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 ddss2008-06
authors Hagen-Zanker, Alex
year 2008
title Sensititivity analysis of a cellular automata land usemodel through multiple metrics of goodness-of-fit
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 The complexity and self-organizing behaviour of Cellular Automata models makes them attractive instruments for investigating urban change processes. That same complexity, however, obscures the relation between model parameters and model results and poses problems for the calibration of the models as well as the interpretation of results. This paper introduces an approach to sensitivity analysis that untangles much of the complex relation between parameters and outputs. The key of the approach is to find compartments in parameter space on the basis of the relation between multiple metrics of goodness-of-fit. Within individual compartments the relation between parameters and model outputs is less chaotic and open for investigation by more traditional means. The method offers prospects for model calibration and parameter reduction; further steps in these directions are outlined and discussed.
keywords Cellular automata, land use, sensitivity, goodness-of-fit, map comparison
series DDSS
full text file.pdf (481,865 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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80be, 8527, 2162, ecaade2014_198r51, bcd2, acadia16_106h8, 5558, 31e6, b9d7, e8cc, 2201, acadia15_323l13, acadia16_98u7, ascaad2014_007h4, 0c33, 4a2c, a45f, d332, ab0c, 1159, 18d7, f80e, 5ed2, cb79, 12ba, sigradi2014_085f8, f76e, 9a38, e434, 979d, ecaade2014_149h34, 9b16, 7faa, cb15, 459e, 3bc5, caadria2016_445a19, 4e5d, ascaad2014_024r5, 4c59, 3329, 15f4, 40e4, 1e02, 3c78, d6a6, 435c, 5f87, c6f0, ed1c, acadia14_247g, 281e, ecaade2016_111l30, 6f9b, ecaade2014_029y7, ec45, ecaade2016_047e13, 8870, ea0c, 2af7, ab87, caadria2015_102w15, 18fa, 2f5f, b611, acadia14_63ab, 3013, 9f71, 60af, 5b2e, f02c, 0f38, ee54, 7936, 88c0, 06fd, 76a4, ab25, e8d9, 0f98, 24c7, 433e, d769, d667, sigradi2015_13.316z28, c885, 8444, 951e, de78, 3eea, sigradi2014_132r1, aa4d, ab8b, 82d0, fddb, ba92, 9058, acadia15_451k19, 6b4b, 3d00, sigradi2014_265l1, 01a8, b351, ascaad2014_028s7, ijac201513206v8, de62, 8573, 89fb, ascaad2016_005x2, 0fc6, f40c, 5c88, sigradi2016_815z, 1348, aed4, 5509, f670, 350b, acadia16_344s20, 9567, ecaade2014_180p45, acadia14_135u, abe2, 74aa, 88c1, 6706, 9020, 51e3, a84a, 7ae4, caadria2017_041v12, 1e7f, 067d, addd, bb68, 5376, 5497, 3693, b3d8, b51a, d4f2, bc00, 744c, fa0a, 3e97, sigradi2013_131f, a7a9, caadria2016_631e27, f20e, 95fc, e60a, d961, ecaade2016_104x28, c5b7, ijac201614202v7, c62e, 799e, c3be, caadria2017_136t36, ascaad2016_054x21, bd3a, fe64, 4179, ijac201412304w9, 3b74, 5449, 8f27, 92b5, 8d40, acadia15_497l22, ede3, 