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 ascaad2016_006
authors Kyriakidis, Periklis
year 2016
title Algorithmic Clustering of Spatial Entities - Clustering of 64 single rooms using the Self-Organizing Map algorithm
source Parametricism Vs. Materialism: Evolution of Digital Technologies for Development [8th ASCAAD Conference Proceedings ISBN 978-0-9955691-0-2] London (United Kingdom) 7-8 November 2016, pp. 39-44
summary Grouping spatial entities according to any kind of parameters has always been important both for practical and for theoretical purposes in architecture. For a long time, classification according to traditional reference systems was considered the only method to fulfil this purpose. However, in recent years, information technology has led to the hybridization and spread of design outputs, challenging the limits of applicability of these traditional reference systems and making it meaningless to refer to classification. This paper suggests the method of clustering spatial entities using user-defined reference systems. The method is demonstrated with a case study where 64 single rooms are clustered according to user-defined parameters with the use of the Self-Organizing Map. This method gives the power to the user to define and determine reference systems for the clustering of architectural projects according to their needs.
series ASCAAD
email periklis.kyriakidis@gmail.com
full text file.pdf (118,289 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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aedb, 9601, ijac201614303l2, 2d1a, ed63, 0a03, a029, d0ac, ddf5, 82ca, 0270, a023, acadia14_145ah, sigradi2016_484vv, 0c1c, 7899, 59ac, fc77, ecaade2013r_004o3, 4a17, 564b, ecaade2015_158s33, 312d, 6f2a, acadia14_719p, ecaade2016_016c4, caadria2016_745d32, 690d, sigradi2015_10.7j18, ijac201614206d11, 4f3f, a2b1, 0170, 7fa3, 49b2, cef0, 44f5, 23fa, 5150, c658, 9b60, acadia15_431s18, caadria2017_016g7, 903d, 5f76, a1b6, 224c, acadia14projects_101n, 2829, ecaade2016_095g26, ea11, 3a8e, ecaade2014_060v14, e9a4, 1612, 85be, d824, 1cf5, a90c, f421, b056, f6ac, ecaade2014_023i6, d064, c703, 489d, d312, e236, ijac201614102t1, f66a, ef2e, 0d4d, e412, ea7d, 149b, sigradi2015_10.309v21, ijac201614203e9, b30e, e928, 15f4, 1f5c, 95d9, c754, caadria2017_115n30, 3c1c, 24bd, ac59, ef28, fd5c, ab1e, caadria2016_777z32, 34e0, caadria2017_047a15, 2e26, ecaade2014_168f42, acadia14_531n, 1c4f, 65ff, f466, 5035, 2ddd, 45ae, 5fd5, ecaade2014_029c8, 2172, 3a93, ijac201412402t4, b80e, d801, bae8, 6efb, f6c0, 8cc9, 06da, 2576, da30, e235, caadria2016_105a5, e331, 5e2f, bae3, 26b6, 