017_201b, 4e0d, acadia14projects_281r, c475, d11e, b93f, acadia14_43am, f2f8, 817e, 5c2c, 4741, 95e2, 9475, ascaad2016_012t5, 936d, 4fe7, ecaade2017_152hh, ecaade2017_164r, ecaade2015_171d36, 0b30, 470a, c215, acadia14_125ac, ijac201412404a8, 4c7c, cd9c, sigradi2016_710kk, ijac201614308d5, d27a, c029, ecaade2017_054pp, 15d9, 17dd, ecaade2017_155g, acadia14_347al, 7e92, ecaade2015_317b69, c24b, ecaade2017_008e, ascaad2014_005j3, 525d, 46c1, b612, b5e0, 8577, 022c, 0361, b358, e58e, 34eb, 29b5, 2d1f, sigradi2013_183a, 7d32, babf, be90, 9150, 9281, 3b16, 8b87, sigradi2014_276s2, 3a1a, e929, ecaade2017_091uu, d582, b409, caadria2016_539d23, 852f, 59a2, 216d, d240, 6d12, 5228, 65a0, c4f0, 28ff, 9a99, a241, 8f72, 34f5, a216, 8493, e660, ff1e, cc9a, ecaade2015_302o66, b180, 41b7, c99a, 901c, ecaade2017_003d, e2e0, 3549, 021f, ecaade2016_230r61, ascaad2016_021w7, 9807, f3b0, acadia14_609ai, 55e1, 299a, b83d, b14d, cf5d, 0280, be24, 9d46, 9abc, 722d, bc4e, 4317, d63e, b7e9, 44e6, caadria2015_218w33, 5684, ecaade2017_033u, 5201, 2572, 3b92, 9e5c, 8f96, cae4, 0cd6, 3dbf, e131, 7e13, a0a5, 48da, 0449, 8d1e, ecaade2014_173j43, df01, 8f1e, f5b4, 158a, e7f4, 0c0a, ee0f, 7241, b94f, 9558, c9ff, 0b84, 6802, ijac201412304s1, 4729, d89c, 291f, ascaad2014_005p3, 2bc9, 96a5, 1e05, 161e, 1323, 1fec, 2f63, ascaad2016_007y3, ad60, 1792, 7e9b, 8428, eeff, acadia17_511yy, 45ae, 4d64, 86ef, caadria2017_132j35, sigradi2016_512b, d580, e92e, eb7f, 15e3, 9f6b, f32b, 0a22, 8923, acadia17_50nn, 7316, 8f42, a1b6, c498, ecaade2016_055i14, dcf3, ecaade2017_208r, caadria2015_139v22, 8f45, 5887, 0e26, 186a, ecaade2017_014qq, 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3486, 7517, acadia16_362v22, 1f35, b5cc, acadia14projects_627as, ecaade2015_171o36, 1db6, 4175, ecaade2016_094p25, ecaade2015_84z16, acadia17_222m, 54ae, 10c3, e432, 68ae, 21a7, caadria2016_631k27, ba9b, 5422, f442, 32d4, acadia14_53k, 5f6d, dda6, b596, 8b8d, 9d77, ecaade2015_73j14, ijac201715202e, 362c, 9461, d103, d432, 92fd, ecaade2016_106g29, ecaade2015_318s69, 93a1, caadria2015_176r26, ecaade2017_282m, abba, acadia14projects_497r, ecaade2016_208o53, 459c, ijac201614205i10, 714b, 5cc4, 21ab, df9f, caadria2016_507n21, 43cc, acadia17_456ii, 4fa2, a922, ecaade2014_041f10, d412, 0315, 8b53, 5bec, fa8e, 19d6, sigradi2015_4.52p6, 22c7, 2994, 9e8c, ecaade2015_37g7, 70a7, 4b12, 434b, c1ec, 28aa, 5c98, e4a6, f2ee, 9acd, 8a9c, 46af, sigradi2014_345i9, 8f3d, acadia17_153i, ecaade2016_119z32, sigradi2013_326m, caadria2017_037f12, d350, 5fb3, acadia17_492kk, caadria2017_124u32, b93a, 5c69, e120, acadia15_251r10, 