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 ddss2004_ra-161
authors Bandini, S., S. Manzoni, and G. Vizzari
year 2004
title Crowd Modeling and Simulation
source Van Leeuwen, J.P. and H.J.P. Timmermans (eds.) Recent Advances in Design & Decision Support Systems in Architecture and Urban Planning, Dordrecht: Kluwer Academic Publishers, ISBN: 1-4020-2408-8, p. 161-175
summary The paper introduces a Multi Agent Systems (MAS) approach to crowd modelling and simulation, based on the Situated Cellular Agents (SCA) model. This is a special class of Multilayered Multi Agent Situated System (MMASS), exploiting basic elements of Cellular Automata. In particular SCA model provides an explicit spatial representation and the definition of adjacency geometries, but also a concept of autonomous agent, provided with an internal architecture, an individual state and behaviour. The latter provides different means of space-mediated interaction among agents: synchronous, between adjacent agents, and asynchronous among at-a-distance entities. Heterogeneous entities may be modelled through the specification of different agent types, defining different behaviours and perceptive capabilities. After a brief description of the model, its application to simple crowd behaviours will be given, and an application providing the integration of a bidimensional simulator based on this model and a 3D modelling application (3D Studio) will also be described. The adoption of this kind of system allows the specification and simulation of an architectural design with reference to the behaviour of entities that will act in it. The system is also able to easily produce a realistic visualization of the simulation, in order to facilitate the evaluation of the design and the communication with involved decision-makers. In fact, while experts often require only abstract and analytical results deriving from a quantitative analysis of simulation results, other people involved in the decision-making process related to the design may be helped by qualitative aspects better represented by other forms of graphical visualization.
keywords Multi-Agent Systems, 3D modelling, Simulation
series DDSS
full text file.pdf (1,501,945 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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c690, a5f8, 69c2, c944, 73ed, 822a, e7d1, 7cb3, 75e5, a9fa, sigradi2015_sp_11.303o31, 1a07, 87b6, sigradi2013_95s, d94d, a6d5, ijac201614105m5, 50c9, ecaade2015_206x45, f180, 7a46, 34a8, f67c, e46e, 7a3a, bff3, caadria2015_081p12, acadia14_479u, 5b83, 1df6, ascaad2014_017r9, 194e, b3c6, 58e9, 22d9, sigradi2015_3.155k3, 9f05, 3001, aa59, be66, a7c9, b3e7, acadia14projects_579h, 8719, b4ed, 7ac4, 23ed, 4632, eef6, ecaade2015_265p58, 038b, bfef, 560b, ascaad2014_012m6, d241, sigradi2015_10.307h21, 3378, 4a43, 1ac3, ijac201614202m7, 39cd, 5762, 38fa, d63e, 9e76, 3a46, 2cdc, 0022, 1c65, caadria2015_203h29, 