01b5, ecaade2016_077y22, acadia16_62d4, 41dc, f27b, 7e53, 0ea3, ef4a, ijac201513103v2, 2852, 87e7, d1f6, 225e, sigradi2016_450qq, caadria2016_487v20, 5a17, 9d8e, bd4d, f996, caadria2015_002b1, 6e07, caadria2016_023p2, caadria2017_086h25, 6efa, sigradi2016_524aa, d748, acadia14_339ak, 8c15, acadia14projects_135r, 1518, 37c9, 1e96, b3bf, 7ef4, 2252, sigradi2013_414u, 972b, a9b1, a86e, 3423, eb1e, f2cc, 2068, 2822, 3b3d, c9a9, 3c0c, f10e, f2d5, 2789, 520c, dc4a, 55a1, f72d, 1070, fe1f, acadia14projects_389ay, 0c55, 867e, 4300, 9108, c420, ascaad2014_014m7, 1ee9, caadria2017_129c35, ecaade2014_202k52, ascaad2014_031k9, 39c1, 9737, 9ded, sigradi2016_590c, sigradi2013_263o, 8589, 0a86, 375d, 06fd, 1279, ecaade2016_119v32, 11e5, ee6e, e822, 5015, cafa, 90b2, e541, 88ab, 9579, fd9c, 9d88, 74ef, 774f, 84aa, f07b, da54, caadria2017_043f14, be1b, d3b7, c1a6, dab0, 3be9, sigradi2013_400n, ecaade2014_031t8, c76d, d584, cb4f, e245, d1f3, a3cb, dbf0, 8a2f, c687, ijac201614208s12, 2d4d, 9422, c28a, 4e86, 2078, a87b, 06b1, c751, 59ee, 6234, 2c0e, b5ee, 261c, 8065, 4549, 8e13, 4c59, acadia16_382w23, facc, 90a5, c2f4, 91f0, 3249, c057, 673f, 722b, 3f4d, ef6d, 8918, 0e89, dcf2, 19e5, 40a6, dbf7, cda5, 6a6f, bdf8, 7520, b1cd, 9866, fece, f3de, aa99, 9a98, caadria2017_085d25, c36f, ecaade2014_015n3, 707b, 20ef, baa1, 010c, 955d, 7077, ab75, sigradi2016_625nn, ecaade2016_075d22, c584, 56e7, 80b7, 9bc3, 0b97, 855f, 0019, ac6e, sigradi2016_455i, 5504, 1aa7, 56b8, 0ac1, 3d3d, ad33, ijac201513303o11, a351, 7022, ca8c, acadia14_153av, 5be5, e205, 2966, c568, 6e7e, ae19, 72f5, 2cc0, 661f, ecaade2015_320r70, 8ec1, 66e8, 6bc2, bd6b, c747, c485, 896b, 1d09, 73f6, d4ad, 7282, fa72, ffb5, e91a, 486c, 80a7, 5207, 082c, 865d, 9c4a, 4a37, 09d6, 8f1d, 55e7, ecaade2015_319g70, ed21, 8e7c, ddae, acadia14_301h, ccae, 3a47, acadia14projects_601w, 758c, fb01, b0b1, 7109, ff5e, 3321, 0e3a, acadia14projects_357at, 025c, 161a, bdf0, ec02, 4390, 5b69, 0ecc, de50, ecaade2016_042v11, 7e27, ecaade2016_144m40, 903e, 1148, f97a, d960, e8e0, db4e, 4c86, 99a3, a97b, f47b, 6320, sigradi2016_448ff, 028a, 7f12, d1b0, 846d, ae44, 327e, 92b4, 7728, ecaade2014_070o16, f93e, 667b, acadia15_173v6, 0839, e4b1, 2ae1, 6df4, d838, 254b, fc4a, 4ebb, 98ff, 4cc7, acadia16_130j9, 59ca, 15c9, dc6b, ecaade2015_158w32, 96bc, 6bd3, 4cc1, ecaade2016_015a4, 32b2, ffbb, 8c5d, c90a, a799, 9855, 7268, 49f6, acadia14_463r, acadia16_174b12, 1328, 167c, 8b07, 4249, a1ce, ec5f, ecaade2015_138v27, caadria2016_033z2, 064c, c884, a4cc, caadria2015_023u3, 0799, ecaade2014_140s31, c996, 13ef, 3df8, 8431, ab5c, 64d9, c382, sigradi2015_9.347p17, sigradi2013_74c, 6a8a, acadia16_184r12, sigradi2016_484i, 