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 DDSS2006-HB-151
authors Jean-Marie Boussier, P. Estraillier, D. Sarramia, and M. Augeraud
year 2006
title Approach to Design Behavioural Models for Traffic Network Users - Choice of transport mode
source Van Leeuwen, J.P. and H.J.P. Timmermans (eds.) 2006, Innovations in Design & Decision Support Systems in Architecture and Urban Planning, Dordrecht: Springer, ISBN-10: 1-4020-5059-3, ISBN-13: 978-1-4020-5059-6, p. 151-166
summary Our research work concerns the development of a multimodal urban traffic simulator designed to be a tool of decision-making aid similar to a game wherein the user-player can test different scenarios by immersion in a 3D virtual city. Our approach is based on the activity-based model and the multi-agent technology. The implemented result is a hybrid simulator connecting numerical simulation and behavioural aspects coming from real data. This paper is focused on two points: firstly, we introduce how a final user (the traffic regulator) instantiates and assembles components so as to model a city and its urban traffic network; secondly, we present the use of Dempster-Shafer theory in the context of discrete choice modelling. Our approach manipulates input variables in order to test realistic representations of behaviours of agent categories in a decision-making process. The traffic modelling is based on a questionnaire elaborated from standard arrays of Taguchi. The significant variables and interactions are determined with the analysis of variance which suggests a reduced model describing the behaviour of a particular social category. The belief theory is used to take into account the doubt of some respondents as well as for the preferences redistribution if the number of alternatives changes. The effects of external traffic conditions are also quantified to choose a 'robust' alternative and to use the agents' memory.
keywords Urban traffic simulator, Virtual city, Multi-agent system, Behavioural model, Transport mean, Taguchi's method, Belief theory
series DDSS
full text file.pdf (876,310 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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ad0c, acadia14projects_145w, f207, acadia16_12h1, b269, 5ccb, 2561, 9a1f, a412, fa07, caadria2017_056y18, 7187, ba3d, 3243, ijac201412205a4, 83b8, caadria2015_162w24, acadia14projects_479t, acadia16_140r10, c0b9, 0196, b4b1, 1029, b157, b15a, 31dd, 32cb, 684f, db0c, 0ee2, 8f5b, 095e, 1172, 1775, 2eee, 638a, ecaade2015_185u39, 3467, de77, caadria2015_070c9, 4877, fd3f, 103f, 23ff, 7871, decf, 1760, sigradi2014_276s2, 0283, 3a09, 8d97, 61ff, 990e, fdd4, f53a, 88e1, 0d1e, 57e4, 994f, a69e, 031b, cc85, 11f4, ecaade2014_067d16, e45a, b786, 5549, sigradi2015_8.328n15, 2e11, acadia14_347ai, 6dc2, 1f69, 997b, 614e, ecaade2016_225o60, acadia14_199ak, ff0c, fe23, a1e9, 8646, be6c, d620, f8a6, 7c06, 5a6a, 796a, 1246, 492a, 74bf, 9447, 98fd, fced, 6d74, 9848, ed51, fb72, 5723, 9eac, ecaade2016_152w41, cfd8, 970e, ecaade2016_161w43, ce71, acadia16_470g27, faa9, 9d5b, c094, 19a3, ecaade2014_094p22, eda6, bf0a, 942c, 5a18, dca5, ijac201412407h1, b0f5, 9f48, 839b, 46bf, fbf8, caadria2015_073s10, 9baf, ascaad2014_003t1, 1a39, 56aa, 0228, 62fb, 23ab, ecaade2015_336d73, 11f1, 95b6, caadria2017_081n24, 05a1, 4a55, c3b2, 8a0b, ecaade2015_100z19, ijac201614208s13, e9cf, e66f, 68ef, 669f, 5557, sigradi2015_8.289c15, c71f, 41d4, ijac201412302o7, ee62, 2ae9, 4377, dfee, d3c9, 8d29, ecaade2014_186a48, 2448, d602, 