692f, acadia16_470d27, acadia15_195z7, c54c, caadria2017_096t26, c370, 24cd, 526e, acadia14projects_167x, b1bd, f2ce, ecf5, e929, 33e1, ascaad2014_017x9, acadia14_81o, d85c, d51a, ecaade2016_037v9, sigradi2015_6.387v9, ccad, ecaade2015_38r7, ffde, 768e, ascaad2014_010p5, 91e6, 0de6, ecaade2013r_010t6, d411, bdd9, 8e17, aeb6, 7a0d, ijac201614206d11, 0e98, 3c96, 432d, f23e, 9dda, e2b8, sigradi2014_263z9, bfac, 5b86, 25a7, f7e0, 11b1, acadia14_479aw, caadria2015_072v9, b227, ecaade2015_138s29, d48a, e8cb, dfd5, 9122, ijac201412304t9, 0b2a, 2b07, ecaade2014_226f59, a811, 37ff, acadia15_371j16, 8190, 7e1d, 8e3e, 0b84, caadria2016_157v6, 3ba0, 54e2, c4f2, 90f8, e1e8, 7089, 50be, 1fae, caadria2017_123j32, c1aa, 9535, acadia14_145ah, fd78, caadria2016_177g8, 80e5, 036b, 3c58, acadia15_284p11, 7f1b, ijac201412404p7, 4dba, f9e8, acadia15_343g14, 80ba, a379, 6633, a18b, 1ff8, 15ea, acadia15_443w18, e242, ece4, eb9e, 5b4c, caadria2017_174w42, bc54, 2917, ee0b, 5cb3, 10bf, 6336, 42cb, 8a95, 023a, 6b64, 66f5, sigradi2013_234, e22f, e252, ce62, 476a, caadria2015_206y29, c892, 9977, 2026, a939, ijac201614201g7, 5387, c57c, ce53, 2c9a, ascaad2014_026r6, 69af, 414c, cf4d, 2dda, a354, sigradi2016_507uu, b47b, caadria2016_611v25, 88ae, 55b2, d432, 771e, 7de4, acadia14_619ak, 7005, f31f, 69fc, 40ab, 80a6, 5e95, 85dd, f1ea, 2c7c, 2574, 87b8, 3274, ce35, ijac201614102y2, 6af5, fb83, 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9ffb, eaf4, 98a8, 3396, 7e9f, 5c0f, caadria2017_003s1, sigradi2014_345d10, caadria2015_087w13, 2a33, 3bbf, 245c, sigradi2015_12.215l27, 7210, acadia14_311y, acadia14projects_189ak, dcd9, sigradi2016_816ss, 5e16, ed7b, 76a5, ecaade2014_141g32, 6dda, f940, e30a, acadia14projects_589a, 4bb1, 962d, b670, b4a0, acadia14_539c, bc74, 55ef, acadia14projects_111f, f044, ascaad2014_029d8, dfdd, 998a, d904, ffb2, 2935, caadria2015_203f29, 4ce3, 97ea, e38c, f7fd, ddff, acadia14projects_237aw, 9b64, acadia15_185f7, ijac201412401o3, 8b70, 8861, 91d8, 22ae, 97a9, 7e6c, 49a8, f891, 5f0c, c7ea, d8c3, ecaade2016_071s19, a5e0, 2a66, a239, d1c4, cd2f, 3cc7, 7ff1, e0ae, 4179, a571, 90b0, fa27, 1653, 8e3c, ecaade2014_108k24, ijac201513104j3, 7f55, 2d37, bf3a, 7efe, 3733, 7e32, 562c, f8c1, 1dea, a56a, ffe1, 5750, sigradi2015_sp_10.16e31, sigradi2013_183b, 1ed4, 0020, 73e5, ac53, 0241, e95e, caadria2015_012d2, 2e46, sigradi2013_304d, ecaade2016_140v39, ecaade2015_195i41, ecaade2013r_014c8, sigradi2015_9.270g17, 8712, 3cdb, cf07, a746, af89, eca5, 3919, 2e50, sigradi2015_4.219s6, cff9, c327, ecaade2015_59y10, def5, 9da8, caadria2015_030l4, 58ea, 0bfc, sigradi2016_781d, fc5a, ascaad2014_019s2, sigradi2016_752qq, e401, acadia14_671r, 3013, ecaade2016_162y44, 4597, 0da1, a084, acadia14projects_609ah, 21e3, 2c6d, caadria2017_132u35, acadia16_34c3, b254, b14f, 9af5, ecaade2013r_017b9, ijac201513104z3, a8a0, 34cf, e9a2, dc9d, ccc7, da74, f89e, 244a, b66d, 3cd4, 46fb, ijac201614208o13, d0f3, 552f, f156, 3629, ecaade2015_231s52, bfe3, 7efc, ae54, ecaade2013r_011b7, eb8e, e2bb, 