2bd8, f85e, ecaade2015_221y48, 7efa, 9903, 2abe, 4e0f, f8dd, 056e, 2a01, 603e, 5d29, a5cb, 0989, 1482, bcae, ecaade2016_106i29, 6a3d, 2bab, 1b2c, 109b, 5f2e, 0b9b, aabc, 12b0, ecaade2015_227m50, dc16, 6b08, 7ea3, 4491, acadia16_174f12, acadia15_203g8, 1494, 2412, 1310, ecaade2015_319b70, 6524, 7607, 4971, cc81, e365, 8448, ijac201412405s8, d30a, 30e6, f5c4, 6c34, a916, 03cc, 0f0a, 91b9, e33a, 2357, d967, aa17, dd5a, a5bd, ijac201412403j7, 2250, 3c0a, sigradi2014_316u6, sigradi2014_164k4, 703a, ijac201614308h5, ecaade2016_065z15, acadia14projects_71z, f018, 785f, 306e, 5fa6, 8b04, caadria2016_209t9, acadia14_627b, caadria2017_134b36, 26bf, d0a6, 60fb, b533, ecaade2016_071x18, acadia14_681ah, 783b, 1567, 689e, ebad, 6620, ecaade2014_239s61, 6be1, f74e, 2d43, 8a4c, 86cd, e12e, b3a7, e79a, 45fb, a9ff, 92c7, 8683, 6b03, 3fbf, 1129, f210, caadria2016_363b16, 089b, cc93, 9278, b539, b7f2, 1cc7, b6bd, ecaade2014_202m52, ecaade2015_92k18, b812, 7bef, acadia14_463ay, cbe4, 8cee, 3b9a, ca04, 9008, 4588, 4c34, c7d2, 1256, 30bd, d23a, 7b63, ba16, 8267, 8e2f, af64, 0b2f, d551, bc53, caadria2016_249i11, 2260, 10c2, 11ea, e24a, 5e58, 6ff6, 8d91, acadia14_101v, 5e2b, 4299, ecaade2014_239m61, faa4, 86eb, c4c8, 202b, ecaade2015_285e62, fe44, a270, 4825, 1691, 788a, 4dcd, 417e, e1db, ecaade2015_27t5, sigradi2016_611n, sigradi2016_360z, 8c80, 6aed, ijac201513302h10, d6a0, eacc, ca3a, acadia16_478v27, 7c0a, b3ee, 3182, 9f8b, 25c7, 98fc, 34c2, 672b, caadria2017_136o36, 9960, b849, dd9b, ac83, ede6, be17, b699, c937, ab41, 7cb7, 9485, 4864, b566, 32bf, 258b, 2875, 0621, a712, caadria2016_745d32, a4a0, 5a6b, ecaade2016_225s60, 84e4, ijac201513306d13, 4ba5, 2b45, 1f3a, 3d56, caadria2016_249m11, 9c3e, acadia14_145ad, f219, 50aa, 8ae0, sigradi2013_401o, ijac201513104g3, 27e3, 54b6, 201f, 6836, 31a9, 50ed, 78f7, ef9a, d8f8, f20f, 926f, 762e, ijac201513105t4, fb28, a1d8, ecaade2014_168n41, dee5, 59ba, 7e81, 7f09, cb9e, f40e, f79f, a59e, ecaade2015_268c59, 9118, acadia16_432n25, 293e, aa1c, f44d, ddd5, acadia14_347ai, e514, ad6b, 9ddc, sigradi2016_367yy, d1b7, 9813, e564, 4689, 54b8, 3c98, 693d, 3720, a373, sigradi2014_282p3, acadia14_539c, acadia15_110z3, a06a, 771b, 973e, 5028, 55fb, 8653, 166b, df89, ca6c, ab26, d83d, 3162, ae1f, e2de, 6aa6, 33f4, 032b, ecaade2016_040n10, 40d8, f2b9, cd7d, 733b, 5122, 8c16, 000e, fc9f, 2302, ecaade2015_21s3, 2a75, a852, caadria2016_477z19, 6bf1, 4564, 4c6b, 559f, 94a7, 1fb2, cbc4, 0d6c, acadia14projects_63aw, fba8, e4a2, 503a, d7df, c17a, 1030, ecaade2016_006m1, 9b47, acadia16_372i23, 24bf, 394d, e70f, 96cc, ecaade2014_176n44, 3dd8, 026e, 3fcf, bcd3, 503e, acadia14projects_199aa, 7753, 6f64, ecaade2016_068g18, 2ad6, 5ff8, ace8, 8725, 9800, 4370, 1495, 4ba1, de1b, b461, 49eb, 06da, ascaad2016_010y4, 583a, caadria2015_054l6, ef0d, 6499, f906, sigradi2015_9.141e16, 7ba4, caadria2015_246a36, 