971e, acadia14_247k, ecaade2016_234w62, ecaade2015_237o54, 6455, ijac201614105g5, 12b6, c559, 35b7, 18d2, d293, acadia16_478g28, ee18, a85d, 279f, fc86, sigradi2014_036t2, 1138, 8565, 249b, dcdf, ddc5, ascaad2016_018k7, e301, ea7d, 0f37, 594e, ecaade2016_168h48, ecaade2016_015b4, e2ab, 00ae, 417a, 8991, ba91, 5ff3, cbf3, 1811, 6e36, 3041, sigradi2013_285z, 6c91, bdee, 0e79, 26e5, f56c, 85ad, aa26, 7f27, acadia14projects_661i, 7197, sigradi2014_314o6, ae82, ascaad2014_016c9, 9eb0, caadria2015_023y3, 0415, 36ef, 76ec, 10b3, 7619, 8663, 418f, d9a2, 8b42, ecaade2014_153l37, ca80, 7081, 3ef8, e2bf, 760d, 8b15, bd12, ascaad2014_001i1, 7e11, 62c0, f051, ecaade2014_220g56, ijac201513103c3, sigradi2014_213l7, 6db4, d127, d586, 48ef, 9d1a, acadia14projects_357ar, fa21, f1f4, ecaade2015_217c48, 906f, a2eb, fcc3, 6914, 0416, d2c5, acadia14_229n, 6c6c, 290c, b496, d8cb, 4132, 32da, b54d, f646, d578, 5a0a, 5d3b, 2eca, db4f, a7f9, 659e, ecaade2014_202o52, bd0c, 1117, 0dd6, ecaade2015_61p12, acadia14_601ac, sigradi2015_7.146w9, sigradi2014_265x1, ijac201412403w5, a65f, 413e, 2ae3, ecaade2014_218l55, a24e, caadria2017_145u37, ascaad2014_018u1, ade0, b656, d6e1, ecaade2016_223v58, 0b94, 4ebd, 5b74, b937, 78de, 50cb, 8191, cff2, ijac201513104u3, 5e18, acadia14_671v, 92d6, 0983, b76b, ijac201412407g1, 17b6, 0df2, 581d, ddcf, bec8, b56a, 33b6, c00c, a3fb, 4be3, a5ce, ijac201614207v11, ec89, 4763, f9f8, sigradi2016_590a, ecaade2015_229w51, ijac201614102h2, 2a2b, c872, d859, 07ff, 837b, 6f3e, 358c, 770d, 0366, e610, e64a, 6bd4, 639a, 5bec, 3b33, 7337, 2872, e0ac, 6e3e, acadia14projects_427ao, acadia15_243f10, 7d3f, 7257, ecaade2015_37g7, 20b1, 63a7, fdac, c9c3, fee0, f40b, 01c1, 25fe, ecaade2016_071a19, b520, 2222, caadria2017_101j27, 0971, 4a42, e772, 7947, e2b8, e322, caadria2015_176u26, dc56, 01b3, acadia14_91u, ae1e, ascaad2014_014o7, b068, 3814, 82df, 7d6c, f98a, 1269, 0deb, 131c, ecaade2016_230r62, 8cd9, 12b1, e10b, 04fd, ec01, caadria2015_070j9, 447e, 4a57, ecaade2016_062d15, 9812, 2b9c, 13ee, d6ea, c9ce, 3d25, 9f98, 962a, b1e2, 2c38, b5d2, eaa5, ascaad2014_009f5, 3ed4, 6af1, 5316, c9fc, ecaade2014_094n22, 5f0b, 85b7, bf01, 9bb3, c36e, 8a16, 820b, 7cac, ecaade2016_046a13, 1677, acadia15_137k5, 6e38, 2cad, 1855, ecaade2014_044t10, 1b0c, 5c35, b58f, d405, b92e, d56f, 2577, 983f, ec51, 59ab, 5dba, d058, 9ca8, ecaade2015_334o72, d117, 3672, d2e3, f9e4, acadia15_137l5, eda0, 3f45, acadia14projects_565i, e067, 1df5, 5f86, 177f, 4882, 618c, fc16, 533b, f7d4, 4c1e, 165c, 3030, 8669, ascaad2016_023s9, 6164, sigradi2013_41, 26d3, f410, c9d1, 84c2, 184b, acadia14_53o, 7e15, ijac201614403l2, 3bb4, sigradi2015_10.74s18, acadia14_627am, 902b, 82e5, b609, d0a6, e069, 0384, 9607, 9bf3, ecaade2016_163k45, 3c80, 0d25, 39a5, ecaade2014_066t15, 09b3, sigradi2013_407j, a0ba, a1c4, a0b0, f205, 7a7c, caadria2015_090w14, a1ba, 21c6, d7d4, 626b, e324, a03c, caadria2017_043d14, caadria2016_405f17, 77f4, 307f, 4691, 4721, 9132, e71d, 4a98, d639, 5796, 8a4e, acadia14projects_427ap, b857, 9c45, d52b, 76d2, ee79, 58e8, d222, 8f95, bc88, 8c1c, c074, dece, cccc, 8d01, 0ecf, 0e12, 250e, e2fb, 39a3, 350c, a99c, 33fa, a240, 1095, f62a, 04e8, cec8, 697c, b8ae, ecaade2014_168s40, 2c82, 9e3c, 0dfb, e390, acadia15_343h14, a5ff, a25a, f369, 3fe9, c96f, b7fc, c8e1, 3ec5, 9c60, de1b, 8731, sigradi2014_330f7, 5fa0, b968, 2a12, 8fc1, 102a, ecaade2016_175k49, 537c, ijac201412402d5, 9af0, 135b, ijac201412405y8, ec5b, aa86, ecaade2016_238o63, c881, sigradi2014_305k5, 2621, 2c95, 1514, 8300, a7e8, 0471, sigradi2014_284d4, 211f, 0238, 8328, d475, caadria2016_517d22, ec1f, 