3b36, 9aca, 81fc, cb4a, ecaade2015_138x27, e4f8, 1e4f, sigradi2013_391, c606, ec6b, 93d9, ca3e, fab1, 2b24, 0999, 0917, 622b, 8e89, 94b1, 310c, d9c5, 7c06, ff13, a419, afda, 1af4, 5ff6, 5e26, c418, 42a6, 80f3, eebd, 02b8, acadia16_470f27, c614, 8b0c, 614b, ecaade2015_158y33, 48d2, 1953, eb30, ebc7, acadia14projects_189ao, fd01, c557, 6429, e1da, f1bb, 66ae, d57a, a908, b0ed, 2496, caadria2015_178z26, 82c0, 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aa47, 1c3c, 1dad, cb76, 2510, 813c, 1492, 2e2c, e648, 1dcd, cb37, ed6b, 3659, dcbc, 8afc, 522d, c252, 2b6c, caadria2017_031h11, sigradi2015_8.186g13, 6488, bfca, 8cfb, 296c, ecaade2016_048z13, c8bb, 1a23, ecaade2015_122n24, f39a, 5bce, d96e, da2a, cc83, a61d, bbd7, 0752, acadia14_63ar, c77d, 5e61, e1ea, sigradi2016_467p, sigradi2016_356f, 1d75, c1d6, 2e85, ecaade2014_019h5, sigradi2015_10.309u21, dda9, 05d7, ea73, 615e, a4b0, 768f, 3c68, ijac201614405f3, baf5, de82, 3676, 4df9, 4d6b, 29de, 6138, 5e2a, caadria2017_023r8, 87d2, 9cf4, c14c, d375, 95db, ecaade2015_139v29, 989e, fe72, 15a1, 91b1, a6d3, bf6b, bef5, 2b32, dea6, 62dc, 2c27, 721f, 34b4, 4e04, 2cde, e160, 499f, da87, ecaade2014_176n44, 6ce7, f67e, 9a46, 179a, e87f, 2fd8, ecaade2013r_007g5, 0115, 8642, 681d, ijac201513201f5, 756d, ae8e, 6687, 0fef, 209f, acadia15_81z2, 1b0d, d1db, ecaade2015_202s44, e96e, 6bb5, 1948, f33c, bf70, 49e9, 690a, 8611, 6b5c, 0ce0, acadia16_362i22, a7a2, 820f, 8b02, f2e4, e4d9, acadia15_263u10, eb1e, 563a, 54fd, 77d0, 9ef2, 4ead, f44f, 5de0, 0e41, 955e, b57d, ecaade2016_067v16, 92b9, 7a2a, 7fd0, 02b7, b392, 9b43, eb96, 8fcf, 2cee, 6b1a, 0dd1, 5f3b, ecaade2013r_020o10, acadia15_57j2, ecaade2015_178i38, 63e0, 9a4b, 3eff, f864, c440, acadia14projects_409n, 1562, 4b3b, d578, c936, 684e, 2972, fe36, c0c2, dfd9, ecaade2015_200m43, ec3f, sigradi2014_021p1, 7f49, 9cc5, a680, 59a8, 7451, ecaade2016_043x11, acadia16_184n12, acadia16_326u19, b144, 8dcb, ba04, e844, ascaad2014_015u8, a1c6, e024, a737, 16eb, 73ca, 5b3d, ca85, 0b7a, b4ea, sigradi2015_11.196m26, 2ca6, 4796, d43d, f11e, 535a, 418d, 4b2b, 43cc, 90ef, 13a3, 49dc, ijac201513102x1, 532d, ae91, 7f6a, f57b, 55bd, ea77, ecaade2014_168g42, fad3, aa8b, acadia15_483c21, c754, a552, 8cc9, 069f, 415f, afe7, acadia16_488u28, 7189, eb5c, eb06, caadria2016_167g7, ascaad2016_014l6, 4cd1, acadia14_43af, b204, ecaade2013r_002b2, 7781, 1292, ecaade2014_204b53, f619, f908, 78f6, 32b3, 77f8, b65b, 23e2, e238, ad27, ff10, 63f9, ijac201614105c5, 04b5, 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130a, 390f, 527e, 0c9a, d9d6, 7145, 8b66, 948e, 2bd3, acadia16_124f9, dbe2, 8208, a3be, 9073, e1b5, efce, sigradi2015_13.316v28, 175f, 99a9, b120, 5c3b, a262, 5d00, 8623, a2d3, 0de0, sigradi2014_238y8, 88c9, a9c3, e2ad, 6dfe, 82b4, ecaade2015_170n35, d015, e82c, 27fe, 4ac1, 8057, a5dc, ecaade2015_193k40, fae5, bc00, b5c1, acadia14_317w, 32d0, 0213, 531d, a7a7, 1946, c25e, ascaad2016_003w1, bb4d, ba4a, ijac201614207s11, caadria2016_343f15, bb81, 