837f, 205c, ascaad2014_019n3, 72b7, e5cb, 411f, b84a, 56a1, sigradi2015_10.140g19, 8a56, 53fe, a3df, d5f0, 1867, 9423, 354d, 9c2f, 6332, ecaade2014_029f8, ascaad2016_003u1, 1414, 6c48, 20d6, 1424, 9cf6, 9bf9, ijac201412205c4, 87b5, c821, sigradi2016_534nn, e009, 1a66, ijac201412302j7, ecaade2015_77x14, 652a, ijac201614208a13, ascaad2016_046s19, ebe5, 400d, bf73, ascaad2014_018w1, aa33, 7b4c, 9e3a, ecaade2014_194u49, 35fc, d72b, 479a, d755, 3458, 27ab, acadia14_699p, b383, 9cb0, 019e, 48c8, c36e, 0784, sigradi2015_sp_8.326b31, a6d7, acadia16_154h11, ccf4, d577, a40c, 3c33, 5bcc, ecaade2014_180u45, b7e8, ba64, sigradi2014_114p9, 36c5, e8d2, 49aa, f4fb, 5962, d8b7, caadria2017_029j10, caadria2015_139f23, 3b34, ecaade2015_21z3, 979e, d737, sigradi2015_sp_3.85r29, 61bc, sigradi2016_534pp, eee7, 9afd, c1dc, a10a, 7467, 2e17, acadia14_565ad, c234, d91b, f8e8, 2218, ecaade2015_325c71, acadia14_75c, abbe, ecaade2014_088h21, c04d, ecaade2014_168x41, 0eb2, e98e, 5e9d, f2c4, 4e4a, sigradi2014_042l3, 5355, e977, ecaade2016_071y18, 6aba, ef7d, fa8b, a0f7, 2972, b523, acadia16_344o20, acadia16_308a19, c797, 9d8d, bfde, 9f0d, a407, 8dda, f5be, caadria2017_105l28, e8da, 8b4e, a00e, ecaade2014_191v48, 063f, c69c, fa71, b44b, caadria2016_725k31, 309a, 1f87, acadia14_23ax, caadria2016_663p28, ecaade2014_072k17, 835e, fb7e, fcb2, ddcd, 1d04, ecaade2014_208e54, 88a1, eddb, ijac201513206j9, a304, 9365, b2f8, b9ea, 53dd, 7dc8, b496, acadia14projects_81p, 2864, 6c1b, ecaade2014_080i19, 7225, a3ba, 9c1f, 0c3f, c801, 883e, 44a2, 65f8, ccd9, f1e8, 55d7, sigradi2014_213x7, 6c8e, sigradi2013_205, c526, 0f9e, cb0d, 20a6, 3a43, bbbb, 3827, 852d, 182b, ecaade2016_102g28, ascaad2016_057k22, ecaade2014_184j46, d821, 9df7, acadia14projects_609ah, 1793, 6706, acadia15_469d20, 47fc, ijac201412206x4, b3fc, 39c2, sigradi2016_673ee, 223d, f6ec, 4d8f, a1df, 5fe0, ecaade2014_149a35, 096e, caadria2017_043y13, 2cca, 1e3d, acadia14projects_177t, 7375, 04ef, 9905, ascaad2014_014e8, fbef, cf36, f6fd, 294e, b10b, ec8d, aebe, ae74, 4a7f, acadia16_308f19, b62d, f66c, e215, db3f, 2668, 17c0, dc23, ecaade2016_191i51, 7585, 1ebc, a7bb, 73bf, acadia14projects_627ar, ijac201614305p3, 08c4, d859, 36c1, d899, a497, 28b5, 1727, 0a2c, f1a0, 5486, ecaade2016_162o44, 526e, 0764, 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sigradi2016_517t, 59a7, 501a, b0e4, 8b9b, ascaad2014_019g3, 576f, ecaade2016_018a5, f3ca, 9e59, e2d2, ba57, f6a1, 2618, acadia14_117h, ijac201614102c2, acadia14_43ad, d63d, 7f97, acadia14_167x, 389a, ijac201614309d6, ascaad2014_014p8, 06ce, d9df, 3738, a74b, caadria2016_797u33, fe66, b86a, 0b01, 33ef, acadia14projects_145ak, 