105c, 0753, d4ab, 7258, f425, 5e9b, 4b67, ascaad2016_021i8, ascaad2016_033y12, 4fc9, ecaade2015_155z32, caadria2017_165o41, c752, 90b3, ijac201614405f4, 8a23, 8492, a134, ff98, ecaade2015_113k21, 4c4e, ad0b, b6c2, 91de, 9b96, f9d0, 661c, c7c0, 130a, e1d3, 3e88, 2264, 0600, fd1c, caadria2015_172k26, c167, be39, ac84, 27c4, 3804, 8b88, ab82, ecaade2016_222o57, 45ff, ascaad2016_010e5, f129, ecaade2014_226h59, sigradi2015_9.347u17, 6891, 3fcd, ijac201614208h14, ijac201412204l3, 0a4b, bf35, 2979, 4394, 7a7a, ecaade2016_063j15, fa6e, 4e7c, 483e, c61a, acadia16_78u5, 80b3, 2375, df12, ijac201614301a1, 2680, f7e3, 3af8, adcc, b3f7, acadia14_375ax, 9bc7, 147b, e446, 7a33, aa15, 3369, ecaade2015_229x51, acadia16_244w15, 17ec, 0d08, 0d2b, fbf2, 714f, sigradi2015_8.186h12, 3968, 6d48, 9960, 408e, e7b7, 1c69, e18f, 9bc5, 6e26, 408a, ca86, caadria2015_108u16, ijac201513102h2, f46a, c22c, 824c, ecaade2015_21t3, af44, 671d, d96e, fb2e, ecaade2016_065z15, 9c18, f76b, 3ba2, fd5c, acadia16_402p24, 587e, 9147, d7d7, f058, 9405, ecaade2015_320p70, 5892, beb2, caadria2017_142w36, sigradi2015_8.186u12, 93f8, ecaade2013r_017z8, 2e6c, df2e, 6e5d, ea9f, 7795, a2d6, 5a17, 7fef, 50ee, 4c81, ecaade2015_233b53, ascaad2016_052h21, ba37, 070a, d249, bd5e, ecaade2016_006a2, 7282, 35ab, 8011, 8f88, 9c2a, f8d9, f46d, sigradi2016_450a, ecaade2015_155u32, 74e7, cd9a, acadia14projects_619w, acadia15_284y11, e702, ecaade2016_013n3, ijac201412407b1, sigradi2016_602d, 3092, 3e93, 59f7, d09b, e7e8, acadia14projects_453e, b230, 9159, e38d, 0843, be73, 2884, 2b99, acadia14_43as, f3ae, 1ff8, f4fd, 0250, 2722, caadria2017_132r35, 1956, caadria2017_004n2, acadia14projects_637af, b732, 8f14, sigradi2016_737x, 6101, sigradi2015_10.378f23, ascaad2016_045s18, ascaad2016_022j9, acadia14_435ac, ecaade2015_116i23, 6fd4, 241c, 9722, 8d5b, 2c98, 5820, sigradi2015_6.151g8, 6029, c535, 23cf, 0e6d, 54a5, ijac201614307o4, 1d26, ecaade2015_314c68, 8f59, 9ddc, 8945, 8830, 93f0, ebb4, sigradi2013_271, ecaade2013r_008n5, 9347, acadia14_647av, 3148, caadria2017_081p24, caadria2017_015y5, 93f9, 43f5, b541, ad1f, 722b, 0404, ecaade2013r_001j1, 8f75, 20a1, 96bb, cb13, 2991, 2f99, acadia14_445ad, 0c49, 9712, ed22, 521b, 909b, caadria2015_126x20, 983c, ba43, eaee, 8cd8, acadia14_565ad, 239e, af02, a319, cacd, 29bd, 93a6, 58e0, 4a93, 019b, 8ecc, 9330, c7b3, 3916, ea1a, caadria2015_043g5, e636, sigradi2016_625oo, 0281, 84b5, e977, f3c5, ecaade2015_285c62, 0211, e607, 75b3, 7c40, 7e82, 63f7, 27af, 1b77, 2ab1, 45dc, 89fb, 4dff, 19b9, 1113, c20b, caadria2016_177w7, b804, 7f51, 95a5, sigradi2013_268i, a294, 5768, acadia14_427al, ea1f, sigradi2016_625rr, 23b6, 4fe9, d6b6, d6ba, 4649, c38f, b8d5, 147d, acadia14projects_63av, a70f, de22, 352f, c47c, 25e9, caadria2016_529l22, b388, 3d08, 358e, cd27, f79d, sigradi2014_045x3, a354, 8ae0, 2f90, f4c4, 5aa7, a9ed, caadria2016_219g10, ba7e, 95c5, ecaade2016_119r32, 7fc5, ff2e, 741a, 42e4, 2c61, 9e2a, eea6, 813d, ecaade2016_071s19, 1a1a, 92d1, 3641, ecaade2015_138s27, sigradi2015_8.27m10, acadia16_88x6, ijac201412305t2, c102, 1127, 0378, sigradi2014_180s5, 1915, f145, 6f51, b9d3, sigradi2015_12.297h28, ed38, d53e, ff77, a28a, caadria2015_185l27, 9369, 505f, 5b54, 13d1, 76e1, 74a3, 807f, 8453, d47f, acadia14projects_609ae, c53f, c199, sigradi2016_585qq, 4018, ecaade2014_202r52, fc05, a482, 09e1, ascaad2014_007g4, b80d, 520c, ecaade2016_123f34, db07, 0705, 5cb4, 1fe9, 2ba6, 1010, bde2, ijac201412305b2, cac4, 1ee9, 43d3, bdbc, 624c, ca11, 66c9, aab3, d625, 6a52, caadria2017_165l41, b6bf, 8d45, 57ce, ceee, sigradi2015_3.65r2, e72b, ecaade2015_79m15, 