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 ddss2008-22
authors Keim, Christian
year 2008
title Modelling urban dynamics through cellular automata: an empirical application
source H.J.P. Timmermans, B. de Vries (eds.) 2008, Design & Decision Support Systems in Architecture and Urban Planning, ISBN 978-90-6814-173-3, University of Technology Eindhoven, published on CD
summary Actual developments of digital maps and tools given by GIS-systems provide the possibility to develop new methodologies to handle land-cover data for modelling purposes. At any rate empirical applications are still rare within the Geosimulation studies and yet there is not an established methodology. The aim of the work has been to construct a cellular automata (CA) model of a sprawling city region within the German context, based on empirical data. The urban land-use classes (LUC) are considered as a higher organisation level of different building typologies and relative functions. These define the land-use patterns as self-organized from their complex spatial iterations, based on limited local information exchange. On the one hand the synthesis capacity of the CA models has been verified, even without socio-economical variables. On the other hand, it has been seen that the still early evolutional state of digital land-cover datasets are too premature to fully suite the modelling purposes.
keywords Complex Systems, Self-Organisation, Cellular automata, Geographical information systems, Land-use change
series DDSS
full text file.pdf (359,300 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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caadria2016_045e3, 2d08, 397b, 9e98, d769, ba27, bd0b, 6085, 6b1e, a2ec, 8818, 807c, a454, 3559, ba57, 92a8, dff6, 228c, 515c, e270, 048a, e6b0, 5c04, ijac201412301s6, caad, a178, e812, c1d4, ecaade2014_055x13, 658e, caff, a309, 0a0a, 1e4f, caadria2016_013e2, 91f2, 7658, 5ed4, 3b86, 2f24, 1346, 5fec, 7cd4, sigradi2014_108c9, 5977, 0309, ced4, dcd4, ab4d, b330, 799c, ed3b, ecaade2016_203j53, ijac201614405l3, 2d8d, b6b9, sigradi2016_544d, 9643, d8c8, ascaad2016_023u9, d2c6, caadria2015_226r34, b3e1, 6671, 30c7, acadia14projects_63c, c274, c88e, 1618, 8e23, a2ac, ecaade2014_195k50, c336, 8e48, 06fd, 561b, 4623, aa95, f64c, 567f, 122b, 47ae, b542, b725, b79f, a2af, 1701, 4d95, 8350, e3ee, 9793, 69c3, 96e0, d2be, eef5, ijac201614103o3, 5ba8, bd8e, 0231, d2fb, 1c31, 4fae, ecaade2015_317p68, acadia14_699h, af2c, 1eea, 3083, sigradi2015_6.151g8, 4aae, 61c9, ff91, 8b04, 59f2, c84a, 6bf8, a034, 1802, efab, 0865, a5d6, 7e57, fbcb, c173, 0768, a0b9, 2b27, 673d, 7e39, b298, 1c8e, 0448, 76a6, 2daa, 8621, c7ea, bf01, c828, c983, 3246, 454f, e379, 0186, 5bf6, 21a7, 51e0, 8732, 233f, f112, 5bc1, 9f76, 3e26, ecaade2015_180e39, sigradi2015_10.309a22, acadia14_473am, 98cc, 