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 ecaade2013_261
authors Paterson, Greig; Hong, Sung Min; Mumovic, Dejan and Kimpian, Judit
year 2013
title Real-time Environmental Feedback at the Early Design Stages
source Stouffs, Rudi and Sariyildiz, Sevil (eds.), Computation and Performance Proceedings of the 31st eCAADe Conference Volume 2, Faculty of Architecture, Delft University of Technology, Delft, The Netherlands, 18-20 September 2013, pp. 79-86
wos WOS:000340643600007
summary It has been argued that traditional building simulation methods can be a slow process, which often fails to integrate into the decision making process of non-technical designers, such as architects, at the early design stages. Furthermore, studies have shown that predicted energy consumption of buildings during design is often lower than monitored energy consumption during operation.In view of this, this paper outlines research to create a user friendly design tool that predicts energy consumption in real-time as early design and briefing parameters are altered interactively. As a test case, the research focuses on school design in England. Artificial neural networks (ANNs) were trained to predict the energy consumption of school designs by linking actual heating and electrical energy consumption data from the existing building stock to a range of design and briefing parameters.
keywords Environmental design tool; energy prediction; artificial neural networks; building operational performance; schools.
series eCAADe
email greig.paterson.10@ucl.ac.uk
full text file.pdf (801,948 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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ecaade2014_029b8, ae6f, 9f8d, acadia14_565ac, 102e, 61d2, 92cc, a68d, ijac201513304w11, 5a29, 4777, 54f4, b88c, 9a79, 1a2b, 71a1, 7949, acadia16_308z18, sigradi2014_169s4, 1179, 4819, ijac201513104g3, 8366, 940f, f013, 1366, sigradi2015_8.189r13, 9c66, 2691, 89e2, 117d, f83a, 87f0, a731, 78b8, 6608, 0150, cf93, 903f, 22b3, f35d, a671, 4e0b, 4215, f169, caadria2015_048n5, 7ec9, f315, sigradi2016_654b, 002e, a6d7, 074b, 1bdd, d77d, c5a3, f9ae, 124d, ecaade2014_133s29, caadria2017_048m15, 7de1, 618a, cf65, 1b63, 8d71, 75d5, 0a47, 3f0b, 9ecf, be84, 932b, 21ce, e3e2, 1b4c, sigradi2013_400o, d9e1, c077, 2e78, 70e7, 04b6, 5563, bb0b, 3b16, acadia15_451w19, 9b74, 405e, 5b84, bcc9, 9a32, caadria2017_104b28, caadria2015_208p31, 6b81, 6f25, caadria2017_005c3, ecaade2015_152z31, sigradi2013_263, 3eef, f0d8, e454, 1951, b604, 89c2, 3434, d65e, ecaade2016_154c42, 8f55, 8d89, bd25, 3dc2, ecaade2015_176v37, acadia16_154f11, 