2c6a, 1a30, ascaad2016_009k4, 657b, 1e26, 56cf, acadia14_435d, 5855, da17, d3fd, b468, 3702, e858, cc91, 89de, 2347, caadria2016_229y10, 2d9c, 423a, 8777, ijac201614305f3, ea64, ecaade2015_199x42, 60f5, 7097, 5d5b, b606, 2797, sigradi2015_4.219a7, a14a, acadia15_95e3, 7c71, acadia15_343i14, sigradi2013_313r, 035f, ecaade2015_200i43, 7d9e, d035, c97f, 5562, 63e6, c86f, 70d7, 79ae, 8a9d, 560b, 8283, acadia15_451m19, e04a, 2b2c, 51b7, ijac201412206a5, fb6d, 0e76, 74f9, 88ce, c2dd, f6fd, c373, ecaade2016_139a39, e452, 8308, 13e5, 045e, 874a, 8d35, cf30, 7c5b, 7b81, a9aa, 509b, ecaade2016_210d54, ecaade2013r_013x7, 5b37, 43ed, 588c, 2fc6, ea88, sigradi2013_263n, 0cfb, ecaade2016_163w45, 49f9, 9e01, 44b6, 06be, ecaade2014_122c28, ecaade2014_070f16, 9ec4, 05f6, 0ae4, c260, 7a04, 282f, b223, ecaade2016_065a16, d99e, 5396, 578a, b19b, acadia14_167y, sigradi2014_036u2, 078d, 47ad, fac9, ecaade2016_152s41, 9494, acadia16_164x11, cafb, 6ea4, 599d, ffc6, 05ce, f8d7, 92d4, 21b2, caadria2016_529k22, d2dc, e847, 14c8, ddc0, 10f9, fa94, 23a7, 2765, 5876, b3eb, 4b24, dc7f, 7721, ca4f, d8bc, 1b6c, 49bd, ecaade2015_138a29, caadria2016_819n34, 818a, ascaad2016_010w4, 34d4, acadia16_224p14, acadia15_137g5, 024f, 2729, sigradi2013_194z, 6602, acadia14_365ad, b483, 5d1b, cb3a, sigradi2013_303o, 14ae, 7c01, sigradi2015_10.377r22, edab, b362, 95cc, ecaade2015_241c55, acadia15_343x14, df88, a51f, cb54, eeb6, 0323, caadria2017_016i6, 85cb, 03e8, cace, 15ae, bd3e, 3ab1, 8f45, fbd5, 7166, ad75, 6ad9, 7d27, acadia14_655z, 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caadria2017_124w32, 27ca, 14ca, 035d, a1ce, c07a, e6e8, f630, 2b13, b0ee, sigradi2013_330e, 60a0, 57be, 8be7, ddbc, a61c, e420, 8381, 877d, 88ca, ef72, ecaade2015_241y54, a91b, 458a, ecaade2014_015p3, 0151, 55da, 7801, 3a2d, 6981, 389c, cb57, ecaade2013r_019c10, caadria2015_002a1, 4ae3, f1d2, 2441, f634, 69f8, 2b30, c487, ecaade2013r_008k5, acadia15_469m20, acadia15_137o5, e283, 5b36, 82cf, 8634, d32c, 6db0, d69c, 838f, 58d5, sigradi2016_534mm, d922, f906, 78d0, 9526, 8bea, f7e8, 16f5, 9e6d, ecaade2016_048s13, 55ce, 53ec, 57b6, 17a2, d555, 62ca, 896a, 5509, ecaade2014_168a41, acadia14_463u, df1e, ee4b, 25c9, 1055, 14d3, 6286, e97b, ijac201513103v2, sigradi2014_329x6, 4567, 0ae3, b7ce, ecaade2015_240s54, b391, 0d10, a49d, da0e, 9810, 6511, ded8, 8752, d664, 4cb7, 2af9, 92ec, 6abc, bd6e, ecaade2015_130d26, 374d, 8147, a7df, c449, 3d19, 6f67, acadia14projects_247r, c12b, afeb, 5804, e983, ce4f, e690, 279e, cc9f, 42cd, 96bc, 10bd, 0292, b742, 5902, 461c, 6931, fb65, 1e7d, caadria2015_139x22, e056, 7941, 6ea9, 5db5, ijac201614407c5, e6ef, efa1, caadria2016_383s16, 5c3a, 1eba, 7ce3, ff47, 47b3, 998c, 0601, 6b35, 24d4, 2f75, 6806, acadia14_719f, b59b, 660f, 08d6, 616a, 6746, 9ccb, 5c56, acadia14projects_435at, 9713, caadria2017_054f18, 696e, caadria2017_048g16, 2ca6, 7cd2, 10b5, f413, a053, 0b60, 1794, 121d, ecaade2014_220b56, 7277, 68d8, 4620, ijac201412301u6, d980, acadia15_47a1, e1b9, 4116, efcd, sigradi2014_015e1, a4ff, ascaad2016_024g10, 4dbd, ecaade2016_210i54, 35f9, 7f67, ed2a, 2073, 66a4, 8514, d269, caadria2015_122k19, 1c2b, ffe5, d337, 7f10, b4e7, bb6a, b319, d10f, 4e17, 0a88, 9a72, sigradi2015_12.259x27, 105a, ecaade2015_127a25, ecaade2015_285o62, 43b7, 32de, 5cb2, 13d5, ecaade2015_84x16, ecaade2016_140s39, 8bcc, 4548, d0eb, 0df7, 2775, 83e7, e582, d364, 127d, dfec, 2866, 519f, b1fc, 5e29, 1e7c, 5f00, 3927, 483b, 4826, ascaad2016_022n8, 065e, b921, 23e7, c8a5, acadia14_347am, 0571, 81ea, dd18, 1a89, 