3063, acadia15_251l10, ae5f, ed9c, 1111, c238, fd6a, 569c, 0468, 4e8c, 10bb, 83b4, f435, ea66, 30b5, 8da9, acadia14_153ax, 8c02, c5e9, 66f1, d248, 73cb, 9718, 53fd, 49e8, 7f58, 29fe, 454f, 4fa5, caadria2015_208w30, c894, ed03, 8cb8, 96cc, 467c, 0f00, f549, 0fe2, 74cc, 0ea2, ca67, 7fa0, sigradi2013_268i, 3d44, 9126, 3a53, 323d, 5fb4, 639b, 4d94, 378b, eba7, faa9, bb84, 53e7, fe0f, fa64, ab14, 7d17, ecaade2016_223c59, 52f4, 8fad, 9d15, 40f1, 571a, e91a, 2c79, d87f, c2d6, 644a, fd8e, ccb2, 880c, c27c, f13f, 47da, acadia16_344h21, 2505, 56ad, 7d9f, 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sigradi2013_386g, f3d3, 4b0e, ecaade2015_285j62, ascaad2014_018d2, 84b2, acadia14projects_601y, be32, 92c4, ecaade2014_153l37, 1b08, 698d, 8812, b676, fa8b, 0b9f, 3f87, ecaade2016_129w35, c44c, 0bef, b02f, 0210, 339a, acadia14projects_375g, 2002, sigradi2015_8.47e11, ec9d, 9217, c90f, af86, 92e0, 589d, caadria2016_569f24, 01e3, 7d58, 733a, de6b, b16a, 6854, 68aa, e042, ae38, f042, 4234, 272f, eec7, ecaade2014_057i14, e84d, 9721, 98cc, da5c, 6cc9, 5ffa, 4931, a422, sigradi2016_571ss, 96e9, 0d6f, bc9b, 81ae, bb35, 3069, ecaade2014_046n11, b5b1, 8a1a, 15ba, caadria2017_047c15, e94d, 9f98, e40c, c79b, acadia14_691au, 8dd6, 5a08, ea4e, 1b04, 3ba2, 7116, caadria2015_081t11, bc05, 6f95, b2df, ae07, e7bc, 76a3, 55e7, 6141, 2f9b, 1e39, c5ee, sigradi2016_814zz, 3a5d, acadia14_671v, 6036, 3fc3, b831, 2410, caadria2015_170r25, 67de, 8ba4, 2464, 5e10, f51b, 0289, e364, 5b2d, sigradi2013_205h, 14dc, 345f, 52d5, 52ed, 79a6, ecaade2016_163x45, cce5, 5431, ecaade2015_229t51, ac1d, b692, 179c, 0803, 3ce2, ecaade2015_161g34, d07e, df1e, ecaade2015_92j18, 6261, 27a2, sigradi2014_152s3, 5b0d, 6f9c, 786d, e6b6, ff1d, caadria2015_102y15, ijac201513205j8, 5acd, d1a2, 75d1, 9f0c, 23dc, f79d, 1f30, d77e, c281, 1a14, 36dc, a5f6, b35d, 63a0, e56a, ecaade2014_010r1, afa3, 329b, ca7c, 6009, 6deb, db23, d3ba, 417d, 455d, e955, f2f1, f8b9, ecaade2016_074k21, c822, 611f, ijac201513201i5, e5be, sigradi2013_41k, c3f6, 72be, ef5a, acadia16_214k14, 9692, caadria2015_206e30, sigradi2013_386o, 56f2, 1690, 0f64, ascaad2014_023v4, b8d4, 2827, ceca, 7ff5, caadria2017_118m31, d0c4, 1c4e, 5e47, fdbe, 1011, sigradi2015_8.239b14, b029, c2f7, ascaad2014_036x1, bc14, 65dd, 3b95, 0646, 265b, 40fd, 17b6, 65b1, ecaade2015_241p55, 3a37, caadria2017_028x9, 4555, 1e99, 0cfa, b48b, 0ad9, f6d4, caadria2016_177h8, ecaade2014_194k49, 8287, caadria2017_028f10, acadia15_443y18, 52d1, 21c9, 5550, 80dc, 14b7, a26b, ecaade2016_118g32, 0f34, 7cd3, 04a3, efca, acadia14_699r, sigradi2016_816xx, ff16, b859, 6394, 99bb, bebe, 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5f2c, sigradi2015_sp_2.112g29, b711, 0280, 92df, 5d3a, c1db, f7dc, b296, 1d82, 81df, ecaade2014_036e9, eaf1, ecaade2016_134d38, 8c36, aa58, ef42, b21c, 9814, 6a78, 2034, ecaade2014_220d56, 0f96, 5250, ed55, fd85, ec73, af0c, e8ba, ijac201412305e2, 5625, cbe0, faaa, cb67, c59d, fe5f, f80d, ebdd, caadria2017_147v38, acadia14_609ae, f05f, 