97df, 0f13, fd16, 46b4, e792, acadia14_63au, caadria2016_861h37, fbf2, 5af3, 41a6, 3ba4, de66, cd88, facf, c288, 0387, 052a, d0fc, d224, ecaade2013r_004v3, 52d7, 525f, ecaade2014_226f59, ijac201513303n11, 9a81, 22e6, ecaade2016_091i25, 67f4, ecaade2016_222o57, 1c36, caadria2016_157u6, acadia15_263x10, ecaade2014_194y49, 90e6, 6b20, 88d0, 1ccc, caadria2016_487v20, ecaade2014_195v50, c39a, c054, c6a2, 9d79, da81, 1d24, e3a2, ecaade2015_196v41, b62a, e9ae, 609b, 1acf, 5b93, 333d, ecaade2014_065e15, fbdd, acadia14projects_247u, 52ac, 40d1, 3786, 125f, ecaade2015_116k23, 6f7a, 59b2, sigradi2016_766l, a5c6, 6e3e, 8d0f, 4d25, 389c, ascaad2014_012n6, 971d, 2765, 950f, ecaade2016_105c29, 5888, 3f73, cdcd, 0d99, caadria2017_058l20, be41, 6e79, b0bd, 762a, 2b88, 3e81, c263, 6248, ecaade2016_132r37, b006, 1fc0, 5c65, 1798, 3f85, b769, caadria2015_185k27, 5794, 8cc7, bc42, 5a2a, 81bb, acadia16_62z4, 7952, 7bc6, 1a46, acadia14_487e, 62b1, 4475, ecaade2016_129d36, c6a9, e42c, bb80, 3c39, d7b7, acadia14_539b, f284, fa4e, 9970, a2ee, a1e5, 0862, ecaade2016_132l37, ecaade2015_21f4, 66ae, 24a3, dae9, b07a, 89db, baf7, caadria2016_353y15, f390, 3484, ijac201412406o9, b87d, ecaade2016_078c23, 6f42, ecaade2016_164o46, bb5c, ijac201513105p4, 206d, 855d, 5c47, dfdc, 44f1, b377, sigradi2014_247k9, f314, 3de5, df49, ce2d, 2ec1, 25f9, bd82, 4bf1, ecaade2016_068p17, 70e5, 896d, 882c, 0031, 41dd, ac3e, ecaade2014_233c60, 3a56, caadria2015_114s17, f050, 4ce5, bf5c, 1ed9, a5b1, a0a7, b38d, 814e, ab3f, 7ffe, 3fc6, ec6f, c668, ascaad2014_010u5, db3c, f39f, ijac201412407a1, 502c, 3094, ascaad2016_048o20, 308f, f347, ac32, d37c, 64b1, 408a, 14f7, 8686, da80, f46c, 6ad0, 58e4, 55d5, b76c, 5f0e, 515b, caadria2017_158d40, 5020, 1924, 82e8, 2ff9, caadria2016_507i21, fc2d, 032e, e07e, 93dc, 2611, db34, sigradi2016_592u, 057f, 73b1, caadria2015_119b19, d90a, ff53, a185, acadia16_72y4, 2066, acadia14_565x, f0b6, a0e0, 0dc6, 4e7d, 7b78, acadia14_435ac, 938a, acadia14projects_111l, 2076, d6b7, bad1, ecaade2014_070s16, 5080, 553f, a603, 1615, 420e, 746e, 268e, 7e3a, dc95, ijac201412301m6, a802, ecaade2015_294i64, 5b26, f29f, 2951, 79d2, ijac201412303f8, 27ce, eb0e, ecaade2015_173g37, caadria2015_049b6, ijac201412205s4, e573, b92f, a4a0, ffbb, f8a0, 6a46, sigradi2016_816qq, acadia14_219av, caadria2015_124f20, a978, 2626, ecaade2016_ws-dleadr68, a64c, 1691, fca1, c052, sigradi2015_8.81u11, 3841, 1195, ijac201412204x2, cc18, ccd5, 948f, 292d, 5b03, 1270, dcdc, sigradi2016_517p, acadia14projects_177ah, b042, 8f81, 6801, df77, 6597, ijac201412402d5, 65d6, 5829, daf1, b2cf, acadia15_185l7, 5411, 1d1b, aeab, e047, fc91, 00f2, c981, e325, 13fd, 1ef0, ecaade2014_133n29, 3c04, 035c, bc33, cc3d, c663, cc31, 6d1a, 92c2, 609c, 656d, 9781, d6bb, b483, 259b, acadia14_101ad, acadia14projects_619ar, 4449, c75a, 0557, 5d77, c78b, 7eca, 