6dbc, ijac201513303u10, b91a, c244, 8e12, 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d7dc, 38cf, d41d, c7d7, caadria2017_018z7, adff, 723b, 9508, 4cc2, 996b, 3bd6, 8caa, 8b01, c564, 6bcc, ae89, sigradi2016_712nn, 7116, 6fc5, 930b, d8ed, 087d, df47, 1661, b53b, 8db8, ecaade2015_333w71, sigradi2013_244j, acadia14_463as, 7dc4, sigradi2013_62t, ecaade2016_011p2, 57df, 7d16, sigradi2013_387z, ecaade2014_176f44, f8c6, c032, 0750, 23a8, ijac201614302f1, ca9a, caadria2015_004l1, 06d0, 0e9c, e1a1, 758b, fb09, ecaade2014_079w18, 912d, 0fae, 727c, ecaade2015_253t57, 6415, 3ca6, de57, ecaade2016_126m34, 8edb, 5978, 1751, 0d9a, 44bd, 8aec, caadria2016_415a18, 0162, 70b9, 373e, efdb, eecb, 6f9a, 7fc3, 91cb, 7389, dd39, ecaade2015_293w63, 5368, ecaade2014_202p52, ba2f, 9f50, 2492, ijac201513303m11, ecaade2015_334t72, acadia14projects_281v, sigradi2014_015i1, ecaade2016_123l34, acadia14_589i, ecaade2014_071z16, 926b, c798, 9463, acadia16_244t15, 018d, ijac201513105a4, 854c, a0fd, 81c9, 4fe3, 4660, c6a9, 8aaa, acadia14_23u, eed1, 2992, 2ce5, 3aa6, dcdd, 3d0c, 969b, sigradi2013_263o, 673e, adda, c7c9, e3d1, ecaade2015_199d43, 8fb8, 63e0, 9654, c136, 1caf, f996, sigradi2014_345t8, 1722, 1041, 550f, e95a, 61e2, 44ef, 3aa9, 9265, 7f2e, df29, d0f1, sigradi2016_440hh, a589, cb79, 85aa, badb, 161e, 4cf8, 7a62, 890e, caadria2016_249g11, 0adc, ijac201614303p2, b68c, e3b1, 4e94, 98a4, acadia16_62e4, 0879, 4aba, bbad, 373f, f6cc, eaa6, 3c30, e190, ecaade2015_59h11, c16c, d7cd, 10ed, 7a01, acadia14_153aw, b9e4, f36a, 9799, d93c, 6a95, 8e3e, 5392, ecaade2016_099j27, 6138, 7e5c, 967c, 4848, d274, 231c, cf9c, cea1, cb46, bdab, sigradi2016_714rr, 49c8, e12f, fcb6, a711, c4a4, 21b4, a908, caadria2017_175a43, e893, a396, 400b, 1745, caadria2017_190n45, d06f, sigradi2016_592u, 8fcb, 28da, f58f, 4ae8, ascaad2014_005t2, 46e5, e110, ddba, b761, ascaad2014_005v2, 25f9, acadia14_671t, d3c5, 0d7f, ijac201614205n10, ijac201412403p6, abaa, a6eb, 3493, 69d9, 6e17, c19d, caadria2016_105a5, 4934, ff42, d60d, 2793, 5a02, sigradi2016_659o, 2f50, 6171, 3a0f, caadria2016_457h19, acadia14_145ad, 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0f0a, 2e73, aa97, c468, 4e1e, 705c, 38a0, 57f5, 7268, 343e, ijac201614405y3, b20e, sigradi2015_3.268i5, 0c5c, sigradi2016_382cc, 4d03, d4e8, acadia14_655ab, acadia16_298j18, 1003, 8392, cba1, 552c, ijac201412203c2, caadria2016_197m9, ecaade2014_218w55, 4920, e648, ecaade2015_144h31, 68e0, 67f0, bb9a, a824, 26d5, 70c2, 9ba3, b0c2, fde6, 332c, ecaade2016_190t50, 8557, 9650, ijac201614104d4, ecaade2015_169d35, 48dc, 1a4b, 8b52, 89b9, caadria2017_129a35, 664b, 683d, 6427, caadria2015_130z21, 171c, ecaade2016_130n36, ecaade2014_012r2, b1ac, e6eb, b3db, ec48, caadria2016_487s20, 85d7, 234b, f2e6, 4a6f, b245, 1de5, sigradi2015_12.259b28, acadia14_311x, 736b, 0c56, deaf, 4ff7, 0311, 8a35, 5689, 26bb, 92c4, c328, 2b72, fb25, c1a9, c072, e100, 57a4, 7fdb, e4a3, ijac201614305w2, 4cf6, caadria2016_851n36, 19c9, 1737, d963, bedc, a5ec, 232c, caadria2015_210i32, dc06, caadria2016_301v13, e7a0, abce, 9cd5, ecaade2015_268z58, ecaade2016_151n41, 6f65, 8855, ecaade2014_153x36, 2c8c, 9245, 1465, 5da4, sigradi2015_6.387m9, de0a, 893c, caadria2017_124u33, bec0, 7514, 8203, sigradi2016_455h, 3225, 9438, ae2a, acadia14projects_479au, 8e31, ecaade2014_233p60, f70b, ecaade2013r_003a3, 7b50, 4324, ecaade2014_111g25, a161, 9ae3, sigradi2014_335u7, cbe3, 9b98, adb9, ecaade2015_237p54, fa83, 446e, e14a, 245a, 0423, 1fea, 4915, 0c8c, fc14, 8429, a3e0, 743c, 8a37, acadia14projects_681ai, 779c, c92f, 0c9a, 34c4, ecaade2015_114d22, 