24dd, fc94, caadria2015_139e23, 86c1, 1a31, b0d0, 523b, ascaad2014_003v1, 8a97, 9884, ce11, 7a1f, ecaade2016_ws-dleadc68, ecaade2014_014y2, f820, 2166, ba50, 9726, 38dc, 049a, 7893, acadia15_333t13, 37fa, ecaade2016_006m1, caadria2017_142a37, ecaade2015_127g25, 8586, 6b53, ijac201614208z13, 3868, ecaade2016_106m29, 4cb9, 4fc9, de24, 6846, 1ab1, caadria2017_124u32, 1d33, 9900, 8e20, df9e, ecaade2016_tkou66, fecc, ea67, caadria2017_081r24, f64c, 527c, 0a74, da5d, aa44, 7f79, ecaade2014_140x31, e384, ijac201614207g12, b749, 2e29, 4af4, 4d58, a279, c246, 93eb, bc55, 56bc, 69d8, fb31, ecaade2015_317r68, acadia14_317w, 46b1, 2a5f, f1ac, 5a23, ascaad2014_024s5, 975c, 19e4, bb94, a58e, fa22, 3625, c26a, 3f7a, f967, 729e, d711, ecaade2014_140b32, 6a76, 2e66, 9021, acadia15_343l14, c2f0, dc36, 749f, 9aff, 2c6b, sigradi2016_448gg, fcf6, e7ab, 1d50, 4b5f, acadia14_145x, 6f75, 477c, b577, ecaade2016_099i27, 9b49, a8f6, ecaade2016_071j19, 379f, 3ea7, ff80, 3075, 0e54, 6270, acadia14_609ag, bfa3, ecaade2015_158g33, 90fc, f5f1, ecaade2016_071n19, aa65, f791, 7b98, ab6d, a0c6, c749, fb0d, 353e, 1765, d0ff, 2c7b, caadria2017_163s40, d039, aa19, acadia16_54u3, dcc9, 189f, 6824, b70b, 6642, a544, b310, 07a0, ascaad2014_022p4, 8dbc, ecaade2014_111o25, 9e0a, ascaad2016_035m13, d19f, caadria2016_271a12, 299f, f4cd, acadia16_352y21, 925f, a94f, 1992, sigradi2016_455g, 0f6f, ecaade2015_241h55, da28, 4e8e, 43f6, 8307, 611d, d3a5, ijac201614207e12, 7786, cc18, 3a8b, a209, fa62, 0b30, b702, 9b74, 8cb0, de49, 1dbd, 502c, fca7, 3385, acadia14_101s, 2942, 03ce, 6786, 273a, af33, a59c, 35f7, sigradi2016_490ll, 00d5, 061d, ad8c, d81f, 8464, 8898, f692, 649a, cd16, 7ccd, acadia16_460w26, 6a48, 65c8, feef, 2ee4, caadria2016_517j22, 92bd, 410b, 41bc, 57e7, 4398, acadia16_214s13, db9b, 2326, da61, 23a7, 63f0, 5033, ecaade2014_184p46, 40a1, ascaad2016_012n5, 8bfa, 4007, caadria2016_249m11, 8981, 3dd3, 71d6, 461e, d15f, 41b6, 1771, 0d4f, a632, 8626, acadia14_301ay, 1cb2, e061, 29ff, 1486, f934, 7e02, bfd1, 022b, ad81, 3dac, ecaade2014_146s33, af98, 5e1b, 20c0, f064, 01ea, 3812, 66fb, ecaade2016_078h23, caadria2017_046s14, 7414, 785f, 5b1d, d02e, c4a7, ijac201412401s3, c51d, 9e19, cb12, a7a4, b072, 0ba2, 3985, 44b0, 5043, 2780, 0384, sigradi2013_400, 85bf, caadria2015_181d27, ecaade2015_114n22, cc87, 755b, a8f4, sigradi2016_430o, 4b84, 03c0, sigradi2016_360s, 0a0e, 2b17, f34a, 1361, 36c6, 6fdf, ecaade2016_158d43, 4699, 76ca, e44e, ecaade2014_152i36, caadria2015_226y34, 0dd1, fb55, 8545, ascaad2016_006g3, f838, 4939, ba60, ecaade2015_285h62, 8cbb, c073, 0aa6, de3b, 3fdb, 05bd, acadia16_344s20, 66fd, b2fd, 815c, ba03, f046, ecaade2014_055u13, 