56b8, 0372, 8545, 3c83, a08c, 4d08, 4aca, sigradi2014_114p9, 7b4b, 0e1d, 64fb, 6dd4, 32de, f7a7, 1dd7, 1811, 6218, 88dd, 5790, dabb, ecaade2015_268a59, 27ce, e073, a9cc, ef2f, acadia14projects_609as, e36c, facb, e337, 71c3, 1102, a4da, caadria2017_017k7, 8db5, 9de0, a932, e5f6, 62b5, c246, dc14, 5b60, 98b5, 8b0a, 9cfd, 9189, acadia16_78o5, acadia16_352w21, f5fc, 3c1d, a56a, 53b1, 1bd3, dbc6, 4c50, b6d0, 9809, c293, 870c, caadria2017_129p34, f1c2, e87b, c993, sigradi2013_30f, c765, 35eb, a9af, acadia16_362r22, 42a8, e2c0, c305, e7ae, 658b, 86f6, acadia14projects_565ad, ecaade2014_030l8, cc5a, acadia16_244u15, b7d3, acadia15_243b10, ee2b, be2e, 7c63, 7537, f27a, 6d5d, daa8, 6d20, ce25, eadf, 9960, 12c3, 66db, ed4e, caadria2016_735m31, 7057, 03ca, acadia14projects_655aa, sigradi2015_3.65n2, ee9f, 3199, caadria2017_142l37, 4a10, d5f3, 4416, caadria2016_187v8, 8455, 4d57, b098, 1d03, f128, b3b6, 255a, 64ae, 7ad9, a213, 6945, a49e, e957, ijac201412405l8, 0502, 740d, 1f02, 4b4b, 0f73, ascaad2014_037n2, df0e, 41a1, ecaade2014_186z47, 9faf, 2df7, ecaade2014_201h52, 98a3, 6b43, 25f4, 6363, 08da, cd52, caadria2015_061b7, 7622, ecaade2016_222z57, 69f4, 3af1, 8a29, ecaade2016_047m13, ecaade2016_bkop65, 5a54, acadia14projects_453f, e018, sigradi2016_426g, ac60, 53f5, 862b, f6d1, sigradi2016_815u, 5db3, 0c1c, 757f, 47a4, 7955, b48a, ijac201412404f8, 6587, bfb8, acadia15_57i2, 7794, 2c30, 58db, 3200, 685c, 5ac7, df9b, d002, c28f, ae1c, dfd6, cd03, 9f06, ad53, 6bf7, ascaad2016_014j6, 5424, ec96, 5d7b, db22, 0eca, 4a34, 9f9d, ijac201614104h4, f7a5, 5286, f783, 1887, 520b, sigradi2016_571pp, baeb, a827, d7d6, 1e6b, 4d48, 4b54, ca44, 3c92, a7e5, ecaade2013r_003u2, ijac201513302n10, 0505, 12ed, ecaade2015_235s53, 68cf, 3ee5, 3ef8, 7497, 8803, 04cb, caadria2015_237t35, 0081, acadia14_655x, 3a42, 6be3, acadia14projects_671l, sigradi2015_3.43l2, 007e, 82ca, 8056, cbfc, 0742, 9114, b449, 5711, 93e2, caadria2016_343d15, 3b66, 595c, ascaad2014_034k1, ba04, a5a9, 43a2, ca8a, 0c0d, f19a, caadria2017_115l30, 1233, 15d8, ecaade2014_029e8, cd27, 7400, 18ed, fbd0, acadia16_244y15, sigradi2013_30j, 037e, f1ec, e449, 24d5, ecaade2015_285z62, 93d2, ecaade2015_324x70, c5ec, f5db, 48f3, 7811, 979c, 63f2, 08fd, a25c, 7d29, e9b7, c61b, aefc, e911, 92ef, b881, 9a5c, 6c9f, a85a, 1a1c, 44de, eaa1, 6007, ecaade2015_164s34, 2ff6, 5653, 7448, 1106, caadria2017_113w29, 4560, 2c2b, 7bef, 7dea, e3c8, d3e1, 23b1, e683, ascaad2016_044w17, 6532, 0cae, e2a3, 5bfc, caadria2015_213p32, ijac201614308y4, 9922, 3856, 937b, a904, ecaade2015_15v1, 5fab, 78ba, b2d2, f4c3, acadia14_101au, d791, 8231, 6374, 2354, 