1147, sigradi2016_534kk, 4efb, 6b83, 399e, 7e42, caadria2015_081b12, 3b0b, a9cc, 4f7b, 6ce7, 771b, 2975, 7fe2, 5c55, 1be2, a3f8, 4ee6, acadia15_469k20, ijac201412303x7, 373d, caadria2017_127j34, b9ba, cae1, e87e, b098, cf08, 01b5, caadria2017_016f6, e0c9, b4d2, 081b, caadria2016_187e9, 69a3, fc04, 5e76, af4f, 4df0, 0447, 4ac9, 4897, 5951, 4500, 3160, fb1e, caadria2017_051n16, 336d, 963a, 662c, ijac201513104l3, 10d0, b4e1, 3ea8, ca10, acadia16_308d19, 8871, ijac201412405p8, 52e0, e58f, 4fd0, acadia14_53u, 2c4a, 169c, 8b27, c185, 19a9, dcc7, e221, ijac201614102p2, 1739, 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08b7, aa1a, b158, 0cfa, ecaade2014_120j27, 9a02, 35e7, ecaade2014_023u6, 6bd6, 27d1, 8695, e2c5, c84d, b356, 0bc0, 295d, e044, 8c12, ebe7, f516, 4c78, 8e83, a78d, 2c6c, f018, 34fa, caadria2017_031m11, b239, 443d, b117, f089, 32d8, 6b3b, 21da, sigradi2016_449kk, ec8c, 507f, f515, 562a, ecaade2014_155x37, acadia14_463b, 1940, 8091, e147, ca19, d941, 1c6b, ee90, 6404, 62c1, 4c5d, 7cdf, 19d4, 2893, 16c2, fb28, acadia14_291ao, 90c3, 2767, 4ef8, 45f9, ijac201614103r3, b410, ecaade2015_33f6, 6292, 5980, caadria2017_029p10, 5dde, 3460, e743, 7e92, sigradi2014_097k8, 5b21, sigradi2015_6.327s8, 4760, 6b55, bf37, 82e4, acadia16_432o25, 19f2, a50f, a6f1, ab1b, sigradi2015_3.221o4, 4e98, 7223, e830, 9772, ascaad2016_004l2, 65f7, ecaade2014_023k6, cd92, 8ff0, b511, f586, 98d1, 7b08, 03f9, 51bc, ecaade2014_140i31, 9cec, cb52, 2cb0, 67da, 90ee, 8e1f, caadria2017_041p13, 882f, ecaade2016_tkoe67, 85e7, 3f0b, 6ccf, cf8f, f0e2, f81b, 0361, 58ae, 06f1, cf18, d3d0, 4103, 3c9b, c4b2, 3fc5, ijac201614101b1, a71b, 571d, acadia14_135u, f460, 60f3, 124f, c9a7, ecaade2016_bkoo65, b314, ecaade2016_018d5, 778d, 109e, 038d, 1f37, 0706, 067c, ecaade2014_141e32, c0f5, 5ddc, 87ec, 41d0, acadia14_63ay, 2356, 599c, ecaade2016_027b8, 2f56, ijac201614105j5, acadia16_318g19, 65f5, 5b32, c50d, 03cc, 3099, f51f, 7d46, 973a, 3373, 2c5d, acadia16_164y11, caadria2017_048s15, 17d1, abc3, sigradi2016_357l, b1b2, 0f12, dd7c, 9f11, f0ad, d1c0, 8f7a, ecaade2014_019h5, ijac201412403i7, 5440, b75d, acadia14_479b, d812, c4bf, ecaade2014_084s19, 2c3b, 83e2, ecaade2015_48l8, 103a, acadia14_145z, 0467, 2e37, ecaade2015_235o53, 305a, 3e4e, c4d0, 9f42, e47e, ad61, 8ecd, caadria2015_086j13, dcee, 0a62, 732c, 5a9b, 9c5d, ecaade2014_230p59, 024e, 6519, 294f, 684e, 35ec, 5513, c75f, ecaade2014_010f1, b034, 6bf7, cbcd, d5b3, 695e, 3024, 4d1f, 75b5, 5a7d, acadia14_117i, caadria2017_094b26, d204, 28e4, 8e71, ascaad2016_046m19, dd0c, bdaf, c409, 6ff6, ijac201614207k11, e019, 45f3, 8c60, dbd8, 5ace, acf2, 9952, af86, a916, sigradi2015_12.215o27, d697, 3eb9, 9fab, 365f, 198a, a3bc, da61, caadria2017_124l33, acadia14_463s, 78f5, e317, caadria2017_086f25, 4202, 5964, 0f9e, f354, 5012, 5792, 21aa, 8e6f, 6cc8, caadria2017_118u30, b73d, 3bad, caadria2017_123s32, b83e, c092, fefa, 0e77, 7702, 3c70, 036f, ea53, 2951, ascaad2014_008v4, sigradi2015_sp_8.6d30, 75d9, 0588, 5fe7, 24a3, acadia16_432m25, bf00, sigradi2015_9.347m17, ascaad2016_004o2, b747, acadia16_214a14, 15a2, caadria2017_043f14, ecaade2015_170y35, 7914, 6ac4, sigradi2015_10.140s19, 6b09, dce9, 6b9c, fd1e, 3688, ce3b, e78e, a4a5, b146, 3a76, 8934, 815e, 93d5, 0c82, acadia16_184s12, 256d, acadia14projects_101ad, d227, acadia16_318o19, ascaad2014_033e1, 8e8b, bf93, ecaade2014_153m37, 7daa, 86db, 7799, 90ab, ecaade2015_235v53, caadria2017_005h3, ecaade2013r_005o4, 90d6, a7ce, f923, 2626, 2d61, ecaade2016_095j26, 1243, 4705, 302b, 6bae, 8295, 3a23, ecaade2016_120e33, f9ed, 