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ecaade2014_224y56, caadria2017_118e31, fcf3, d287, 4534, 8bdb, 4d7e, 46f1, sigradi2016_450yy, 6cf2, 0f1f, acadia14_473af, cda9, 67c6, ijac201412305b2, 03be, a2f2, 0fff, 9423, f509, 06b4, 80d0, ecaade2014_066l15, c782, 0b39, 7e6b, 064d, e5ba, 1c84, 9aba, b19d, eac1, 7fa4, 7b21, 1a52, 2dd6, bb02, 105c, acadia15_263a11, 8825, 5357, caadria2016_861e37, 168c, 859c, 0066, ijac201614208r13, cb13, ecaade2015_119e24, 1d7b, ffe8, acadia14projects_167w, 59fc, 4e47, bbeb, c2da, ffd2, caadria2016_851p36, 8112, ff0f, 6d9d, 143c, ijac201513201o5, 5df0, ijac201513302y9, 772c, 0125, acadia16_88u6, c4b5, 8e61, ecaade2016_144j40, ed26, a86d, ecaade2016_199x52, a9e5, 2201, e523, 1f51, 75af, ijac201614208y12, 568b, sigradi2014_074p6, acadia15_284r11, 400a, sigradi2015_12.19y26, c5bc, da8b, 7ffb, 8605, 0093, 9f55, acadia14projects_145t, ecaade2015_152v31, a842, acadia14projects_117av, sigradi2016_448cc, acadia14projects_117b, 09c2, 2696, e092, 5efb, e6d7, 5c70, 86ea, 45c3, 0d43, acadia14projects_219ay, 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acadia14_153as, acadia16_244s15, acadia14_473ae, 9ed6, 9f54, e1b1, d4f9, 9ebd, ecaade2014_224p56, 10c1, d6db, 591a, e8b2, 1aee, 6ebe, c3b4, sigradi2016_450zz, 88ed, ec28, ccc1, 4579, acda, be9d, 34ff, c7e9, 60f3, caadria2015_206j30, 217e, sigradi2015_6.42v7, 86ce, 42f0, 8fe0, f3c0, 8a96, ac70, 3078, ecaade2016_021s5, sigradi2013_160h, 1648, 302d, 96ab, d886, sigradi2014_042o3, d8ad, 952d, ec55, 7834, 3b94, d6e1, 0bdc, 3843, 6a28, caadria2015_060x6, 0d4c, c137, 64f1, 2997, 2f76, d8fc, d1e8, e421, 0809, 80e1, 300d, 71c3, 719b, f7c2, ad32, 9b79, 82c0, 7e0f, 30a3, 18e1, 1ffa, ecaade2015_109x20, 4fab, ecaade2016_023k6, a5d2, 9eed, 35ea, 88e6, c236, ecaade2015_83g16, 487e, 8457, 9b43, 5e6e, ecaade2015_130n26, dd6f, 7d78, 597f, af2a, 97dd, f1f2, ecaade2014_023o6, d863, e524, sigradi2014_134b2, 22da, d964, 836b, 4a58, b49a, 6855, fdf6, 2ea8, 2840, 9c98, e57d, f783, 5e3e, b362, 8a25, acadia14projects_43ad, ecaade2015_248w56, ijac201412303u8, 2771, 8dfd, f07c, 065a, 1370, 1340, 687d, 53ef, 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sigradi2015_8.186h12, 7724, c14d, 68ca, 0401, e95c, 13a5, 3736, 3cb5, ff4f, 820a, 962e, 6fcf, 6f8d, b617, 3b69, ecaade2015_129t25, dd87, ca48, 60a7, e68d, ab5f, 7cfc, 2400, 4cf4, ecaade2015_302n66, acadia16_478t27, be9b, 6252, caadria2015_087r13, dd02, e6bc, 7998, ce9d, c2f4, 4d99, 79f8, 031d, bfdf, 6c44, 2e9d, f230, sigradi2014_347s10, c8dd, c533, 3a4e, 8100, f533, 7649, 643a, 7f30, sigradi2016_815pp, e73a, 9d9b, sigradi2016_590c, bbba, caadria2015_090w14, 18df, 09cd, ascaad2016_004p2, 939a, acadia16_62k4, 064f, f423, 2ab5, 2eff, ijac201412205z3, acadia16_344j20, caadria2017_118s30, 4d13, ascaad2014_017o9, 7b23, sigradi2013_303u, 7ab6, 84cc, c844, acadia16_362p22, 7a92, 