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2f01, 83ef, 3ffd, 5499, caadria2016_135v5, acadia14_153a, f61b, 38ed, 1f50, 3c98, 8dad, 2fa4, ascaad2016_039j15, 7bbf, 0c63, 050c, ea44, 1dd3, sigradi2013_429, e1f0, 0fdf, a734, f350, 1749, 8923, 35e3, 335e, fb51, 5398, e2d0, f2fe, 81f0, 1627, b1b3, cada, d382, 1b6c, f797, 796d, 294a, 24c8, 24c1, cfa1, f030, 8b31, 08c1, 960a, 072c, eab8, ascaad2014_008p4, a7bc, sigradi2014_047r4, sigradi2015_3.268l5, c33f, ijac201513105k4, bcc4, 89d1, 2862, 8fa8, 0e41, 3c51, 710a, acadia14projects_655ae, b6b1, 183d, 6765, 0fc1, 3818, 0c28, 061c, 2cc8, sigradi2016_625d, 23c8, 9352, ccbe, 052f, 956a, f93a, 0420, ecaade2016_078a23, 9cba, 521f, a4ec, d319, 718d, sigradi2016_752qq, f320, ecaade2016_017o4, 7270, ab8e, sigradi2015_11.165k25, d9ae, 8b66, ecaade2016_166d47, caadria2015_070x8, 2aba, 9b5b, acadia15_274o11, ce47, 07d3, 4c73, dc96, 7b28, 76d0, 0e44, ijac201412401n3, 59d0, 48f6, 758b, 0ad0, ascaad2016_057a23, 4543, 280f, 3ee5, acadia14_101ag, d35b, 4e0b, ascaad2014_012h6, 0222, 5e05, 57ee, acadia14projects_81j, 4792, 2ba8, 9eb6, bad9, 31e6, caadria2017_079b24, ascaad2014_026h7, 969e, f47f, eb0f, 1c4b, ba53, ecaade2014_080c19, 02ae, ecaade2016_033y8, 5a42, 7b87, ecaade2016_130s36, ec78, 2f9c, caadria2015_124c20, 5d32, 44b5, ee7d, ce50, 2b9f, ecaade2016_163u45, c2c4, 80bb, ecaade2014_168l41, sigradi2015_3.221z4, 50b4, 4dca, 406d, 19ed, bf52, a51c, 1340, d141, e346, eaef, b1eb, f341, ijac201412406p9, 4666, e6d5, b506, 6566, 8deb, c6a5, 720b, e616, e742, 4e70, be7b, f8a6, b653, ecaade2014_140k31, e61c, 3629, 43d7, 981f, 48d3, eb3c, 1601, 6dca, 134e, f814, ecaade2015_268a59, d869, a8b5, cac1, eea7, 9ec5, c6e4, ijac201614103t3, 87ae, ecaade2014_156h38, da89, acadia15_451l19, 5326, ab80, 7623, 4807, 52f5, c0c5, ba18, f028, 3145, ec71, acadia14_101ad, d8de, a7d2, d725, b3ac, a928, 885f, ecaade2016_224c60, acadia15_333u13, e723, 98a1, caadria2016_301m13, e37b, 304a, af66, caadria2015_181w26, 8448, acdb, c11f, e44a, caadria2017_029o10, e03a, a856, 6fd3, ecaade2013r_001e1, ecaade2015_83k16, 09e1, ecaade2013r_003a3, 13a5, 89ef, fd84, c753, 907a, 638c, 13bd, acadia14projects_79aa, f859, 45a8, 04e4, 24ed, b762, c802, b55f, c419, 5660, sigradi2015_8.81z11, 25a0, 6c85, c8cc, d55a, 5788, 51a7, 692d, 2bd7, b3c0, ecaade2014_024p7, b2cb, 759b, 54e7, 91f6, 1ced, ecaade2014_167m40, 2957, f228, 9694, 9b75, 5e96, ecaade2014_140z31, acadia16_270z16, 36a0, 4b57, 21a7, 5211, 2d5a, ecaade2014_146r33, 011e, ce18, e2b8, ddc3, 8129, cba9, 1b56, df45, acadia16_280a18, acadia14_125z, 88ad, 6e09, b51a, ecaade2015_138m28, 4847, caadria2016_767u32, ff1a, 4ff9, 110c, 80b4, b5f5, 