4ed7, ecaade2015_253v57, acadia15_123v4, 131e, dbf4, bcd1, 4c72, 627c, cbf3, dad7, acadia16_54y3, acadia16_98l7, 34dc, 1f33, 2c08, be1c, 2dfa, caadria2015_139b23, ijac201412303c9, 8b4c, 317f, sigradi2016_773z, 5f4c, 5694, d174, a440, 0e9e, 798f, 4bec, caadria2016_085g4, 2ae0, ecaade2016_132w37, 36ef, 6c58, 94e9, 4308, 6430, sigradi2013_387h, 203b, 17bb, sigradi2016_792p, 3d8d, 3fb7, 9a59, caadria2017_069c22, baec, 861d, 1151, 85d5, 87eb, ascaad2014_024z5, 6d8c, 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caadria2016_095t4, 21f1, 17d7, 10ed, 8a3f, 8c4d, b734, e0e0, 7d16, ecaade2015_193m40, ecef, ascaad2014_005z2, f3cb, caadria2017_175f43, 830b, acadia16_440b26, db14, 62cb, ascaad2014_023b5, sigradi2014_137l2, caadria2017_005d3, 4e5c, 06c9, 2502, ecaade2016_099h27, acadia14_661, 2191, 6a68, e510, ecaade2015_100s19, 1935, d85c, 14b5, caadria2015_087o14, d726, fdfa, fe6f, d1e8, c673, e664, 9caa, 14a9, a89d, ecaade2015_74p14, c286, 4375, a87e, 3a7c, 8ebd, ecaade2015_231t52, 9daa, sigradi2016_814qq, 137f, 536a, 91cf, sigradi2013_390e, ed8e, ecaade2014_169r42, 6095, a12e, 1790, aad7, be67, caadria2015_126v20, sigradi2016_815ll, 2028, 4117, acadia15_497j22, ddd1, 1518, acadia14projects_579d, sigradi2016_387yy, 55b5, d2f6, ebf4, 0431, ab30, 76d2, 660c, caadria2017_136k36, ecaade2014_225g58, cf82, 1946, a228, b7ab, acadia14_81m, e625, 80b5, 439e, 524b, ijac201614201z6, c1ef, db90, d1f7, fc1c, d9b4, 972c, ecaade2014_218a56, 9be5, ecaade2015_200n43, fe38, 84b4, 4a91, sigradi2015_9.347t17, ca9b, d79f, 4739, b80a, 2c5a, da5c, 6cfd, 618e, 7844, d65c, 32e0, ecaade2016_120j33, a23f, 2a33, a05d, 73c6, a22d, f49e, 7bc8, 915d, sigradi2016_483ll, caadria2016_157o6, 036b, 84f9, b4e2, a1ac, 4f18, caadria2015_087i14, 1286, fad5, 8e37, 5ee5, ecaade2015_130f26, 1db0, ecaade2015_284p61, d28e, c4ff, 014e, 21a9, ijac201513302k10, 82bb, 9602, ea42, ecaade2015_81s15, 5744, acadia14projects_517s, a676, b2cd, 958e, b1c9, 9453, ecaade2016_144f40, ijac201614203e9, b0f4, 1eda, ecaade2016_167a48, f386, 0f25, ecaade2016_ws-intelligentw68, 324c, 890a, befa, a08f, 8792, a9fa, da4b, 101d, 9129, 2997, ecaade2014_206k53, 5609, ascaad2014_008t4, 09f0, d27e, acadia14_619ar, caadria2017_031h11, 92a6, 7386, b44b, 0e61, 63b1, acadia14_609ap, ee7f, 96f8, 9c60, ijac201513102d2, 12f2, ecaade2016_mrtc66, 1cf2, 8d31, 3b0e, 7ea0, ecaade2016_098a27, 543d, acadia14projects_627c, e524, f039, ijac201412306w2, 0997, 9ff2, 8459, ddff, e62f, 1295, acadia14projects_177ai, 03f6, ecaade2015_155y32, d0c0, fcb5, 594b, 168a, 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ascaad2016_038w14, 58fb, 