0a33, ffcf, acadia16_478y27, ecaade2015_227t50, a3de, fde0, sigradi2014_084a8, 70de, 7790, 651f, 4d76, 7f9c, caadria2016_291e13, c590, e703, ascaad2014_024f6, 25d4, sigradi2013_429z, 30e5, 2c8c, 4115, 1ae3, 0e02, ee28, 31a1, 4921, fc4c, f72a, bfa3, daf0, 296d, d39c, sigradi2016_777q, a409, a0a4, cc0b, e26a, 6868, 1498, 5d4f, 040c, acadia14_375d, 439a, 1abb, 4eae, 9c9b, 64f7, f86b, 0e1d, ecaade2015_221p48, 2948, 34de, a2a0, a05a, sigradi2014_276t2, e738, 0aa4, b428, 98a2, acadia14projects_153ar, ecaade2016_002b1, ecaade2015_158s33, ecaade2016_230h62, d64d, 5eba, 3bfb, 5887, 7b92, 4452, 9614, 1a8f, caadria2015_122p19, 66a4, f637, ecaade2016_113w30, f13a, 1709, 2426, 8d76, f698, c1be, acadia14projects_199ag, 641c, 8fab, ijac201614208i14, 9252, 118e, 7306, 2dfc, 1e9d, 869a, 02dd, 25a2, 9c41, 9bb0, 744d, 2871, d7a8, 4dfb, a460, e236, 4954, 758e, 4dd7, sigradi2016_590a, a11c, 9b95, 3ce1, acadia14_43ag, 344f, 5f4d, eb03, 481d, 5a97, 983a, 4cf2, ecaade2014_202p52, af5a, 7a26, b9de, 98d4, 7e37, 232a, 84cc, e3c6, e7c3, acadia16_470h27, a5fe, b36d, ecaade2015_144y30, 6d99, acadia15_431n18, ijac201412303g9, 25e2, acadia14_435ah, d2d7, ecaade2016_046y12, acadia16_214e14, 81cf, 0d5f, acadia14_199ap, 8b67, dba4, ascaad2016_054m21, 716c, 368a, 7513, e046, ecaade2016_225u60, c55e, a320, 54b9, 0f60, 3c44, ascaad2014_008t4, 6958, 03ab, 561e, 85cf, a33b, d432, 826e, 126e, 7712, a88c, 5585, 9092, 29c7, a8fa, 9302, c0b4, 0432, 83eb, a952, acadia14_523ao, sigradi2016_686xx, eb9a, cf7b, 3de4, acadia14_479o, 1972, 844b, sigradi2016_382y, 1e5c, dbf8, 6e5f, a1b2, dc86, 17a4, 42ff, 6893, 9b21, 57e3, 0cfd, 63f9, 9925, 7dad, d840, sigradi2013_158s, 0b47, cc8f, ac2e, 944e, ac12, caadria2017_004u2, sigradi2015_4.52p6, ecaade2016_023t6, 9edd, caadria2015_220i34, 5dc6, c4e8, 27e2, caadria2016_045h3, 4987, 8157, ijac201412408z1, c22a, ecaade2016_162d44, ce4c, 783f, 1ec7, b810, 896f, bcaf, 3dea, sigradi2016_764d, fd33, 6636, 3cff, df22, fd17, 0d00, 08ec, sigradi2016_724zz, 2d06, 572c, 0550, caadria2015_086k13, ascaad2014_016h9, ijac201614302b2, fe71, ea48, 6811, a623, c2bb, f492, 03ee, 4e4d, 1a7f, 5a01, e0fd, sigradi2016_695p, a7db, 224e, ecaade2015_164u34, cfb5, 02fc, 6e50, 5dec, aedf, 8708, 0dcd, e61f, f1e2, a1a8, a73a, e28b, 8259, ce7f, ijac201412402h4, 86b5, 44da, a4d8, fd1e, dc95, 1fd0, 887c, acfe, 455a, d7bc, a0f3, 6a43, caadria2016_105f5, 64c7, 4105, 8a85, 8438, 9b1e, c7b6, ecaade2014_121r27, 8932, f684, 8b70, caadria2017_004l2, 60f2, sigradi2016_479aa, 868a, 38d4, acadia14_23x, 25df, 664d, b7da, 62ed, 9a03, ecaade2016_193o51, f6dd, dd12, 9f17, 6ba2, 7a96, ff6b, 65cf, b749, 3a87, 5066, ecaade2016_158l43, 86b0, caadria2015_065x7, 711a, 0452, 0f2f, caadria2015_032y4, caadria2016_579n24, ecaade2015_130m26, acadia16_62z4, c29c, 7f5a, 514b, c6f7, 0105, c294, 7b0f, 36f8, acadia14projects_463v, sigradi2014_265o1, caadria2015_043k5, 24ff, 