8c35, ad96, ffa2, d5bc, a070, 28fa, e944, 4d17, 0891, c42d, f640, 5a7f, d693, caadria2015_220c34, 61e4, 4b9e, 5b0b, b73f, 01f8, acadia17_640m, caadria2017_002i1, acadia17_178x, 07b4, 8f27, acadia14projects_177r, 3ebf, d39e, 5d29, 5088, ecaade2016_047o13, fe4c, 17a9, 4d4b, c41c, acadia14projects_43y, ascaad2016_035m13, 67b1, ijac201614302v1, ecaade2017_302yy, 14af, e279, c5d8, 1334, 9081, 46b3, 8681, e1b7, acadia17_170t, cb2a, 6022, 6224, de8e, bb78, 7dee, d461, 2d73, d632, 6911, be0c, 8746, aba0, f3da, 9ae7, 021e, 4f16, 80fc, 1f0b, b106, acadia17_18r, cc19, sigradi2014_303g5, 2ddb, f559, c13a, acadia17_220u, acadia17_455cc, acadia15_243c10, a1e9, f173, 930b, acadia14_267n, 47b1, 97f0, 27f1, 41a1, 7314, 0bdb, 273d, 2436, caadria2017_079c24, 96b3, 15ef, caadria2017_123m32, 0125, ecaade2015_333f72, 02b1, ffa4, e489, c1f5, e3ec, sigradi2016_524cc, 541e, f8dd, c90b, d129, 11cf, 6ed1, 55f1, sigradi2016_559u, 6b0c, 3d6f, ecaade2017_101cc, c9a8, d37f, 31b8, 01d8, 001f, 2f1d, f8f3, 0c68, 6e0e, 6bfd, ecaade2017_288ff, 2d82, 5959, 422d, ecaade2016_011x2, ijac201412403m7, 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ce1f, ca55, 90cb, ecaade2013r_018z9, ijac201614403e2, fdab, sigradi2015_11.165o25, ascaad2016_058c23, a351, 3722, c490, 6491, 078e, 5148, caadria2016_177k8, 8cd3, acadia14_627at, 5617, d272, sigradi2013_386j, ecaade2014_050e12, 639e, 7bf9, acadia14projects_79aa, acadia14projects_339an, f850, ac6c, 246c, 5892, cc1d, 097e, caadria2015_176p26, 3ca3, ascaad2016_038a15, 6ef7, 444d, ecaade2017_309tt, 69ac, 3dc4, 31d6, 0627, acadia17_201d, ecaade2014_198k51, c0a3, 4740, 0a69, 1d1c, aaaa, 5e84, acadia17_648rr, ecaade2017_143ww, 015f, 40dc, e830, 85ca, bf39, 986a, 9ed6, c2e5, 6496, 96a6, cae5, a2ba, 8abc, 7614, caadria2017_023j9, 1cb0, 3876, c8a3, 24df, ijac201715202ff, d7e7, 96e7, e57f, beb5, 3869, ecaade2016_002f1, 6be2, f884, caadria2016_445x18, 42d4, d701, a66a, a489, ecaade2017_253p, caadria2015_073g10, ca5a, 0bbd, 7f25, 4aab, 239d, acadia17_18j, 7cf8, dd3d, acadia14_189ar, ecaade2014_168j41, ecaade2014_145d33, ecaade2015_329n71, 2f98, 98c0, b980, 4c1f, 1dfc, c912, ad1a, a402, 7e78, 4580, 6f75, 4154, 20bf, a717, 5da3, 3b13, aab5, ijac201412408n1, sigradi2014_074u6, b3b0, bdf3, 98a5, 936b, cc62, e40c, 9dda, 92b5, 6833, ded4, caadria2015_073j10, acadia17_403i, 027b, 59ee, 136b, ecaade2017_195ff, 1085, ecaade2017_269oo, 7e89, 090a, acadia14_101ab, ecaade2015_205b45, 8a70, ce32, 2e7f, 5d7b, e9d5, acadia16_154e11, acadia14_479az, 2ad3, a331, 092a, 520b, d7c7, 4c9e, aec1, 2150, 5f87, 9d66, caadria2016_291n12, de29, 35a1, sigradi2013_158t, 