78a4, bf0c, ecaade2014_176p44, sigradi2015_12.297e28, 41e8, e111, sigradi2015_8.47h11, 5a2c, 1a8d, 63fc, a113, d5fb, d257, feda, f600, f4dd, sigradi2014_048z4, caadria2015_084z12, 586d, 2417, caadria2015_194u28, 32a4, 0ca0, 8006, 7501, sigradi2013_429b, 39ae, d569, 5443, caadria2015_010s1, 9f67, cc59, ce9c, 288a, d5d5, 03b0, 8ea0, 5eaa, 3e17, 04eb, d167, caadria2015_087t13, 7865, 75c1, 79b7, ecaade2015_53u8, 3575, ac2a, 5755, 00b1, ecaade2016_167y47, acadia14_327c, d558, sigradi2015_3.111f3, e937, eac1, ascaad2014_023w4, bc19, be4f, caadria2017_015v5, fd34, 0c83, ecaade2014_214r54, sigradi2016_560y, ecaade2015_332u71, 7adf, 23aa, 7bcf, 425f, 4f03, e67f, f734, ascaad2016_038c15, ijac201412204i3, 2548, 42cf, caadria2015_220b34, caadria2016_259r11, 6200, 094f, ecaade2015_84a17, cb34, 75f4, 3510, 1129, 4341, 8b40, 8c33, 71f7, ecaade2015_64w12, 30a5, ecaade2014_127k28, 5e6f, cf37, c51c, 7083, e998, a8c4, 4b42, 9dfa, afb0, ecaade2015_317x68, eb07, ascaad2016_022i9, 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ecaade2015_74l14, 7bcc, 6e9a, b632, sigradi2013_41f, 1407, caadria2016_507r21, 628c, d96d, caadria2016_405d17, 31d9, caadria2016_147l6, 4e36, 997b, b3d5, 85e4, 3bca, a645, dd48, 1af4, 87e7, ascaad2014_008v4, 2d37, e2d9, ace6, 580b, acadia14projects_507ae, acadia14projects_579g, e72a, ecaade2014_038y9, b6e7, ijac201614202s7, 7f72, bb18, caadria2017_142n37, 063c, 9c3e, fafb, 5287, b712, ijac201614103l3, 8c07, d7fd, 8a01, sigradi2014_074u6, 2395, 9182, ecaade2013r_004w3, 06cc, caadria2016_579p24, c7fa, e7f8, sigradi2016_815oo, d670, caadria2016_663j28, c20f, fd5c, acadia14_409n, caadria2017_183b44, 3bdf, da10, ff3b, 71cd, sigradi2013_52f, fe8a, d7bf, caadria2015_014w2, 4b67, sigradi2014_347r10, 1119, 4b01, babc, acadia14projects_497x, ecaade2016_243b65, d703, b4f4, 03ef, e3c2, ecaade2016_130w36, 1a49, 5acf, 4aea, acadia16_196w12, 4e26, 54cd, 1e4b, 316d, sigradi2016_369a, 17ee, eeae, eefd, 0148, 6577, ecaade2015_227y49, f750, bbf8, ijac201412407z9, 81ac, d360, caadria2016_405m17, acadia14_43ap, caadria2017_129m34, caadria2017_081t24, 603b, 5530, 9db6, 8fb8, 3467, 9856, 404a, 8b01, ecaade2016_025d7, fa6a, 9e2b, 767d, 8f6f, ijac201614207u11, c7f6, 173f, 083c, 32bb, ascaad2014_024x5, 33f5, 06e1, caadria2015_226v34, 5834, ijac201412303a8, acadia15_232n9, 842f, c0d7, ace0, 3155, d8ab, ecaade2016_243n64, e5d5, bd65, 0966, bb6a, 6891, 0af0, 3d42, 86b8, 562c, b823, 3e0e, 8e64, a5b9, 3135, b17c, c3d3, c5b6, 26c3, 20e0, 8757, 2300, 4efd, 2fae, 1707, ea9c, 2a1a, 0fb2, ecaade2014_023h6, 4134, b9c8, 24e3, 26d5, 377b, 4812, c50f, 0b25, b873, ecaade2014_050d12, caadria2017_051p16, caadria2017_118d31, e678, 