6409, caadria2016_507f21, 7be4, 138a, ce39, 7438, dd68, sigradi2016_817m, sigradi2013_194j, 4423, acadia16_130s9, 97f0, 173e, 03c7, caadria2016_353t15, eadb, 6271, sigradi2016_655k, 6616, 3699, 6850, 64e2, f108, 5272, 5024, fe54, f1a6, b826, 952a, sigradi2016_627g, 8c7d, 3666, a4d0, 8f53, 6ea0, 1d86, ecaade2014_053m13, 3105, c3a4, ijac201513302j10, 427d, ecaade2016_193m51, 39b2, 8a4a, 3fd9, 14c9, 05bf, 1ac2, ae15, 7ce0, 0f48, 9816, fde1, f941, c8cb, ecaade2015_195j41, ecaade2016_118r31, 3c3d, cdea, caadria2017_129p34, 1f6e, 6410, cb30, 3bed, ijac201412205z3, 7068, 866f, d298, dc71, acadia14projects_135s, ijac201412401e4, a52b, dea9, acbc, 1ea4, 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3edc, 4a18, 03f3, acadia14_523as, ec4a, 2f31, 2c64, 173f, 67e7, 5af9, ecaade2015_314m68, efd7, b66b, 3dc7, ac7d, acadia15_81u2, sigradi2015_10.317p22, a165, 115d, 89a9, 6ceb, ascaad2016_009l4, 6352, ecaade2014_057p14, caadria2017_056f19, 3e6c, bafe, 17ec, acadia15_263b11, dfc8, c026, 591e, ijac201412203g2, 461b, ijac201614401a1, 23c9, 95f3, ecaade2014_188p48, 1146, acadia14projects_579a, 4b67, 3492, ed16, 1082, sigradi2013_208l, 80f9, d290, 4bdf, 20bb, sigradi2016_814a, efb7, 3c03, 859a, c2a3, 08ae, f925, 3783, ijac201412301y6, 7bdf, ada2, 9608, fc6a, acadia14_497u, 3ac5, 29a5, c24b, 262d, 765d, 9c98, caadria2015_210j32, 154b, sigradi2015_10.378b23, 579c, bd11, 2a13, 6024, 2967, ascaad2014_029g8, 7d94, d420, 81dd, d0d4, 0e5f, 0ef7, b0ab, 0f23, 7cf2, bd1b, 4c2b, e398, caadria2017_115m30, 3169, aa74, f9b4, acadia15_357h15, a376, 16b8, e436, bbe0, 91ce, 30d4, e4e1, e3c1, 3e0f, 42d4, 1ace, 565a, 2f1f, a49f, 62a6, 37d7, aec0, 5ff0, 3a63, a50f, 017a, 9856, 9961, a81f, 0c61, 0a56, ecaade2015_307m67, b647, 4e63, sigradi2013_243u, b68b, 9377, af51, 1943, 074a, caadria2015_111l17, 20ad, 4279, bab3, 4baf, 6414, acadia15_110c4, bdb4, 3555, ecaade2014_215c55, 68a6, b1c7, sigradi2014_292u4, 4b58, d38c, sigradi2014_049k5, sigradi2014_316u6, 79ef, 3217, de69, f574, 882c, caadria2017_051b17, acadia14projects_153ak, 479b, 189c, fa93, sigradi2014_045w3, db84, ba08, 319c, c8ec, fa07, 780f, 3732, 41bb, 72e1, 8cae, a934, c2f9, 378f, 4085, ecaade2016_047o13, 2b27, 0a14, 20d5, 1b77, 0e3a, c3db, caadria2015_150y23, 7f35, acadia16_116p8, da0d, 66bf, caadria2016_549u23, 2256, sigradi2013_375g, caadria2016_621a27, acadia14projects_531m, 5a21, 6c7f, 736e, eaa0, d059, 33c4, 490e, 3a72, 343d, bb01, 3eb9, e0e7, 5693, 4c2a, e147, 1b5b, 6e6a, d0f2, sigradi2013_275c, 4476, 04e0, cdf3, 2aec, ijac201412301a6, b306, 8586, de25, cc29, fc00, 57c6, acadia16_124b9, 87fd, 3ac6, 177b, d3d4, c416, 948b, 6868, 5275, 1df9, acadia16_184k12, a3e3, 232c, d334, 8184, 0804, 5711, 30ad, f9fe, fb74, b801, c4e8, 7e19, ecaade2014_169s42, f8e8, 2ef7, cc71, 2497, 93af, 901b, 6847, b3c4, 334f, ijac201513306b13, 7b0f, 27da, ecaade2015_329n71, 0d1b, 2077, 53bf, 4c6f, 888b, 357b, 78e9, 4260, 60aa, 2569, caadria2016_851d36, b232, c504, e36a, cba6, ee60, 78d2, d733, 