0cb6, 64ab, 9c73, c957, dc2e, 7925, 7e68, c920, 86fe, e4c4, 319d, caadria2017_132j35, 2446, 974c, caadria2017_122w31, 3e8f, sigradi2015_8.186m13, caadria2017_185z44, f454, bb03, 6de1, 84a2, cb44, a4c3, bc84, 2b25, 298e, 166e, sigradi2013_386e, 8885, ea71, 2651, 6c16, 858c, 58d6, 027c, 1a72, 6591, 9628, 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50e4, 60cb, sigradi2015_4.219v6, 4f8d, c5d0, 1b4a, 68e0, 291b, f93f, sigradi2015_6.237o8, e863, 3e40, 79da, sigradi2014_041c3, b929, acadia14_219c, 4bc3, ecaade2015_196a42, 0049, caadria2017_037g12, d94d, caadria2016_871n37, 099d, b7a7, 0290, d6fa, f74c, 9601, sigradi2014_347r10, 9cf5, ba6b, 69dc, db0e, c0f9, 6db9, 621c, 811f, ecaade2015_55c10, ascaad2016_018k7, db17, 1603, f19a, fda7, fa7a, ba11, c4f0, 84de, 2809, 3609, 668c, 8c4d, 0ba6, b67b, acadia15_483t21, 0b74, 98d8, sigradi2014_197s6, af47, 18fa, 4aca, afa8, f156, e07a, 3530, 08c8, f09d, ef6a, c5dc, 008d, 0f03, acadia14_167x, b1e5, ecaade2014_092a22, sigradi2013_28, 3a1c, 272c, cdea, 780b, e917, caadria2015_108z16, ascaad2014_023w4, 5867, f543, sigradi2016_484nn, 9af3, ecaade2016_166e47, f948, acadia14_125ae, b77f, 3550, acadia14projects_199ao, 00af, cf87, b131, d9c9, fce2, 4f1c, ea27, 73d9, 032c, 44f8, d4c5, 5aec, 6bce, 7017, 74f9, 8176, ae0a, 1e05, d41a, 2279, ecaade2015_207t46, 3b57, 09c7, acadia15_483r21, 31f4, 8022, acadia14projects_301ax, ecaade2015_309y67, a0c0, 9057, 769a, 153e, ef7b, 2488, cb5a, ea63, acadia16_196i13, c10b, 2816, 51f4, d459, caadria2016_301s13, sigradi2014_080n7, 293e, bf6c, c28e, 52c5, 5b14, ijac201513201x5, 17d4, sigradi2016_515j, 540a, 5761, d9ab, ecaade2016_136x38, 4e46, 877d, 8e8b, b147, 8c86, 7075, 51d3, 78c7, ec4a, bf15, fa10, ijac201614201c6, a5da, b630, deb6, 3cf1, 3e0b, 2437, 8d86, fc3e, 28f4, 0b9a, 1144, caadria2016_621v26, cd7f, bd98, 2add, ecaade2014_188j48, 79d5, e031, 338f, 3dda, f96e, aca6, e28f, d8dd, 3ede, ecaade2016_119a33, bca8, 87fd, 48ae, d852, 1467, 15a6, 8ffd, 6505, 80c0, e164, bd1b, 5921, 1816, 369a, caadria2017_051p16, a852, caadria2017_118m31, c78f, 4313, a66b, ecaade2015_155v32, 30b6, d639, 1d97, caadria2016_611j26, f159, fb74, 27ef, acadia14_399ai, caadria2017_155o39, 4122, sigradi2015_3.65o2, 14c1, 2bde, 7217, a76f, cf86, 4d88, 9e50, 39f5, 57a2, e4c6, 509f, 522d, d621, 03fe, 7ee8, c06e, 9eca, cd67, 970b, 4b61, sigradi2015_3.212k4, caadria2016_735s31, 359e, 769e, 26a6, 9797, 9408, c720, sigradi2016_625c, b915, ecaade2015_53t8, 5980, 0c50, 2440, acadia16_298h18, ecaade2015_155l32, ecaade2015_152w31, caadria2017_104v27, 6789, 9870, acadia14_549o, 9c46, 8b88, 9fa1, ijac201412301j6, 55b4, 5235, 6e8a, 7531, 7c2b, a252, 955a, d0aa, 0d28, 862e, 2e99, 0a88, 423b, caadria2015_084t12, 2828, ecaade2016_163f46, 599d, 2178, e401, 7438, 3567, ijac201614102z1, ecaade2015_84v16, b522, 4461, a946, 7c36, 1de7, sigradi2013_243u, sigradi2016_484b, bed9, 