3566, 4e3f, ecaade2016_071k19, caadria2015_208t31, caadria2016_693e30, ecaade2015_325y70, 310b, aa20, fc8d, 3044, f925, aa5f, 8878, 5572, sigradi2014_041i3, 2a0c, 1553, 2e28, e0a9, b533, 9ba1, df7e, 50e5, 6089, 934d, 9887, 9278, sigradi2014_239a9, 3e81, e3ff, d01f, 161e, 75a8, ddd5, 0855, 2b4b, caadria2017_054c18, ecaade2015_297w64, 3722, d5ef, 817b, 225f, 47ad, ffcb, 07f7, 4719, 0227, d7ce, bf88, caadria2017_109a29, 885f, 1aca, dd78, 4b24, ecaade2016_057s14, 673a, ecaade2016_140x39, ae49, bc68, 25e7, e6e8, 281c, 0b36, dba4, 3c5c, caadria2017_004j2, c8e2, b9bc, caadria2015_130v21, 6596, db52, ecaade2015_225j49, 7abe, 4a4e, fa65, 91fc, a776, 67e0, e102, c20a, ascaad2016_018h7, ijac201412403f6, caadria2015_016t3, 37dd, 6427, 3a1d, 681c, aa29, caadria2017_037e12, 0971, 4d52, 3f1d, f8c8, a1c3, 6e67, a551, 0cbf, a5dc, f83d, 8d52, ascaad2016_009o4, 2c31, 49eb, 88ff, b9f5, 08f1, 36b7, fa00, 1966, 3c45, 5fc4, b294, bbb6, f767, ee01, eac5, sigradi2015_7.146a10, 4613, caadria2016_271u11, b77d, 23c1, afd4, 3c53, 84f0, afe2, 91a1, ecaade2015_53o8, 5b6f, 4c45, 4296, 3c9d, sigradi2014_164j4, c050, 6eab, 6f75, e1d7, 65e3, caadria2015_164f25, 792e, ecaade2015_144g31, sigradi2015_10.140s19, c7e9, ef1c, 5789, ijac201614309d6, c38b, 44b8, 9d43, 093c, 9e79, 13d7, caadria2015_070w8, 2d8c, 1182, 7462, d43f, 9406, sigradi2013_375, af48, fef8, sigradi2014_032i2, 614e, 700f, acadia14_445aj, 3294, af3b, 92c9, e942, 5b88, 5bfa, ca25, af4c, 15da, 2717, 5adf, 19fa, 4012, dd26, 2460, 484d, 14f3, ccea, 7bd9, 24a3, 9e4a, 0834, fa02, ascaad2016_047x19, bdb2, 4ac1, 6c00, bab0, b53f, caadria2015_004r1, 439f, ecaade2015_116l23, c1e8, ijac201412302s7, aba4, ecaade2014_187e48, d01c, 1d97, a88b, e93f, 8648, 204c, f3d8, 27ef, acadia14projects_317w, c7ed, 262d, cc55, e46c, 63dc, 9201, 67bd, 8af6, 3401, 8d18, 571a, ecaade2014_163j40, d3e2, f502, acadia16_98t7, 4891, 5122, sigradi2013_411m, ijac201513102x1, 7416, 3a5b, 43f1, 11c6, 8740, ecaade2016_136u38, 4d4a, ecaade2015_84c17, ecaade2016_163z45, 2afe, 5422, 456c, acadia14projects_87ae, ecaade2014_185t46, 4311, 9e73, 07c2, b38e, 2285, ecaade2015_64l13, ecaade2015_332v71, 59df, acadia14projects_117g, 7252, 0eb6, sigradi2016_814n, e458, sigradi2013_400n, 8d99, 6820, 8c84, 3585, e5fe, 95da, sigradi2016_550m, e324, 0ae9, ba78, sigradi2013_386m, fdb8, ecaade2016_ws-dleadl68, 2f87, ecaade2016_164g46, caadria2015_206b30, ecaade2016_126s34, ca94, 6f5a, 1f6b, acadia16_24r2, acadia14_135y, ascaad2016_004m2, ecaade2015_138j27, c0cb, 3dff, a430, 5e4b, bb0c, f6ff, d71b, 09e1, e8cf, 8036, 26c5, 2522, 26d0, 6707, ijac201412403w6, 06ad, b736, 98c3, ed1d, 4467, 