7f65, 85f0, b1e4, c298, ecaade2016_043y11, 4f30, 84e7, 4181, 80aa, 7d27, 3112, abb1, acadia14_479ar, f20c, ea89, 3c91, ecaade2016_040a11, caadria2015_049c6, 6f0b, 8ace, 4e91, e35f, 7c70, sigradi2014_186g6, 2b9b, 07b2, 399e, 983f, 6696, ecaade2016_068m18, 050e, 3766, 8406, 8eac, 4ab8, 3d40, 4446, 91f9, c9fe, 8216, b44d, 4662, cde8, 2eeb, 8d3e, 45a8, 8257, a74c, 860f, f90d, 8fc8, ecaade2014_041g10, 1e9c, 0149, 25a1, 75a4, 7627, 8932, 2ddc, ecaade2016_237f63, ijac201614104k4, 2de9, c8d3, 2367, 3d81, 2d4f, 0255, ijac201412207e5, 0f25, caadria2015_157v24, b7e7, 6b51, 0056, 63b4, f533, caadria2017_124s33, 41c5, 11fb, 9db1, f694, sigradi2016_686tt, 605b, 0d9e, fcbe, 6d41, 1901, ecaade2016_072f20, sigradi2015_8.143c12, 43e7, 9db0, acadia14_177aa, 6f39, f2b5, 137b, ijac201513303v11, 1c26, sigradi2015_2.213y1, caadria2017_031k11, acadia16_432k25, 5956, 5307, 4add, 6eb2, ecaade2013r_009c6, de86, df27, ddab, b38e, a1a6, f518, ad81, 5879, 92f9, 52ad, 8e1b, caadria2015_015a3, 9896, 8fb6, 5505, c27e, fca7, 8f80, 527c, 41a8, 1d51, 0579, f539, 4acd, 3c2e, 7e9e, 1d1d, 1726, 02ba, e4c7, 54a6, 7afa, 2f02, b17c, e10e, a5aa, d5aa, b3af, 5c23, 8442, 4bac, 308f, 5726, a037, b4b5, ecaade2016_168i48, caadria2015_218u33, 9530, 99a3, 0dd4, 5d13, c6bd, 5e6c, faf6, ecaade2016_015v3, a91a, c16c, 86d3, a393, dc0f, 18ca, b8e8, acadia14projects_691au, acadia14_627al, acadia14_219aw, 0c17, ecaade2015_247d56, da7a, caadria2017_118r30, 5eec, 2f5a, caadria2017_174u42, 1ade, 2306, da00, ijac201614205f10, f596, 4d38, ecaade2014_225u58, f5f3, 9a08, 2a36, e674, 6189, 820e, fb90, caadria2017_109w28, 4610, sigradi2015_10.309b22, 41dd, edd6, b52c, e32c, 29d6, 48be, c91c, fe1c, b5eb, ecaade2015_143o30, 7d34, 6660, f44a, sigradi2014_282t3, 5742, 1188, 2260, 1899, sigradi2016_488s, ascaad2016_003u1, dbdb, d7f3, 3213, 6ac0, 59d0, b564, 57b1, 3b97, caadria2017_129r34, 34fd, 59e0, d805, 62e9, 314e, e310, ef05, b8b7, 181b, 6825, 03fe, 5ded, 98dc, e61b, e77b, bb72, ecaade2016_067l16, c552, 3ab6, 8e1c, 38f5, c1fc, ecaade2016_ws-dleady67, a9ab, 5eb1, 0d45, 7335, a480, a152, ijac201412301o6, fa96, 6516, ijac201412403m5, 0134, b81c, 2184, 4616, acbf, acadia14_435ao, sigradi2014_265o1, ce6e, acadia14projects_579l, ecaade2016_139d39, 9db9, f558, eafa, e908, f520, 769f, 1d0f, ac1f, a2e7, 2428, 0c2d, a966, e98a, 739e, 4e7d, 9426, 7dab, caadria2015_130a22, ecaade2015_144x30, d91c, 9f42, 70b4, ecaade2014_168g41, 27d8, c02c, 313c, ee48, 9075, b10a, ecaade2014_184e46, 6bb6, add3, 2676, sigradi2014_314l6, 5365, caadria2015_070y8, ed30, acadia14_671k, sigradi2015_10.7g18, 424d, ijac201412302k7, c519, ae32, 4b96, c851, 65c1, ascaad2014_014k7, 71f4, b26a, sigradi2014_284z3, caadria2016_517y21, 5b63, ddcc, 632e, 62d9, ecaade2013r_003x2, 4231, bea7, sigradi2015_10.309w21, f73a, 90f0, 063b, 8778, 7d0b, c7cb, 2ca8, c6ea, 3784, cd69, 6c95, 7810, 83d6, d86a, c71d, 6ad4, 3b1c, 28db, 622f, beab, 473e, bbe4, e4be, a593, acadia16_382e24, caadria2016_291w12, 5410, b82e, ecaade2015_55j10, sigradi2014_099r8, 