7e32, ecaade2015_285u62, 103c, acadia16_206p13, 02e7, b8d8, 5e6f, 8e2d, fd62, sigradi2013_101k, 5ba1, 478d, sigradi2016_814j, 37e2, 0f6a, ae7b, 78a4, 9264, sigradi2016_515f, 5db2, acadia14_619am, cfb5, 3f4c, cf93, 0457, 2304, 7b25, c050, e143, 83f5, acadia14_199aa, ee18, 40f8, 902f, 68a3, 147c, 7839, fbd4, 6cb7, 4206, 5dc6, sigradi2013_393p, 6057, 5e37, 59dc, 586c, b4ed, ijac201614104e4, ecaade2015_227x50, 8ed7, 0213, 2adf, 62f3, 5a2c, 22eb, acadia14_23av, caadria2017_125w33, 4000, acadia14projects_347ag, caadria2015_246c36, 9816, e642, a8b1, 46d1, acadia15_123i4, b5bf, sigradi2016_625rr, d7de, c25f, 66c6, 4926, 2065, b073, f705, 1dc8, acadia14_167z, 7007, aaad, 2535, ecaade2016_099n27, aee1, 8084, ijac201614203y8, 277f, c8a9, ac9b, 57ba, 6cf2, dc4c, af61, 0df2, f160, 6ac5, e81b, 335a, c932, e630, c60a, ecaade2016_058v14, d889, 2d78, 7a84, d3ab, fef4, 641d, 6eb5, d83a, 5c62, ecaade2014_194v49, 8ff7, ijac201412205z3, 7381, sigradi2013_271m, 140d, b727, 0f63, ecaade2016_067v16, caadria2017_124g33, 0dc2, bc56, 829f, f00c, 8770, 8b73, 311f, 6ba1, 40e2, 030b, 5a68, bad6, 8f0b, caadria2017_042r13, ecaade2016_018j5, ascaad2016_008d4, fc63, e5a6, 308e, 3168, acadia14_101r, ca0a, 4ae9, 64d8, 5c16, 6a0e, d7bd, 02f2, 5d50, aabb, d97f, b013, 1d5f, a2ed, 5eb5, caadria2017_101f27, 674d, 5b7b, bf3d, 89fc, d2d4, f3da, 7a13, ecaade2015_87r17, e715, a688, 5e0b, 0c09, caadria2016_177e8, ijac201614208m14, 6d51, sigradi2015_10.307c21, 8038, da35, e7bf, 1b8b, caadria2015_032z4, a50e, 7388, 644c, 719b, 2eb2, acadia14_565af, 0a15, a80b, a18b, 1c94, adee, 02ec, 3a3f, acadia14projects_463v, 852b, ec11, 26e9, 6ce0, sigradi2016_777ee, 79b3, 90bf, a10f, 3cc6, acadia14_555j, bf14, 4f6a, 8eba, 9bcc, c125, 6fca, f351, 29e1, 2a7a, 5b4f, 8591, 0c6a, 3788, sigradi2014_032d2, sigradi2013_42n, 9ad3, ec21, 63c6, 75b2, a549, acadia15_451e19, e6ed, 1a92, ascaad2016_022r8, 5689, 94b5, 22c1, bb23, ecaade2014_186u47, 2f88, c4f5, 5caf, 02f4, 9857, 76da, 2b5b, 3b19, 1478, 8678, 5b55, 9f75, caadria2015_208h31, 1b3a, a0b3, c7d7, caadria2016_085k4, b48d, 4964, aa79, sigradi2014_015a1, fb94, 023d, 3542, bdfe, 3a8f, d784, 9817, 7d91, 07ff, sigradi2013_138u, 7e6f, 4611, acadia14_237aw, ijac201513203v6, acadia15_497g22, acadia16_460y26, 0d03, 18bc, ijac201614302t1, 4427, f735, 0376, a08d, acadia14_43w, 3d85, 9709, 13cb, ecaade2016_222a58, 9cf1, 2532, 5847, 1a83, 2727, 91fe, e0db, d934, ecdc, a52b, caadria2015_114m18, ff96, 3d76, fdf5, f974, 9490, 7c2a, acadia14_177v, 7c96, 9274, 1db5, 51b3, ecaade2016_158k43, 8e30, ascaad2016_043i17, f769, 9e5b, sigradi2016_560x, sigradi2015_7.184d10, d320, ecaade2016_222y57, fc6c, ascaad2014_035z1, 15fa, 79d2, 7982, 