9556, d239, acadia15_95p3, bed1, 8099, c8b8, dbb2, acadia14_365ah, 4506, edfe, caadria2016_631h27, 3958, d1d8, fe41, 224e, 4421, sigradi2013_267a, ascaad2014_007f4, 5d0f, f625, af28, 7e17, 1354, 7302, 7bd1, acadia14projects_627ay, 7657, 8528, 9195, 1e5b, 1c9b, a871, 54ca, ecaade2015_59c11, 1376, 279f, 30c5, 4b10, ea5d, ecaade2014_057g14, b397, 130a, sigradi2016_817b, 005a, 5494, sigradi2015_4.219g7, d59a, acadia14_427ap, d78b, e46f, sigradi2016_381v, a0cb, ijac201614207n11, d645, 364b, a39f, 6e9b, 76f6, 7992, c007, bda2, ecaade2014_159k39, 7a75, ad3c, aa54, 1e87, 26ed, 54fa, a21e, 0f80, sigradi2013_400v, 4585, ijac201614206w10, 91eb, 0694, c3a8, acadia14projects_101an, e410, 10d9, a44c, caadria2016_229t10, d97a, d8a5, 75c9, 6361, eb87, 7c3b, e574, cea0, 5931, acadia16_270v16, d0e0, ijac201614204a10, ecaade2016_199w52, 04da, 1c61, c389, 3277, 15e1, 85ab, 939d, a42d, 96be, 1df0, 6e61, 2e10, 197e, 34a5, 1937, 6158, ee8b, d327, caadria2015_208n31, 05d8, 7b77, 1697, 8c92, f16a, ff61, 386e, ijac201614407a5, 00b2, sigradi2013_304b, b32f, 1540, b711, bef0, 7935, 11e9, a31e, 9d0a, 8c6c, ea2b, 90fe, ecaade2015_118c24, 38bd, 7332, 0097, 5025, 1934, 367a, ecaade2016_067z16, 3bef, 0e12, 1aa4, 7a08, c9a2, 7154, 2058, a00a, 9d77, 7201, 2386, 3d57, sigradi2015_8.328n15, ijac201614201d7, 218d, 4b1c, d3d2, 81dd, acadia16_140c10, 78d8, ecaade2015_170h35, 632e, adea, f6aa, ea69, 947b, 6ab0, 7d11, 1881, sigradi2016_764g, 6bad, a119, 7685, ecaade2016_047j13, 7cd6, 9322, 9b68, 75a5, 1e70, 0bdf, 3855, 91db, acadia14projects_237at, d23c, 1196, eeb5, 252d, 0359, 2019, acadia14projects_479aw, ecaade2015_116e23, 06d4, 1f3a, 7928, ac6c, 0c70, 1365, bedf, 144e, 03f7, 6112, ijac201614202n7, d259, 07fc, 9a8c, d346, 4a7d, 2c01, 6041, 30b7, c507, 4dea, 8e04, 2339, 3bba, ecaade2016_071j19, a43f, 5353, 265c, a46d, cfb0, 84a8, 3fea, 72c0, caadria2016_095n4, 69f8, 1c23, a78a, 2ca1, a8e7, caadria2015_190l28, 6caa, acadia16_478a28, 2eb0, bd87, 743a, 3f99, 9122, d42b, sigradi2016_817i, ee85, acadia16_54a4, 5cf1, f64d, d39a, 81f4, acadia16_224p14, ascaad2016_028d11, 3f47, 4850, 8f29, df65, ijac201614102p2, 19e9, caadria2015_114d18, 9e8e, 5d4d, c81f, cd4e, 49b8, ecc9, 08e8, 372b, 1341, 5c27, a57c, 6574, 3bce, 753c, f2fe, 563c, 1ebc, 4588, e772, 1c20, 1770, ecaade2014_188r48, cabc, ijac201614105j5, ijac201614405b4, 246d, 6cd6, ecaade2015_253w57, cb8e, fc68, sigradi2015_12.215v27, 45ce, 1fca, f494, b1f0, 1430, 58e0, f975, 3bb0, 0f75, 1f46, sigradi2016_817a, bee8, 526d, ecaade2016_113d31, 82c8, 2264, 95d4, 8bdd, 2a81, dfa2, c602, acadia14_463v, 3b44, 7c07, d1e5, cbe7, f7b7, bb7b, 7e7f, b77e, 0130, acadia14projects_117h, cda0, 