20aa, 6f7f, 5166, 3246, b393, 10fd, ecaade2015_334r72, a449, 6638, 5816, 2c00, sigradi2014_097o8, caadria2015_181e27, a506, a9e0, caadria2016_373i16, 9ee0, f657, acadia14projects_291g, b5c9, acadia14projects_339at, sigradi2015_6.341a9, 9bd1, 3896, 5786, d8a6, a991, ecaade2016_193p51, ba60, 16c7, 7545, 5732, 81ac, f44b, a760, adfb, 1fd5, 3731, ijac201614207g12, 67dc, e692, 7a50, 0459, 6e98, eec2, 5a93, 6251, 49db, 1b33, cd6a, ecaade2016_225l60, b8c1, 02bc, 67d3, sigradi2015_4.219u6, d35b, sigradi2016_431s, 5df0, e564, 85e8, dbf1, 0338, d809, 2c84, 32b5, ecaade2014_198s51, b952, 9284, caadria2015_032v4, caadria2016_497d21, 385d, 7932, afa2, ecaade2014_225p58, 8c40, c9f2, 02ab, 294b, f9ac, 368b, d448, 8c3c, 6dd8, 9c88, ecaade2014_012n2, 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ecaade2015_144c31, ijac201614403l2, sigradi2014_132p1, caadria2015_077u10, ecaade2015_217e48, acadia16_280s17, 2f5f, ascaad2016_054z21, a10a, 4223, b045, 4861, 9691, 5ddc, 92bc, sigradi2015_1.320g1, 37d5, fa85, sigradi2016_448r, 88dd, f0d4, d5e6, eea7, ecaade2016_154p42, caadria2017_058g20, afc9, 4034, 1291, 6cf9, ecaade2015_273j60, cb17, e1d2, acadia14projects_101ai, 049a, bad0, 3122, sigradi2013_359f, 238b, 0938, 79a8, a1a5, a4f4, caadria2017_079a24, d656, caadria2016_373f16, 25ca, 8818, cf1e, 6eed, acadia14projects_463ax, 3d13, caadria2017_165n41, 8000, b75b, ecaade2014_018w4, sigradi2016_752ss, caadria2017_033s11, caadria2016_311x13, 2167, ecaade2014_141i32, caadria2017_105k28, 2f6c, f3a9, 8bd8, 84a7, 6f8c, caadria2017_056c19, 654e, 1a84, caadria2017_132n35, 4928, a236, acadia14_43an, 4699, 6250, acadia16_254c16, ecaade2015_302f66, 27b3, caadria2017_070h22, 3fa9, 7fc3, 3425, 6226, ff4e, b4e9, 1ca9, 0e1f, ecaade2014_195w50, 5118, 13a4, acadia14projects_473aj, cd16, 9eee, 10f8, 692a, acadia14projects_291am, 7975, ecaade2016_217m55, c660, 749d, 6676, 1375, 7f08, 4e53, af0b, 0e0d, 7a69, 308d, acadia14projects_445ac, 4951, 6d75, 71b4, ijac201513206z8, 22e9, acadia14projects_281v, b637, f00e, adb0, bafd, 021e, ecaade2015_115z22, acadia15_431s18, a3cf, c1e8, 6354, 388f, 8ea5, 7a2e, 70ba, 3d80, 2213, f3c6, 2904, b20b, ecaade2016_199w52, 2cd2, 0d4a, 3391, b514, ecaade2015_199w42, 6e50, 0dff, 0a9b, ecaade2015_130l26, db18, a15c, 3538, acadia14_101ah, 5080, ecaade2015_241m55, f62d, 2a78, f88d, bbb7, ijac201513305m12, af69, 1276, 6396, 080e, 6143, fc3b, 2098, 0b1d, ecaade2013r_010u6, ecaade2014_204v52, ea19, 40a0, 236a, 7c3e, 2f2e, 1ab7, cfb3, f382, 0045, b298, ijac201412301e6, 8ab8, 0fe7, acadia14_619ag, acadia14_719l, 5f77, faf1, 4b11, cac5, cc78, d09f, c9e0, 109a, f5f1, 7ab3, e4d0, d2a1, d1eb, afcf, fa47, ijac201412303z8, ecaade2015_94e19, 7f1a, d909, ascaad2016_023e10, f497, sigradi2014_263w9, fc88, ecaade2015_304d67, 843e, f76a, 8be6, ecaade2016_038j10, a4bf, 26e2, dd9c, df9d, a71b, dcdb, 366b, 009d, 9bc1, 9e81, 0fd7, a166, 196f, c13d, 7de2, 23f2, 5262, caadria2016_013a2, c8b9, 9bd9, 5f26, 3ae5, 0cd3, ijac201614201l6, acadia14_189aj, 