3dd6, sigradi2015_10.309m22, 79d4, acadia15_251o10, 1c21, 8b57, e7a0, e2af, 976f, 3f4f, aff9, acadia16_344t20, ecaade2015_109a21, 5ed5, ecaade2016_079o23, 6df0, d56b, 9a2b, 3692, 8b12, aead, ecaade2014_046t11, ecaade2015_122p24, ascaad2016_007y3, b5a1, 49a8, ea97, f942, 9078, 0f9c, 4f78, 31fd, ijac201614208x13, sigradi2016_647ss, ecaade2013r_003t2, 57bf, sigradi2014_347n10, 6d3b, 7b44, 89e8, 1e03, 722f, ecaade2016_144n40, bb22, 49c2, f9f5, a1fa, e7f7, a81e, 8924, fbf3, ecaade2015_100n19, afe0, 56ed, 621d, acadia15_323y12, 5bad, 5424, d053, 1f6f, acadia15_251j10, ecaade2016_118b32, 2f4a, 15f9, ad4c, b799, 8511, b6b7, acadia15_195z7, fd6a, acadia16_224t14, 9c66, 310f, 6ad6, 2d25, 8ea2, ecaade2016_185g50, 1d84, ecaade2016_099l27, 7380, 813d, sigradi2014_186w5, 4506, 5763, 5db4, 0a69, 30f1, ecaade2015_334u72, 1b03, bddb, sigradi2015_6.183k8, 2ffd, 50c4, aff7, 1c39, a2c3, 54d2, 6f95, a9f9, d023, 271a, b12d, 8786, 5529, db9b, 02f1, d699, c1cb, acadia16_24v2, bdb9, 7faf, dbfe, 6e70, ba63, df03, f7a4, ecaade2014_182c46, 83cc, 975e, ecaade2015_250e57, caadria2017_185a45, ecb9, ecaade2014_151v35, sigradi2014_151l3, 5178, 07f0, 718d, a3eb, ijac201513101j1, c762, ef86, 0f4c, 669f, 2813, 8c92, 1074, ecaade2016_230y61, 7fd2, 46b5, 03d6, sigradi2016_461j, 4b12, e5ab, caadria2015_105i16, 71f3, 8dc3, e1f9, sigradi2014_345k9, 52aa, 2f00, ce83, 228f, b630, d58e, f268, f4b8, aade, d0fc, cc07, ecaade2015_301u65, 34cf, c1bc, 3e0e, ecaade2015_325w70, b847, 44c3, 8797, caadria2015_084u12, ecaade2016_062h15, 19ce, d68a, ec84, 0449, sigradi2013_54l, sigradi2013_342k, 9266, fe6e, 2fac, 02ed, e71f, 3220, 5805, 7cc9, f89c, 91ce, cb47, ecaade2015_278o60, 1a0b, b886, 5fff, d95c, acadia15_251l10, a836, 274e, 493c, acadia14projects_247j, acadia14_177p, sigradi2014_132y1, 5f6f, 6568, 24be, 6a4d, ijac201412301t6, 9f4a, 4054, ecaade2016_023s6, acadia14projects_63a, 3bea, 8524, 2d67, 4fe4, 5833, 716d, ecaade2015_253u57, 8a6d, ijac201614307m4, 0919, 41e5, 8033, 26d3, 8170, 4178, sigradi2016_455f, ecaade2014_224x56, 9006, caadria2017_004h2, 3c7e, ba31, 3544, 64dd, ecaade2016_089a25, 1a8c, 1e3e, 9083, ijac201614405p3, caadria2017_145o38, sigradi2013_117n, f4d6, d7c1, 1685, e14b, 895f, e033, acadia16_88o6, 78d0, c57c, 21b7, b76f, 1df0, 24f8, 0895, sigradi2013_195a, 55a2, e633, 49b0, 24a5, ecaade2013r_003z2, ijac201412403n5, ecaade2015_318w69, 17fb, 407c, ecaade2015_336b73, ea38, a5fc, 2e97, 3f0d, e9aa, 5d3b, c2ed, a9e8, 47a3, ijac201614301c1, ecaade2013r_003i3, ac7e, 8c30, acadia14projects_247u, e387, caadria2016_085j4, b43a, 95da, ecaade2015_309s67, acadia15_343n14, 7165, 847e, ed1b, fcef, caadria2016_755r32, ecaade2016_163o45, 28a3, a13f, 82dc, 0664, 2922, ecaade2016_167t47, af6e, 6b8b, 8361, e0da, 9173, 900a, b0af, acadia14_339az, 6f67, b2d4, 49f4, acadia14projects_199ao, 7fa0, 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7161, f01e, 