68a4, sigradi2015_8.264o14, caadria2015_156g24, ijac201614403r2, 2d71, 5a6c, c0df, 0b91, 1f90, acadia15_110c4, acadia16_88i6, caadria2015_043k5, 7949, 53e1, 278c, 97bd, acadia15_161h6, c659, cd55, e139, caadria2017_145o38, acadia16_478g28, ecaade2016_068y17, bf5f, 9ad8, 8c1c, acadia14_219az, 3b80, 7855, 592e, 0c45, acadia16_224t14, ecaade2016_tkos66, 3d28, ecaade2016_046r12, e191, 7bd2, f358, 9b5e, 2ef8, 408e, acadia14_177z, ac93, 45c6, 5b2b, b2c8, 31bb, ec52, 7189, 0461, 2716, 2d69, e67d, ijac201614104d4, 61f3, 38cb, 8401, ef8f, 0d9f, ecaade2014_157t38, a4f4, 1222, 7409, 96df, f2bf, 4c7d, 6808, 2ee9, 1f94, 3f98, 504c, 6b7c, 9c8e, f07a, c269, ijac201513303f11, d86c, 015d, 7111, sigradi2014_282l3, d22b, 916d, 65ac, f278, 8269, c1a8, acadia15_251g10, 05df, ca02, 5e39, caadria2016_683j29, 8b5c, 8559, a36b, b15c, 4ed7, fecf, 3869, c439, 7a63, ecf2, 7878, 1732, bcde, sigradi2016_814t, 5564, 05a5, ijac201614302m1, 20ae, 28b2, cedd, cc7c, sigradi2013_425, cf16, ijac201513104r3, 3cf4, 7fd1, caadria2017_163a41, 7c1d, c2b2, 4997, dbd2, ecaade2014_237h61, cdf1, ascaad2016_007w3, fbeb, f643, 0ad9, 0168, a62e, 8f1c, 493a, 6ea7, sigradi2014_132z1, 83e4, a8ae, ecaade2015_53u8, sigradi2016_534uu, 9ce8, 99da, 1fa0, sigradi2014_329z6, 7b3b, 6e10, ea06, 19b0, sigradi2016_595gg, bdc2, 0ad2, 3513, 4d40, 6080, 6ca4, 35c6, aa32, 5dba, 9389, a3bf, 4691, 6f4f, af37, ascaad2016_030e12, b794, 2526, 700b, acadia14_101u, fed2, 0944, 909d, bdab, c5e4, caadria2016_487j20, a75f, ed35, daf3, 964a, e386, 1083, f40d, ecaade2015_17z2, e5ec, 1cbe, 5f48, d126, 4960, a98a, b434, 0d8d, 542c, 18ee, 2c32, c01a, ce91, cd7d, f67a, b28e, a1c0, 4213, ijac201513206v8, 04fb, ecaade2015_251m57, acadia14projects_43ac, acadia14projects_637ai, 6cd3, 3e99, e1b1, a674, acadia16_106e8, 8681, 76b4, f3ec, c364, e1b4, 14d7, ijac201614103r3, 8e93, 34e5, 4f11, 207d, 3548, caadria2017_054a18, ecaade2015_319e70, caadria2016_177c8, 7706, c14e, c046, 9084, 543b, c8b9, 41e5, b34d, ecaade2015_152w31, 19d2, ecaade2016_217b56, 5136, ecaade2015_207g46, 6790, 5e3f, 7539, b253, af07, 9943, 59b5, fedc, e9e7, b0a3, aaae, 1fc5, fb96, acadia14projects_463g, 4fa8, caadria2016_819j34, 279d, 2d01, 5615, caadria2016_457g19, 4de7, ecaade2016_182o49, 9198, ecaade2015_230i52, 599d, 76a7, 2927, 1000, ijac201412302d7, a755, 585f, 389b, ijac201412402j5, 2bcc, 90bd, cef4, b173, 6de5, 7ff4, 12e8, ecaade2015_229l51, 7c4d, 92f7, ascaad2016_057z22, 58ca, 662b, ascaad2014_026t6, 26b0, 1ef4, 5d98, 5c95, caadria2016_579p24, b531, 7002, acadia14_661f, 0abb, ecaade2016_108s29, 1f51, 544e, a61e, 2c73, 5d36, 3ae7, 6975, 47a5, dcb4, dba4, 82d0, sigradi2016_639ff, 