2cb2, ascaad2014_007b4, 5417, caadria2017_015y5, 7596, 0be3, 3cf5, ecaade2016_208t53, 3074, 7c24, 5320, 07a9, 0013, acadia14_589g, f56b, f517, 757e, cb46, 14c9, 060b, acadia14_33af, sigradi2013_342m, ec62, f8d8, 7d44, ijac201614302v1, ecaade2016_018u4, caadria2016_517x21, c42e, f0a3, e18d, acadia14projects_719p, 2f28, 8ada, acadia14projects_681ai, ecaade2015_138j29, ijac201513303g11, ed04, a28e, 5a3a, ab11, 918b, 7e92, ed83, acadia14projects_199ar, ecaf, c74b, 0b1d, ascaad2016_033d13, 4415, dade, 1f26, ascaad2016_038c15, caadria2015_066f8, acadia16_236i15, 0ae7, da68, abc4, 1ed2, 7714, caadria2016_395x16, caadria2016_735o31, 744a, 563e, 6316, 80a8, caadria2016_135z5, 4e80, 0d36, ecaade2016_017o4, a204, 6c73, caadria2015_210j32, sigradi2015_10.377u22, d20c, 9b19, caadria2015_014x2, 3db6, 0797, ecaade2015_73y13, 330e, acadia14_347as, 9aee, aef2, b01a, 35e6, 2e13, 7bb7, 08f3, 5d97, sigradi2016_685mm, 0c54, b81f, 2f00, f1df, e9d0, caadria2015_114p18, af1e, 6189, 61e9, 5334, ef6b, sigradi2016_815x, f8f2, c79c, b43a, 584b, 3f92, 5fd6, 3133, ascaad2014_024w5, ecaade2015_152s31, cb09, a6a9, 3b2f, 440b, d6cd, 1cdc, 2133, b7dd, 7a2b, sigradi2015_sp_8.326v30, c727, f9b0, 516b, 70fb, f65c, bba3, 2d58, 7d84, 0af7, 6678, 2b8d, 8811, ecaade2014_080i19, c5d6, 2d33, c278, 8f2b, 647e, 1a0e, f598, 164d, 631d, ecaade2015_103l20, 40e9, f62d, 9a4d, d74f, ecaade2014_046t11, 0071, f48e, 3fa2, ecee, acadia16_308v18, 2c5f, a559, a114, 91c7, ijac201412406h9, sigradi2016_363ii, 2a6f, acadia16_318l19, 12d3, 9528, 3965, ascaad2016_023f10, e8ef, acadia14projects_473am, becc, ba80, 9060, a8d1, 3a9d, af08, ebcb, bd30, b5c2, 8235, ijac201412404i8, 2193, 9e68, 31f9, ecaade2016_230p61, 0b23, f472, fec1, 5e1d, ddab, ascaad2016_037g14, ea13, acadia14projects_479ax, 744f, b8ce, 5be0, 9df9, ecaade2015_195n41, 231b, acadia14projects_619al, b86a, d5ef, 58a9, 8faa, 8a65, 33ca, sigradi2016_524dd, 6240, caadria2016_819m34, bd85, 1adb, acadia14projects_33ag, 5f4e, bc08, 6680, 5f07, 7248, aaa9, 082c, a4cb, ce1a, 6d9e, 18bb, dec7, 8e17, 7976, 74a7, 21fa, 5fb9, 5593, sigradi2016_625ii, bfb4, d55b, ecaade2016_221z56, 5390, sigradi2015_11.166f26, a0fc, 2c66, ascaad2016_048n20, 64bd, f92d, b05f, ecaade2015_87y17, ascaad2016_008e4, 38ef, 0550, 3a39, 8051, ed7d, acadia16_372x22, b686, 7942, 1a21, 71e2, 5d79, f5b3, a3f4, a724, 71fa, 3517, sigradi2014_103z8, 80cc, 2b1a, ab7c, ascaad2014_017c1, c40e, a189, ecaade2013r_004t3, e529, ecaade2016_120j33, a5e6, a41a, 7bc0, 9cec, d360, c80a, 501b, sigradi2015_11.8i23, 2b1f, 67e7, caadria2015_010a2, caadria2015_130s21, ecaade2014_149x34, fb5b, ijac201614407b5, ascaad2016_039r15, e68e, 1fb6, 70eb, caadria2017_055l18, ecaade2014_224l57, 71aa, 9f83, d5d2, 46aa, c5ae, f884, 3e15, 99c7, f117, 3b49, a036, ecaade2015_138f29, e5fd, 1fd5, ijac201513306x12, 4559, 9a46, 9fc7, aa35, 