0f6e, 02f6, ecaade2014_100c23, 1a41, caadria2017_165u41, 7cbd, ac45, ecaade2014_145i33, bb8b, 2c83, ba8b, bd02, 2940, 5e03, 9a19, 6bd0, 53e7, 3cfe, 8c53, 85ed, b074, ijac201614204c10, 45f4, 70f0, 5134, 91c0, 8d84, bfe4, 5c28, 7ba6, a855, d202, 20a0, 6917, f30d, 229e, c909, 264b, 4338, 7de5, 66ff, ecaade2015_205f45, sigradi2013_381l, 78a6, afb3, 4431, a197, acadia14_135p, sigradi2016_592t, 223f, caadria2016_683s29, e072, 357d, a53f, 758a, 2b93, 0231, a02f, 2292, ijac201614103g3, caadria2016_829d35, 3cd1, 0420, ascaad2016_012u5, 2ee7, ecaade2016_139w38, a0cf, 364e, dfab, 5a3f, 0e58, 0b85, dc1a, 5f93, cd99, 9a4a, 3a36, ecaade2014_208y53, 005c, ecaade2014_127l28, a5d5, e360, 8150, d02a, acadia15_251j10, 9574, 35dc, 682a, 0ea4, 850e, c9f4, 927d, 7b15, sigradi2016_614t, 7e9a, 0874, sigradi2014_032g2, 1d9d, e9e5, 6b18, ecaade2015_86o17, ecaade2016_023t6, 2e84, 44ab, ecaade2016_108z29, fadf, 0a0c, 4f7f, ec36, 0328, sigradi2013_117d, a926, acadia14projects_691ay, 5997, 6d4f, 1807, ecaade2016_078k23, 42f0, e2c6, 6619, ascaad2016_009p4, 9821, 01b2, f7d6, ascaad2016_057o22, ecaade2015_196e42, 0683, b969, e39c, ecaade2015_296o64, acadia14_671s, 038e, ecaade2015_324t70, acadia14projects_609az, d5cc, ecaade2015_221v48, 091e, 6363, 4708, b9be, 13df, ecaade2015_229e51, sigradi2013_226t, 18cf, 11e8, cd13, b125, 0ef1, ecaade2014_049a12, 6473, sigradi2013_212t, cf3a, 05c1, 4118, bda1, 30b9, ecaade2015_207d46, 7775, 12f6, ascaad2014_005b3, f6c4, a2bf, acadia14projects_291as, c9ff, 3a75, 89ec, 6766, 4032, eb12, caadria2016_363e16, ecaade2014_194y49, sigradi2016_685ll, 8a98, 19f7, acadia14projects_101ab, aeff, d6a8, 5a5e, f230, 25de, 8c38, sigradi2014_197t6, c98a, 2d8a, acadia14_153ar, 5571, 7202, caef, 7afc, 7a36, 6a58, 0cb3, caadria2015_181b27, f2f3, 9f76, 9196, 65af, f358, 063a, 094f, ecaade2015_100y19, ff4d, c9ed, ce17, ecaade2015_94a19, 9704, 1ed0, ascaad2014_016j9, e951, e50c, bcce, 6466, 327d, acadia14projects_311v, 0f1b, 3119, ecaade2016_129f36, d486, acadia14projects_101ae, 8cc6, e66b, 55de, 5a52, ce99, df2f, b35e, ecaade2015_64e13, acadia14_117aw, caadria2017_109w28, 5328, f7ee, 4cde, c0c7, ecaade2015_309x67, c0af, 86fe, f5b8, caadria2017_182u43, ff8e, 90fd, 9c12, 40c2, 941d, 3f56, ecaade2014_019f5, a4a7, 5e09, acadia14projects_435al, 24eb, ijac201614105v5, ade9, dc84, 1c54, 85c2, a0c6, bfb4, 6b52, 6fa4, 38ea, 0c88, 9112, 2144, ecaade2016_213p54, c235, bb95, 9221, 2527, 8cdc, c9dc, a4f5, 54ed, a344, 14af, 780f, b7ab, acf8, 519a, 470c, fde5, acadia14_517t, b0bf, 0ae5, 0f8d, cbb5, sigradi2016_515e, acadia15_263g11, fac5, d807, ascaad2014_008r4, ccde, 50ed, 5449, 585e, adea, 142b, 3d4d, 834b, 8897, 763f, 7a65, 84de, e61a, ecaade2016_222s57, 9d7c, 1a14, bea8, 5b98, ijac201513102m2, bf7e, 8772, 90e7, 98e6, aee1, 7b1d, c41b, f81f, ecaade2015_227l50, 3b93, 1859, sigradi2014_178j5, ecaade2015_241h55, 04d0, ecaade2015_284o61, 9bfe, 7712, 3485, 0208, cb39, bf77, 0926, ecaade2015_298m65, 4edc, 907d, acadia15_263f11, 5870, 4161, ijac201412403m5, accc, e96c, caadria2017_041e13, acadia14_661b, acadia14projects_33al, 4b25, 8214, 44f1, d015, 22ef, c1ac, 661f, caadria2017_031g11, sigradi2013_155h, 8a8e, sigradi2015_12.19y26, 303e, 6e1a, 73bd, acadia16_140t10, 5da6, sigradi2013_414b, 0b9e, a2c5, ecaade2014_152f36, 1ae0, c787, 4c54, 4e9f, 1362, da8e, f545, fe4c, 069b, 2a20, 6cd7, d551, 0cfd, 89d9, 1fed, 9b40, ecaade2016_ws-afuturep67, 7870, 23de, cdc2, 4e4b, 638e, 043b, 5a2b, f63f, sigradi2016_732t, 86b3, ecaade2015_235k53, d114, 4744, 40b3, f0d1, 175e, 6a55, a832, 8399, caadria2017_174y42, caadria2015_065w7, c8a6, bcee, d69d, ecaade2016_104o28, e730, 