80c6, 16e4, 458e, 195c, 2b40, acadia16_424e25, ecaade2014_038n9, 1353, 0d90, 122a, 1be7, e856, ijac201513102y1, c56a, 68ca, fdbd, 882a, df1e, cb66, caadria2015_176o26, ijac201614405k3, 444a, 36c9, e344, ecaade2014_121t27, acadia16_62e4, 1ae8, ac04, cfe3, 0f4a, 133c, caadria2015_032a5, sigradi2014_045c4, caadria2016_819y34, 3c50, 4635, ecaade2015_253x57, ecaade2016_120f33, e04b, 2fe4, 4c8c, 5748, a682, 7d51, 07aa, 220a, sigradi2015_11.136l24, 8cfd, d529, 70e0, acadia14_267l, 5d92, 8719, a537, 7655, 1fce, 4637, acadia16_478s27, b4f8, af6a, a929, bbc2, ba94, 8bbe, ecaade2015_17o2, 37ea, c9b1, 4d9c, sigradi2016_659m, 0c74, b9c4, 6a22, e93a, f5f4, sigradi2013_303t, b626, 7053, 5016, aef3, sigradi2013_400n, 199a, ecaade2016_021y5, ecaade2015_297u64, 1a19, a420, ef56, bade, d8b1, 962b, b400, e4ee, ascaad2014_005g3, 6bf4, 5ba3, sigradi2014_284w3, 67b2, 557d, 18ad, da11, 792b, 605c, 84a5, 2b11, 7283, b74d, f36b, d856, 5fdd, dcde, acadia16_432k25, 86c8, dc42, sigradi2014_109i9, caadria2016_713a31, sigradi2014_178o5, 25f8, 8daf, 0c88, 85d2, 03b4, caadria2017_086h25, d863, 37fc, b230, ecaade2016_170o48, 0599, 37f4, f873, 6952, 2f77, acadia16_254d16, 6a91, dc03, 5cc9, f0ba, 6cd8, 6b34, 9c52, 5168, e013, af55, f4f3, 3ea3, ff80, 308e, a0ea, 8045, 09e1, e992, caadria2017_163w40, 9217, 94d6, 80d9, 5b7f, sigradi2015_8.289a15, 52d4, 2e56, eef7, sigradi2016_625pp, 6665, 6be2, c35c, 5b88, 101a, 12a8, be29, 92de, sigradi2016_585ww, caadria2017_055i18, fd49, 6f85, acadia15_407p17, 8601, 4016, 0436, ecaade2014_072f17, 776c, d11b, ecaade2014_089o21, b9e2, 8b49, f714, ecaade2015_138j29, ascaad2014_005s3, d41a, e00c, bfa6, a187, d08c, b9ce, d6cc, b536, 7030, 08da, d349, sigradi2013_421, cbf1, ecaade2014_018x4, d6dc, cb21, 7c74, c5af, 6f51, e553, sigradi2016_515e, 207e, 858b, 89ce, sigradi2015_2.213z1, 26d8, b777, fa59, ccad, 6464, 8555, e48f, 3916, baa6, ecaade2016_040p10, 1674, c578, 3177, 30ba, ec57, ecaade2014_201h52, a6d7, 78f3, 4e75, dee3, 5c48, ecaade2014_180f45, e5f8, 3fee, d8d6, 6fc5, ea27, ee48, f614, 789e, caadria2016_311w13, 623d, 5dde, b2df, f0f3, ijac201614202d8, a3e5, e540, d96e, 647a, 02f6, 2c08, sigradi2014_074v6, 40e1, 7d48, a11a, 25fa, a145, 5ad9, 1c57, d29f, 02df, 1bd8, 1b96, ijac201614102y2, c08a, 34b4, 8bfa, ed90, 3918, 194d, 18a6, 730f, 7fac, 084c, f736, f0c6, 816b, 137f, ecaade2015_38p7, 7ef9, acadia14projects_145r, 78d3, 6256, caadria2017_021n8, f608, 63a9, 85c8, cf25, 159a, 2566, ecaade2015_317x68, d07c, 86c2, d2a9, 0157, caadria2017_094t25, f434, 48de, 8f95, c3ff, 27ab, ecaade2014_096y22, ecaade2015_170m35, 8bcb, d02b, 7d67, 5dee, e1a2, acadia14projects_23u, 8589, acadia15_137c5, 5d7d, aa25, b999, de71, ijac201614405z3, 7bba, b595, 086a, 551e, 7db0, ce6c, 437f, ce70, 3c2b, 766a, 840a, b366, 2845, ecaade2015_196d42, 5a09, ecaade2013r_018r9, d964, 9229, 2d9c, 3904, 1607, ecaade2016_154c42, e1f2, sigradi2015_9.152z16, acadia14_267o, 