64c5, 4707, 7118, a181, ecaade2016_230k62, bad3, c0f7, b047, bd06, 10f8, 84e9, acadia14_247s, acadia16_78o5, 6366, acadia14projects_681at, 11c1, 61e2, 0f46, 81df, ijac201513303z11, d0db, 70f7, 96bc, 0162, 3712, 1030, 897a, f716, 21e1, 8e25, 8c94, db6c, e7d3, 2107, 7bb1, f7a0, b348, 6471, 43cf, 6cdd, 65fa, 8275, sigradi2014_329z6, 4012, 9ced, 7e08, 484f, ijac201513206f9, acadia16_174h12, 75d6, f026, ijac201412407g1, 42df, 65fe, 953a, 4219, a9bd, ee75, ecaade2014_070p16, 649a, 1ca1, cf65, 1172, 9a10, 0637, 882f, caadria2015_213i33, a748, 2012, c602, be74, ccb4, ecaade2016_021u5, d453, 354c, sigradi2015_9.152d17, 0a64, f03d, ecaade2015_269k59, d6e8, a9dd, 28f5, 4486, 16cf, ecaade2015_273h60, 3ae0, 1e0a, d486, caadria2017_145b38, acadia14_427ar, a859, 9611, 9e29, caadria2016_353w15, acadia14_229l, 48d3, ijac201614406h4, 457d, 32de, 528c, 5d32, acadia15_243y9, 3276, b0ff, caadria2015_181w26, acadia16_54s3, 3371, 4bb9, a4a8, 096d, 0cf5, 408e, fa45, b0a3, a6d8, 1431, c7b3, 7df6, 8438, acadia14projects_153a, 8526, sigradi2014_186f6, ea8a, 8d34, f9ab, ffef, f623, e66e, 4261, 8b95, cb8a, ded1, a0e2, 308d, 239c, acadia14projects_177w, 1f59, 0a4d, 4ee1, adfd, 62f4, ecaade2016_ws-dleadv67, 22b6, e2a7, 745c, acadia14projects_627a, f555, 85c0, caadria2015_168k25, f80e, 0002, 999e, e34f, ec39, caadria2015_014l2, ecaade2015_235n53, sigradi2016_792k, ascaad2016_007y3, fd60, 1996, 35d5, c9fb, 488e, 1269, 7325, ef4c, d084, 2e86, sigradi2016_778oo, ecaade2014_215y54, 3d08, ijac201614403o2, 33d6, bee7, 0a6c, 2c39, 06f9, 2a44, 4618, sigradi2014_074l6, 04a5, 8b39, f2d5, d3f1, sigradi2013_330f, 4970, e024, 58a3, 95ac, c99d, 659a, b153, ecaade2016_167c48, caadria2017_023i9, 8fc5, 60ec, 7c27, a53f, 0597, 28ef, c888, 9e78, 7bca, e40a, 0222, df4b, f811, 197b, 0c27, 22ca, 1966, 7605, ac95, 6b7b, b749, 2633, 0d9b, 3802, bb3e, 1e5e, sigradi2013_397c, 30dd, 793a, dfd4, f126, 33e0, e4ae, 3328, 294a, 9236, 002a, a290, 8d2c, e5f0, fc98, 4b93, 6c1e, 9c8a, 1583, b735, caadria2017_129p34, 4153, 00fd, 39eb, 65a0, acadia14projects_79ab, 5ea2, b5e7, ecaade2016_046c13, c77b, d840, 5724, sigradi2014_345e10, 8375, 2667, da38, f432, bc2a, caadria2016_333a15, e649, 08b9, de48, acadia14projects_291am, 3211, b7d3, acadia14projects_347au, a7bd, ecaade2014_084d20, a3a5, sigradi2016_517r, 718f, 195c, f41d, 64c3, 2cfd, 1e6d, e1bf, bd9c, a4d1, sigradi2015_8.264z14, sigradi2013_342t, ea90, e92b, e1e5, 2aff, a668, 198a, e711, 5385, 3de2, a196, 32d2, ecaade2016_152u41, ee28, fb75, 8572, 2a2e, c5cb, ecaade2016_162t44, 9356, 2cd1, 1e87, 48d1, 8ea0, 2145, acadia14projects_115ak, efde, 1d0a, d9e6, f17e, acadia16_344s20, acadia14_189an, 70c0, f461, caadria2017_163x40, c8d7, 0f4a, 2712, ecaade2015_21j3, caadria2015_209b32, d712, 6218, cd1e, sigradi2014_047m4, 8cad, ascaad2016_054m21, 4701, e045, caadria2016_631g27, 0ec1, 4489, ee02, 8580, 