7a98, 37e8, 49fc, 44ca, c708, 7ff1, 06ad, ab22, acadia14projects_549o, 789a, a603, a201, 8733, ecaade2015_253r57, 06ff, 0c2d, 16f2, ecaade2014_233b60, caadria2016_487l20, ijac201715105rr, f5fe, 346c, acadia14_719n, acadia17_598uu, d878, 0be2, 3d84, ecaade2015_114a22, bc40, edde, 1d4d, 876a, a5b8, e366, 9f8e, 6c56, e33a, sigradi2016_415ii, 61a5, ecaade2016_162n44, ecaade2016_021x5, 94df, 71cf, f728, sigradi2015_9.152b17, 21cd, sigradi2014_023z1, 8539, fc50, fe23, 1591, 5813, 0771, 309d, e789, acadia15_333d14, acadia15_137r5, 7eae, 3832, sigradi2015_sp_11.303p31, 3176, ecaade2014_214x54, 7cc8, 59a4, ecaade2015_294j64, 729c, a9d3, 9ee9, 4d29, 10a6, 1a34, 891b, c5f8, e2fb, b312, 83cc, ascaad2016_022w8, 2207, sigradi2013_135g, 3251, 7479, ecaade2017_148ss, ecaade2013r_013b8, 9b03, ecaade2017_291i, d160, cf3c, 5099, 2047, aa9b, d70f, ecaade2014_157u38, f3b3, ea64, a57e, 0501, 4091, da0a, edf9, 2d7f, 5165, a328, 6c69, 9975, 36a2, 6c55, ecaade2017_264qq, acadia17_349v, dfa3, dab6, acadia17_678uu, 39a6, ecaade2014_204x52, ed54, 0508, caadria2017_029h10, e6d1, ecaade2017_213c, 11d9, 43fa, 433b, ccab, 862e, 8e9a, f867, 2145, e3e1, 0b71, sigradi2013_117r, 88b4, 6309, ecaade2016_ws-dleadi68, 8f5a, ecaade2015_113p21, 4558, caadria2016_003d1, caadria2016_405n17, 8fa7, sigradi2016_710bb, 28a4, 0ac7, sigradi2016_507vv, 226c, acadia14_75a, ijac201715106mm, ecaade2017_076ff, e593, 51b2, ecaade2017_229aa, 848f, 9bd0, e400, acff, 6144, ecaade2017_122oo, 0610, e823, cd7e, 2c1e, 87b1, f0b6, df90, fd5d, caadria2016_281f12, b22a, 83bb, a2a8, 6975, a53a, b5df, e550, d7fd, 5c99, eaaa, ecaade2013r_008p5, 64ec, sigradi2016_737ff, c356, acadia14projects_565j, ffc0, 58be, cac2, 4a26, dcc1, ijac201715105tt, acadia15_451f19, caadria2016_085g4, 25d9, b4ed, ba89, 1a00, 135d, caadria2015_172k26, caadria2015_081l12, a1ec, ijac201412201r1, ebb7, 76f9, 02a8, ce7a, 9a0e, 49e9, d0bc, e535, ascaad2016_033g13, c7b7, 5cb2, 3885, e61b, 99bb, a4cc, acadia14_655ag, 6a66, 1504, 8ebe, acadia14projects_167v, 00b4, 0a55, ijac201614406i4, 420f, 15e0, 916e, 7c86, acadia14_681ag, dd71, ecaade2017_098oo, caadria2016_291r12, e5dd, caadria2016_333p14, 0553, 1973, caadria2017_023i9, 85cb, d098, acadia14_609an, bb62, bcdf, ecaade2017_143d, 27a5, bebd, 4ba0, acadia17_570ee, acadia16_488u28, 0ecc, e548, 8a35, sigradi2016_792l, c501, 3317, ecaade2016_ws-foldingu68, ascaad2014_012m6, 2f81, sigradi2014_247k9, cb9d, 8068, 0eb0, 2c64, 7d11, sigradi2016_756b, ae93, ba32, ecaade2017_301x, acadia17_491z, f025, ijac201614309t6, ef5e, d486, 0993, dace, 28c5, 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