90e9, 1ed9, 4ae9, 95f8, 7679, 5b4a, 684d, 00a3, ce86, caadria2017_174y42, ecaade2015_53m9, c5bd, caadria2017_009p4, 8fcf, 755b, c7b6, 3c20, c0d6, 0d3f, 5faf, 6c41, 60a3, 36e9, sigradi2014_249n9, 649c, ijac201513206v9, 7a2a, 5e4f, sigradi2014_123r9, b524, 2fe8, 3729, ecaade2015_230h52, 6934, c937, 16e2, ef84, 4bf8, 61cd, 3807, d7b5, 95e2, c759, 762f, d402, 351b, sigradi2016_530hh, 9fa0, a900, d9bf, 5773, 5c6d, ecaade2016_075d22, acadia14_365al, 5b47, a8e8, 0921, c3fb, 5fba, de7e, acadia16_244s15, 22d1, ascaad2016_043k17, d105, c1b0, b443, aa1a, 6155, c154, 6de3, ecaade2014_186v47, b2cb, fb35, 1a46, b558, 4fdf, 6994, acadia14_375ax, bcac, b15d, acadia15_137d5, 1bc5, cdd8, f756, c205, acadia14projects_691ay, sigradi2016_360w, ijac201513104z3, 2ae3, 375a, 7f29, c30d, caadria2016_809c34, 8f73, e6b8, 2008, sigradi2013_260, 9b3c, f7d9, 76df, 46d9, 6fc7, f7ce, caadria2015_114k18, caadria2016_683s29, 146e, 781c, b606, 6f6c, a734, 245c, 6575, e5c3, 988a, fc49, 7632, caadria2015_162x24, ecaade2016_162i44, 4407, 81ff, 2355, ascaad2016_045g19, 9729, 71b8, sigradi2016_805gg, 24eb, 43e8, becc, cfc4, sigradi2015_9.152v16, ijac201614307m4, dc29, 317e, 8ea8, 16d5, bf6a, 3527, 9c41, da95, a5c1, caadria2017_048t15, bb51, sigradi2014_347o10, ascaad2016_046k19, d149, 3308, 1bb1, c144, b691, sigradi2016_382q, ecaade2014_237x60, 4ce4, 7973, ecaade2014_021u5, 6e1d, d50d, 92fd, 96c0, f16e, d7a5, f22a, f46d, 5aae, a237, sigradi2015_10.377u22, f04b, ecaade2016_074m21, 752f, da69, ac37, ecaade2014_060z14, b358, cc79, e01f, sigradi2016_614u, 4e6b, c847, 5d09, ijac201412305r2, ecaade2014_111j25, ea8f, sigradi2014_339c8, 6ed5, caadria2017_183n44, 4b0f, 17d6, sigradi2013_98z, 4e9b, 2a98, 4dbe, b327, f731, 61ac, 9c93, acadia15_469k20, ijac201614102i2, 0dc3, 6a63, 1afe, sigradi2013_158b, sigradi2014_345z9, 1d82, sigradi2016_778pp, 2534, sigradi2013_195v, d065, d001, ee5f, 7f7a, sigradi2014_263x9, 1412, 0f3c, 0d69, d7ae, 93fe, sigradi2015_11.196j26, sigradi2013_212r, 6da6, 088e, db17, f8ca, 2b34, 5076, 5bcb, sigradi2016_592z, 9b7c, f4b3, bd35, 09bc, aa6e, 0033, d628, ascaad2014_005f3, 6b4c, 2ff5, 93e7, a323, ijac201513305i12, 7b28, 1023, 5e02, fd4e, 0414, 6ff8, caadria2017_142j37, acadia14projects_637ai, acadia15_297b12, d8ef, sigradi2014_345y8, acadia14_101ap, 0312, ecaade2015_138x26, ijac201412201e1, 5259, 5bca, 6c65, fffe, ecaade2016_108u29, 77f6, ae5b, acadia14_291e, b48b, 1f3d, 6943, 1322, 6af7, a506, acadia14_699s, 07b7, f98b, ecaade2016_110e30, 28f8, 9e56, acadia14projects_601ad, 063e, ecaade2016_123j34, ijac201513104m3, 1a78, 0a30, aaa1, 131c, ecaade2016_071g19, 6ce4, a702, b87b, f220, 