0adb, acadia14_539e, sigradi2016_522x, 8389, b558, d435, 630a, d355, 2551, 0839, ecaade2016_126s34, 245e, 45e4, 9019, caadria2016_755r32, 7670, 767f, sigradi2014_213z7, 7a2f, caadria2017_104f28, b127, 0c7c, d60c, 4688, 7c83, ijac201614202b8, 842b, 93f0, 30ca, 7fc6, caadria2016_735u31, 5121, 47d5, 90d4, 2885, 558c, 3610, 30a8, fcaa, 7602, 07f6, 9d54, sigradi2015_3.345v5, 2cb0, cac8, acadia16_10f1, 2acd, 16d7, 80b0, ebf2, fd3d, ecaade2014_023g6, dd17, 917f, 24ec, caadria2016_713x30, 94d4, acadia14projects_189ao, 2985, 8cc3, sigradi2013_30k, 49ab, 28c0, 7eee, 3f0a, c878, e6a5, 9717, caadria2016_435u18, sigradi2015_8.77p11, caadria2015_087u13, 74db, aa1b, ed7c, caadria2016_177z7, acadia14_291a, 1310, 9d7f, 66dc, 3e43, 8d12, 3b11, 0cd5, 7bff, e76f, 8b9c, fbab, a3de, b145, b563, 81aa, 53a1, 5c26, ecaade2015_230i52, b050, d73f, c8e9, 7070, bbaa, 7acf, e952, 308e, c7e5, eb51, f340, c2f7, f0bb, sigradi2014_047p4, 2511, f99a, a3fe, sigradi2013_111, 4133, 30ea, 8a0c, 9b65, 130d, fcac, ea59, 9255, 37ff, ecaade2016_208u53, 182d, ijac201513206v9, ecaade2014_120k27, 332f, c843, a9bc, acadia16_244v15, 62c3, 80ee, 4c5d, 0221, ecaade2014_138s30, acadia14projects_43ae, ffff, 3b48, cdbe, e420, d1f2, caadria2017_023z8, d1d8, 78e5, 58b6, 3c0e, ae2d, f498, 4065, a56f, 15ac, 08d4, ecaade2015_336e73, 8791, ee67, 2dee, dab5, 5c6e, 8597, 42af, 0583, 258a, caadria2017_041u12, 0507, c788, 0aaf, 8d3c, 6298, caadria2015_014o2, 8bb4, caadria2016_229n10, f7d9, fdcf, caadria2015_208t31, 6ee4, 8ab4, ecaade2014_186w47, ba8d, 1c48, 8e44, 7c04, sigradi2016_550i, 1dc5, 615f, ecaade2015_180p38, a7c9, 95d0, d18b, a015, 6e7a, ecaade2015_195j41, 0b02, 8041, ecaade2016_096n26, e82a, caadria2015_086f13, caadria2016_631f27, fef1, caadria2015_048t5, eadd, 5561, f451, 07ed, 4b6b, ijac201614306y3, sigradi2014_291m4, 046d, 6122, 3800, 4baf, 18b6, 4dae, f7ed, c031, 4f4e, ecaade2015_206p45, 073a, ascaad2016_001f1, b548, b59c, 557a, 7361, 5d50, 8628, 59bc, 359d, 8ab1, 3fcb, bc1d, c659, 4e0a, 263a, caadria2017_104c28, e3e6, 980f, d428, bb84, 15f4, 51a3, 18e0, 0113, sigradi2014_213m7, 6a49, 3b10, 48f4, 4e3f, e992, 933b, 633b, 87a5, 1a42, sigradi2014_213l7, da22, ddca, c38a, 3ec6, 5d9a, 6c0d, ecaade2016_140x39, 9109, 17f4, 7e66, caadria2017_005g3, ea4d, 26d1, caadria2016_157m6, 2792, ecaade2015_181j39, b846, 53b9, ascaad2016_045c19, 14f0, sigradi2016_479ee, 55bf, ecaade2016_123u33, bc62, 1b09, 3c5f, 0445, c616, cd9a, eeb3, 44c1, sigradi2013_280o, ijac201412402a5, 627f, b948, 7cf0, a378, ecaade2015_325c71, af84, 02f6, 33e1, bce3, 0921, 714a, caadria2015_102z15, ecaade2016_073x20, sigradi2013_234e, 448d, 8714, 5566, c209, fd88, 739a, acadia16_214v13, 53b3, caadria2017_142v36, caadria2015_061d7, 4ca3, fd0a, 634c, 1acc, fe2a, ecaade2014_143l32, ba7d, 8e10, ecaade2016_163j45, 26e1, 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