9d0a, 9b97, d094, 256f, 332b, ecaade2016_mrtd66, 320e, 1a84, da9c, 7055, ba75, sigradi2016_490y, 2bf5, 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sigradi2015_sp_11.303o31, 4b71, bb3a, ecaade2015_193x39, sigradi2013_226s, dc5a, 3edc, 05ac, e466, 2dc9, 9998, 1279, 3fa1, 0620, a3ac, ddd6, eb6a, 34ec, c172, 9f82, 8a3c, 5ab1, ab76, a415, e242, ecaade2016_198h52, ba66, eea6, a235, cd28, 68ac, ecaade2014_156d38, 7f7a, ascaad2014_003p1, sigradi2014_140o2, 910b, 3293, 5cd4, 3cd4, 9e55, 2cd7, ascaad2014_015u8, 6974, sigradi2013_223n, ee4c, 4f96, ebc6, a5ff, be4d, 90d2, ecaade2016_016f4, 74dc, 3e9e, ba6b, aeb2, aad8, e86e, 57ce, 3b49, 427b, caadria2015_126n20, ec4d, 8a02, ee88, 4fa3, 8f51, 303b, ecaade2015_195l41, 32dc, af57, 667a, 730c, d18d, ca5b, 0c75, ijac201614201h6, caadria2017_081u24, 8727, acadia14projects_101r, ecaade2016_071e19, acadia16_344d21, ecaade2014_226c59, 3cef, 6c7b, 665f, c6c9, e0b6, sigradi2015_6.42x7, 55f0, e92e, c5ea, ecaade2016_099j27, 6f6a, 773c, a3ef, 625b, afe6, 25a9, ecaade2015_280c61, ascaad2016_018m7, 7aa9, 82d1, 6c7d, caf2, ascaad2014_005j3, d611, ijac201513305j12, caadria2016_167n7, ecaade2015_119d24, ad43, 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192b, f9b0, ijac201614104y3, bad7, 432c, sigradi2014_032o2, 484c, sigradi2015_11.166b26, 11c5, bae0, 0e3c, 001c, ecaade2015_241o55, 59a2, 1522, b21c, a0c6, caadria2016_003c1, dc77, 3dca, f59b, bb9e, ecaade2016_025e7, 5afc, b759, cc48, ascaad2016_021b8, 8e08, 85a9, acfa, sigradi2014_186i6, 509a, 4820, 6bc1, d195, 1a93, ijac201614201k7, 2c02, 526e, ae68, d843, 154b, feaa, 7058, 4887, ecd1, 80eb, 8e51, 5027, 8f32, 38dd, sigradi2016_484pp, e488, ab4b, 8859, 04d2, ccc4, 06f2, ecaade2014_168b42, ijac201614203t8, e4e0, ecaade2014_084s19, 9eee, a2f7, c8f9, eb49, ecaade2014_194x49, sigradi2015_10.307o21, 55aa, 342e, 0f59, b675, caadria2017_009v4, sigradi2015_4.219l7, 6053, 6b55, 796a, 982d, 5524, 9dd1, b642, ecef, dd35, 746c, 5a42, fbdd, b5a9, ce97, ascaad2016_045r18, ae6b, 546d, 07e6, a0f7, 1ee4, 43f0, 31aa, d8bc, 41e6, ecaade2015_59v11, eb09, ecaade2015_178h38, 0e7b, 5a90, sigradi2015_6.237o8, ascaad2014_019r2, ecaade2014_233j60, 69b1, a436, 9d61, 824f, ea86, dc1d, 02aa, d147, d16d, 1ecf, caadria2016_187w8, 463d, b912, f26c, 0969, bc1f, 07f9, c682, 5726, 870a, 216e, ba1a, 9fac, ceca, 8bd7, 6e3e, a065, 1180, e265, ijac201412201o1, ijac201614201g7, 72ac, c3da, c959, 6903, caadria2017_040n12, ebdf, feb5, 6451, acadia14_637af, 0d66, 3f89, 552d, 7bfd, 29c1, sigradi2016_560y, 74b7, d8cc, e621, 7c92, f047, 78a1, 04fb, 8830, ff41, ecaade2016_019n5, ascaad2014_030y8, f221, acadia14_317x, 1c08, caadria2015_206x29, 1261, ed7b, 8be5, 0e9b, caadria2017_058r20, 28a0, 3d0f, 685c, caadria2016_621y26, acadia14_247x, 8532, fee0, ascaad2016_038a15, f723, c18e, 4869, 954d, 06a6, 42b4, caadria2015_078m11, 