3b32, 0e6f, caadria2015_023c4, 7862, 520c, b0f9, 0622, 35f9, 09b3, c85b, d64b, ecaade2014_162t39, d213, caadria2015_139g23, bbcc, 5c10, 40c3, 403a, 5458, b20d, 11aa, caadria2016_517z21, sigradi2015_sp_12.402x31, 55ac, caadria2017_030z10, 825d, beba, 177e, 899d, ad68, 037f, 748c, aa9d, ad25, 3544, caadria2015_108p16, 9651, caadria2015_060y6, 7d42, 06b9, 9134, 7fcd, acadia14_479aw, d1e0, 157c, ecaade2015_87x17, e527, 5459, f964, 6b6c, 5866, 2e1a, becf, 029d, 495b, acadia16_432u25, 26e9, d4a5, 73e0, 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5258, 51ce, 6721, f0f6, bbf0, sigradi2014_197x6, fb3e, 53a7, 73ba, cfc5, 6e75, e62d, 96cf, 06a5, e2d5, 743c, 4457, ijac201614309h6, 20d8, 88ac, ecaade2016_017m4, fd20, 7d25, e0fa, 2ad2, b0d3, caadria2017_124x32, d05c, acadia14_473ap, 086f, f898, d9e0, 8140, 3da9, 8019, caadria2016_663r28, f2fc, a966, 8b3f, e119, sigradi2016_669bb, e535, d614, 3580, 1a03, 3eff, caadria2017_095g26, 0acf, ad87, 82dc, aa59, e834, a38a, 5b5d, caadria2016_517y21, 2185, 935d, 8b24, ecaade2015_217k48, 7c32, e14f, sigradi2013_46c, 55fc, 1145, acadia16_254e16, ecaade2014_149m34, 2b88, d631, f6cf, acadia14projects_445ai, 72ac, 334a, cd8e, fab7, d512, f8ed, 6ddb, ecaade2014_029c8, 0d61, 4d06, 269a, d5c1, c346, 5e60, b273, c688, 37ab, f417, ecaade2014_021t5, bdef, f2fd, 2ffa, b566, 0dc5, dc04, fed8, 0cd3, 39b1, 20c2, a989, 0da5, sigradi2016_407r, ecaade2014_108j24, fc1d, sigradi2016_732e, b8f8, ecaade2016_152y41, 7ed3, cdc9, 01bc, d18e, 3ab6, 4931, a936, ce36, ecaade2015_206v45, 025c, 6e00, 7e71, 57fa, c517, 043b, 8a3a, b822, 6b5d, 6d52, caadria2016_777b33, 7348, 0760, 11bd, e20c, 20fb, acadia14_117f, 7c2d, 8a34, d18b, 574f, 9719, e6b5, acadia16_460x26, sigradi2015_7.203e10, cc30, caadria2016_353v15, caadria2016_559x23, f8b2, ce7c, 5449, 16be, b491, ecaade2016_225f61, 7ec3, ascaad2016_057a23, ecaade2015_180w38, sigradi2016_625ss, 9150, 610b, 977b, ascaad2016_059o23, acadia15_371i16, 491f, 594e, 3c5a, ff7f, a1d0, b554, 4190, ecaade2016_118y31, acadia14projects_445ah, 45b9, 1c8a, a64d, 07ae, ad3a, e75c, caadria2017_009x4, 8501, 7ff8, 0451, 79f6, 8c32, 157e, ecaade2014_057b14, d619, acadia14_627ak, 6b40, 0c6e, 2d38, 177f, d135, ced2, ascaad2014_029t8, 858f, 8024, b1a6, 5d07, a080, 8284, caadria2015_188r27, 5f78, eb32, caadria2016_529n22, d4f2, 5954, 662b, 4504, ea2a, c0a8, a212, e750, df1f, ecaade2016_087t24, 963d, 7adc, 8564, acadia14projects_145p, acadia14_473aj, 4263, ijac201412205n4, 8dff, 8bba, 524a, 1857, 3dbe, c3f0, 9e3d, 1819, c2d3, 9d75, df83, c71c, dc59, 2623, ed6d, c213, c93d, 03f9, 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