864e, da2c, 3d81, 22b5, 150a, fc24, 60c0, 05d2, 937a, ecaade2014_149e34, bd58, 5c8d, ea92, ecaade2015_227f50, ecaade2014_095t22, e473, ecaade2015_170r35, b47d, 7a3e, 8d7c, b749, 4bce, 26da, ecaade2016_221w56, bd03, 1cd1, b3e1, 29bf, 1a4f, b5c3, ecaade2014_224s57, 56b4, c8e2, 71ef, ecaade2015_206m45, ecaade2014_173v42, 38b7, caadria2017_115j30, 46db, f8f4, 4792, sigradi2016_815gg, 90dd, acadia14_517o, 13b8, 3d9f, 01ed, a932, 48e0, dfa2, 613b, c307, 9826, caadria2015_087w13, 4a69, d28e, 23b5, acadia14_339an, ijac201614201c7, caadria2016_651w27, 35c7, e872, a785, d46f, ecaade2015_229v51, ascaad2016_038m14, 53c4, b434, 39e3, ecaade2016_130t36, f773, 1808, 512d, 3e9b, 24c9, fab2, db29, caadria2017_129e35, dcf7, c596, 6e4d, aa85, dee8, c733, ijac201412408n2, c0b8, 21c0, b33c, 7834, a6b3, 037d, 93cb, 5329, ae3e, ijac201614204z9, 7755, 746a, 87e1, 3f5b, d5b7, 0314, e9e4, 3ce5, 72af, 7cab, 860e, 1afe, 1690, eb63, 6996, 727f, caadria2015_086i13, ab66, ecaade2015_114o22, ecaade2014_072k18, b32c, 4465, d74e, ecaade2016_162e44, a237, aee7, ecaade2014_185u46, ddf0, ab56, 332d, fdfd, 59d8, 73c2, 37f8, ecaade2014_149g35, ascaad2014_030d9, 7934, cb9c, 96ea, 0d30, ac0f, 5c07, 23c7, 751b, 8c4d, ffb9, 74c0, e8e9, 74cf, 1a52, 9f3d, 0d99, sigradi2015_11.34e24, 9cc3, b5c4, 55b7, f554, f37e, 142a, 4663, 2f98, 2855, sigradi2016_448r, 32c6, 1969, d248, acadia14_579f, ef24, 89c4, 3ee0, 885c, 0d72, e92b, fe41, 3d71, b094, 50d8, acadia16_342b20, ijac201513105s4, 12a8, 7e46, b4c3, 5fd3, 205b, 8c1b, b688, acadia14_117h, 7160, 10ab, 4c2a, 6b8f, d8a7, ascaad2016_022b9, e5aa, 7d38, caadria2016_663u28, 6c0d, 8dfa, 83ff, 7296, b49b, fc3b, sigradi2015_3.268f5, d6a5, 34af, 9528, 0a39, 1577, caadria2017_043b14, 9b30, ecaade2016_197x51, f81c, e2bd, 810f, 263f, 3c45, caadria2016_829c35, 58f4, d2fa, f032, 5ce0, 66d8, cec4, 169d, ecaade2015_320o70, 10c3, addf, ceb6, 185c, c2e2, 2342, 9c0c, 0b98, 15f9, ascaad2016_045v18, 1318, 6b91, ed3e, sigradi2013_189n, 5149, b3e6, 8f89, b1f7, 2d5e, sigradi2015_11.166w25, 318f, 07fe, efd4, acadia14projects_565j, ecaade2014_111w24, 7192, 2dd9, 87cb, abaf, a523, sigradi2016_815bb, caadria2015_033d5, dccd, 10d6, 110f, dc58, 964f, f29d, 7d6a, 4aa5, 5c84, 0c55, 11a4, ed84, d428, 923f, d955, b60b, 90d8, 3a68, b971, 5770, 9641, a251, b39e, b4c0, f41d, caadria2017_041b13, acadia15_195e8, 9cb1, e3ed, 405e, 92b4, 3d02, 7283, e962, fc18, 7f26, 6cee, bc0c, f8ef, f0eb, 0f77, fb86, 31c4, ascaad2014_014o8, 0505, 4e8e, 7ebc, ab86, 19b8, de1e, 0606, 867c, 7205, 60e1, acadia14_589c, b106, 844d, 5742, acadia14projects_565ag, e4c4, f362, 09a4, 6422, ascaad2016_016v6, acadia14_339aj, 37d1, ecaade2016_078l23, 2853, beea, 69f6, 8b68, f642, ecaade2013r_018o9, 77b0, 8119, sigradi2015_9.152u16, 5794, ecaade2014_085h20, b256, 2c7a, acadia16_414y24, 32bc, 9606, 7163, ecaade2015_144w30, 012b, 6fca, 38b0, sigradi2013_280m, 5942, efef, 3cef, c446, 4b2e, 3f39, 9852, bc6d, 42f2, ecaade2016_162o44, 4746, 28ff, acadia14_671n, sigradi2016_737y, 104b, b116, fa35, 2f3a, 71e2, f248, 7724, 5410, 4a15, acadia14projects_111l, caadria2017_055m18, sigradi2013_212o, ecaade2014_218z55, 6b9b, cda2, 7752, 74c5, 7927, bbf1, b312, acadia16_260k16, sigradi2016_356d, 0518, acadia14_153at, 09af, 5b80, bc14, cec9, acadia16_332z19, 8761, fa9f, b420, 6a2b, 13de, 1ef2, ijac201513205w7, 9680, c234, acadia16_140b10, 4534, 765c, sigradi2014_345p9, 8a2f, 27b7, 1445, 2300, f03d, b610, caadria2015_170n25, ecaade2014_176y43, 0bb8, b947, ef16, 66cd, 744b, 778f, 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