4b90, eae3, f432, fdbc, 8963, sigradi2015_8.163d12, sigradi2015_12.259y27, ijac201412202x1, ff68, 9c0a, 80c4, 2204, 9a4d, b017, 2840, 24e4, 0ea1, 9f3a, 57dc, ad45, 7d8d, f567, b570, c465, 05ed, acadia16_130j9, a3c1, 1ffd, b451, 2044, ecaade2016_222w57, bbd4, 210e, e3ae, cfbb, 6736, caadria2016_621v26, e664, 75dd, aea5, 3afa, 5db9, 45d2, ecaade2015_109t20, 3549, fb19, acadia14_473ar, 139b, 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sigradi2014_329x6, 75c4, b6ca, fd58, ecaade2014_053o13, 9641, caadria2017_055r18, ecaade2016_197g52, f843, ea71, d2a2, 0d61, ecaade2016_190p50, efe5, 34fd, 8f50, b7dd, c8f7, edf6, 123f, ecaade2014_202n52, a642, c149, 53de, 3fbe, 41b3, db26, 40cd, 0971, 4fb9, dcec, baf8, 51c0, a917, 6031, 6eba, a99f, cb23, 1c93, c1ca, d91f, 81ed, 3929, caadria2015_142r23, e475, 7d73, 071f, 2add, 28a8, 60ad, acadia16_260o16, 5ac0, 3533, 89a3, 18fd, ecaade2014_072k17, 47d0, 5c40, ascaad2014_008l4, 9b38, 7400, 1f29, 6113, 9cb7, e104, 483a, 30d8, 88a9, f8cf, 0df4, acadia14_389ay, d24f, sigradi2013_389k, 472e, 39cf, 7dff, 69ca, f4de, 0d5a, ecaade2015_217h48, acadia14projects_177s, acadia14projects_365am, caadria2015_016g3, 1c80, 4af8, ascaad2016_037f14, d2ba, 4bbd, 14c4, 5d7b, 2cb2, 5092, ff66, 82a4, 40b7, 94ad, c88f, caadria2016_125u5, 8ec2, 7621, 5964, 12d8, caadria2015_070d9, 34d9, acadia14_619w, acadia14_91r, eb38, caadria2017_190o45, 7f6b, 4b04, ad84, 0da6, ecaade2016_055e14, a093, 0da5, bc7e, 01ff, 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sigradi2016_710jj, e290, ed21, 2319, b23d, 9b85, 6760, ecaade2014_163k40, 95dc, 1623, 82dd, 854e, 004c, 8c63, 8047, 37f1, 6eb2, 59f4, 6f35, 2285, sigradi2013_391, cbdc, a755, 26ae, 20d5, 5b5d, a918, 2d7f, b25f, 9ccf, 2c27, ef9d, 8153, 313c, a0f9, db5d, 6824, 16fb, d231, fd51, 294d, 62e3, ecaade2015_35b7, acadia16_352s21, ecaade2014_146s33, b16a, 3bc6, 0e91, d7f6, dd4e, 6b83, ff70, 7247, sigradi2013_390b, acadia16_140s10, 3186, 93c8, ecaade2016_216y54, 498d, ac17, 8981, ce55, 7276, e959, ebf1, 6dbe, d85f, 1d13, ijac201614201l6, 5bba, acadia14projects_33am, 6f81, b5ab, 2085, fde2, ece5, 99ea, d59f, d487, f89a, 1e63, fad6, 4fa9, 8d80, f5f9, f588, aba3, ccf9, 53a5, 20dc, 35b9, 55eb, 8ef7, sigradi2015_11.196k26, 9dd7, 18d3, bd36, ecaade2014_072l17, 79ae, 5582, d884, caadria2015_108p16, cb5b, 397f, daf8, b334, 4f30, 5938, 907e, 7e1c, 83d5, 25d9, 003e, 133b, sigradi2014_169s4, caadria2017_052s17, ecaade2014_237w60, f881, 59b5, 4a5f, acadia14_479d, a2bd, 0dba, 920f, d636, a64a, 67e3, 6e86, 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sigradi2016_764f, 4a75, 8e11, 2977, 6b4f, 6bf5, a69b, 552c, 72ce, fbab, bfd6, 75eb, caadria2017_054g18, e376, ijac201513105p4, 7973, 86d1, caadria2015_010a2, 3265, acadia15_263d11, acad, 24d8, b5d1, 10b1, 53c5, c7e0, 66be, 9f16, ecaade2014_152k36, e268, e61e, 1507, 9b59, 9bbe, ecaade2015_130c26, fde1, d627, 