18ea, 5989, 3044, ascaad2016_023d10, 15a8, b9ed, 3f35, 0c11, 5cb5, f90a, 6e71, ecaade2014_151d36, 7060, ascaad2014_003a2, a41c, a706, acadia14projects_463v, 7a20, 4407, bc80, c06a, 746a, ecaade2016_230s62, cc61, ecaade2015_206j45, ijac201614408k5, 0b97, sigradi2016_430m, bce2, 9d56, b42c, 9fba, 1ea0, caadria2017_002k1, e58d, ijac201614203w8, b492, eb6b, caadria2016_569e24, 4a33, 546f, 9fa2, caadria2017_165z41, a69d, acadia15_483b22, sigradi2015_sp_8.326y30, c8f1, b620, 31bb, 9139, 832f, c6c1, ecaade2015_320m70, 345a, 1560, 901d, fe34, ea2e, 770f, sigradi2014_345r8, 630e, 38c6, 84d4, 6192, sigradi2016_642jj, 437b, b714, ecaade2016_048y13, acadia16_280o17, sigradi2014_213r7, b5cf, 9b7f, a766, 0bcc, 148f, b28d, b8ba, 997d, 3e75, 290a, d879, 34f0, 2af7, da76, a8c0, e2b6, ascaad2016_056h22, 80ed, 8efa, b36e, 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ecaade2014_149m35, 07c3, c5f3, f6fe, ecaade2015_22p4, ed22, 094f, e0d6, 9829, c366, 6090, 0558, acadia14_579d, 3bd7, 9f8b, f72d, c145, 1f5f, 12bf, 6d9a, 5b10, 88ba, 1d24, 82e4, 9220, cf53, 193c, 3c83, 2a20, ecaade2015_22o4, e9a4, 5edb, 9522, caadria2015_208s30, ecaade2015_196t41, b4a1, 3c6e, f900, 2eff, a720, c608, 162c, 11e6, 8e04, 4906, sigradi2015_8.186m12, ecaade2015_215r47, 5373, 8479, ijac201614303f2, 2725, 2db5, 2dff, 3a4b, df4c, ecaade2016_239a64, caadria2017_096c27, 280d, bbef, 3b80, bfa1, 407e, 05b4, acadia15_483n21, ecaade2015_152x31, 1c5b, ecaade2014_224c57, 2595, 1216, c681, 6e47, f3b6, a55c, 9e9d, 91b0, d06a, 94cb, sigradi2015_11.166e26, d6c8, caadria2017_096m26, ecaade2015_248u56, 587a, d112, 0acc, 240d, 2555, ecaade2016_132j37, 32cd, 9f77, 72ea, f1e4, 5b03, 6d74, aae1, ee0d, ascaad2014_030b9, 1248, be25, ecaade2014_152f36, d8d1, 1b73, 013c, 73cc, ascaad2014_029h8, 2749, 4ec4, 945a, e46c, d245, df82, ascaad2016_052k21, e543, 3d7c, ecaade2014_140a32, acadia14_589l, 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4c71, cf4b, 9e59, c127, 975f, dff5, 396d, acadia16_280y17, a0ba, 799e, 2e1d, sigradi2015_sp_8.326s30, ed83, 3688, ff0d, d33a, 6491, sigradi2014_036v2, acadia14_153ak, d0ec, 7559, 1f0f, d7c5, 8568, 3bfb, sigradi2013_117t, f847, 0184, ecaade2016_007b2, c261, fa00, 6249, 7dc5, ecaade2015_271b60, fb53, 551e, b238, a171, 29a7, b1d7, 2d40, 782e, 9901, 3124, 9a0d, 2dd1, 918e, ee5b, 3a73, d094, 7abe, 85a4, caadria2016_507o21, 588e, dd78, cdf6, 1c0a, bca1, ecaade2016_042o11, 3046, sigradi2013_389, c062, ecdb, b737, ae9d, a5a7, ecaade2016_078e23, 584e, a9e5, 8dc4, 5d8b, 863d, 29a9, 4102, 7022, b65f, caadria2017_069y21, ecaade2014_204f53, 0a84, ae1d, 0179, ecaade2016_123z33, ecaade2014_018b5, 84aa, ffd1, 7ed8, cbd1, 7742, b31b, aedb, d291, b67c, 3b70, e2b2, f525, 486f, c7e7, c485, ced1, 5b1a, dd60, 61ae, d478, sigradi2013_294z, ecaade2014_225h58, 1c1e, 6e46, 3838, 64d5, ecaade2015_37g7, a97b, d9fe, 15d4, ijac201412408z2, d402, f8cd, 61b6, ecaade2014_180p45, dff6, e8ff, 7a0f, e4d4, 5c11, 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