3b50, b68c, 75fa, df91, 14af, 3b38, sigradi2016_595cc, 827a, d3e9, 4816, e79c, 928b, 99a6, 01a9, cd2a, 4079, 6dea, cf23, 06f8, 3503, 44ad, 8264, ecaade2014_180m45, 65b3, 8e33, 0eda, 5617, ecaade2015_83d16, 1933, 5fb2, 5c71, acadia14_479ax, 380c, sigradi2013_286h, acadia14projects_719f, 78d7, 87a4, d299, be6d, e463, ca24, acadia14projects_153a, ae4a, ad00, 95ed, caadria2015_048m5, 0ed4, a8a4, 5d7e, cdf7, 25d3, aae8, b6fb, acadia14projects_463e, 4b80, cc15, 88dd, 87df, d3b6, acadia15_173z6, 5a75, c1cd, 6e79, c101, 6c3f, 32cb, a744, cd65, fb96, ea01, a9c3, 3c1b, 796b, acadia14_627ar, ae63, 3488, 58d2, 2567, 7de3, ecaade2016_123f34, 7b7a, 9f3d, 8199, d45b, c77d, ecaade2015_61f12, 1921, 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caadria2017_056j19, 5e29, 7803, 994d, 3da7, 36c6, 86af, cb41, 0290, f081, ascaad2016_014g6, 421a, 9c6f, 8b5b, e0b1, acadia16_478b28, e5f9, 1fbb, 9119, 58d7, c6ec, ijac201412307i3, 211e, 94bb, fe24, 2c70, 87bb, 2594, ecaade2016_175k49, d363, 3dfc, 5bbb, 3664, 6390, 23f6, e917, f90b, c93d, 685e, 33a5, ecaade2016_223e59, acadia14_565l, ecaade2016_191w50, acadia14projects_719o, ijac201412303a9, 9c45, 5555, 2b32, b29c, 3ecb, 63ad, 1b7d, c8de, caadria2017_086i25, 89a8, 6ffe, ijac201614201a6, c14d, sigradi2015_8.186j13, 21ca, caadria2017_002j1, fef4, ebb3, 6643, e3d6, d3b2, c0b9, a4ab, a6d0, 5f7f, ecaade2015_138p27, eb89, 20ed, fc53, d8b5, 7185, 5705, b8dc, 86a5, fee6, d80f, caadria2017_122y31, 9b67, c3fd, 1f0c, 03ca, ecaade2016_036m9, 04f0, 9b1c, 5c39, 75bf, 18d0, 35f5, 134f, 84bf, 2bb6, c0f2, 93e3, 77fc, 43b5, d56e, 80ef, bce6, cbfa, 5e63, ecaade2014_018v4, a7b6, 09f7, ijac201412403n6, 746e, sigradi2014_114o9, f288, caadria2015_185o27, ba8a, ecaade2015_155r32, 88aa, f49f, 6e41, 2064, 1d57, 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b4de, f8b0, caadria2016_851s35, 5b4e, 6c97, 3326, 3805, 0042, 5c1c, d478, a5a0, 4a42, caadria2017_104f28, 1638, de02, 5777, ecaade2015_115b23, ecaade2013r_003y2, caadria2015_126p20, 35e8, acadia14projects_63ah, 196e, ecaade2016_032z8, 98bb, 44df, acadia16_88p6, 485a, 1704, 642c, 2753, 402c, sigradi2016_448x, b7b3, ab45, 8a66, ed60, 5596, d4ad, ecaade2016_199d53, b429, f734, 45bf, 5b36, f805, ijac201614305f3, 5e3c, 8b25, 80fa, ec26, 30d6, 95db, f3a1, a345, 9f2e, 91d9, e1df, e0c5, f09b, 46a2, 1d10, 7b7f, f7ce, b4ff, 1b86, 5a30, a078, a060, c92d, a45b, 7995, e399, b2c5, sigradi2015_3.268n5, 9168, ae03, 4a91, sigradi2013_389, ecaade2016_191c51, acadia16_224e15, 7ccb, ijac201412305e2, ecaade2014_100j23, 2b64, bb43, f3aa, 4835, b4b2, ecaade2016_108z29, 5b59, 6dcd, 064f, 7544, 102b, 12f6, 589d, ff2e, ecaade2013r_013v7, 49ad, 1c69, 8b4d, bc41, 8a42, d586, fe58, 0630, ad22, 1818, eb70, c26f, sigradi2015_13.181p28, 5c81, 2b71, d21f, ascaad2016_031j12, f1a0, 5834, 536f, acadia14_63ao, 3b3b, 37f8, 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