9b63, ff8d, d8f8, a00c, ff90, b03f, acadia14projects_189ap, ijac201614105s4, cd4c, 9291, e5b5, ijac201513201d6, b781, eb42, ecaade2015_139v29, 7e16, 3994, d35a, ascaad2016_011f5, d9c6, ascaad2014_025l6, 9e1d, 3808, sigradi2016_637x, 361b, f453, cc85, fba3, 109a, 0353, de0e, ascaad2014_037k2, 933c, ecaade2016_007j2, caadria2017_129e35, 2ea2, 1d83, 9fd0, 64b2, 73b7, f5f5, sigradi2014_303e5, 6a52, 43fd, a36f, b59f, 37c7, 905b, 35ae, 72d3, e254, acadia14projects_627ak, 3699, ecaade2014_018m4, 5375, 282e, e2cd, 6bed, ascaad2014_020v3, a762, e912, a65a, 40f2, 4d85, 5530, 0361, 14ba, 0aab, ecaade2015_293g64, 5ed8, 4fa4, 9e68, 97b7, sigradi2016_805ee, ecaade2014_067d16, c814, 7c07, a621, 789c, 618d, ecaade2015_273d60, 7322, acadia16_382s23, ijac201614403l2, acadia15_297e12, 649f, e483, c715, 6ce6, 6d99, 85c2, 49e6, sigradi2016_625ii, 4f57, 951f, 3c31, acadia15_469h20, 71f7, ecaade2015_229d51, f905, 11b1, ecaade2015_138o28, a106, f8d0, 7cf1, a6ff, e516, acadia14projects_479g, ecaade2014_188j48, a0da, 0130, 37ac, df4e, 16b7, adc6, 02de, 13a9, caadria2015_139s22, aa2c, ad69, 86cc, d4a0, 16cc, 6f67, 4385, ascaad2016_056g22, f00f, caadria2016_487h20, c7e6, 0b3d, ecaade2013r_010p6, 09e9, c064, 6d46, 10b6, a12d, bcc7, 92b9, 421b, e5d5, 3a31, da2a, 824e, a5a1, c0f0, e96c, acadia16_62n4, a8f0, 56f2, bbe7, fda7, dc66, 6cfd, 6d7b, 78ad, caadria2015_087l14, cae7, be06, f2be, ecaade2015_138l28, 3c9e, ef8d, 95cc, 045d, caadria2016_787f33, f63d, c2a4, ascaad2014_029j8, 2019, 6041, 02c9, dd48, d9b8, ba85, ecaade2014_084r19, b174, 7dca, 9814, 4ed4, bcc3, ijac201412304z1, 7006, 0fd1, a66c, bfbf, 64df, 0727, d3ea, 7450, 7aa4, 351d, 5627, 14a9, 0bf0, 64db, b34e, 1a35, 8889, 5a4e, 316d, bb56, 8446, 9f96, 1b4e, 23c0, 970f, 1da3, caadria2017_183h44, 5214, d738, 88fc, aa1a, a3da, 6294, f54e, 5970, 83fe, 9a10, 1e3e, 5a1c, 7da0, 1331, 5be6, 336e, e19c, 658e, b369, 539b, a5d8, aedf, b8ba, d9e4, 7f89, 5536, 4093, 3c66, sigradi2016_777cc, 34f7, 6000, sigradi2016_369c, 54f5, 3cd6, ecaade2016_152s41, acadia14projects_699u, 5cdd, 6f5f, sigradi2016_602g, dbc7, ecaade2013r_006u4, caadria2015_206m30, 5528, c939, 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2a73, 62ff, 187b, ae89, 1ea7, e4cf, 22f9, acadia14_699r, 43c1, e77f, 0720, fe91, 45fc, 95f0, ijac201614204r9, 4cbe, 3e1d, 1a74, acadia14_153ao, ecaade2015_92r18, 9199, f3aa, 6750, ecaade2015_200p43, ascaad2014_017s1, d21c, 42fa, 7d76, 9ca6, 2912, a7f6, 2f26, ac17, 8e0f, sigradi2013_208m, sigradi2014_178m5, 1f6b, 2b2a, 7890, c121, acadia16_424j25, a579, ascaad2016_038g15, 36f8, c4d5, 6925, f6fb, ijac201412301b6, 4d55, 616e, 2bef, 8a0f, 56de, d9e7, 75a0, ecaade2015_27p5, e482, 192b, 4403, acadia14projects_219ax, b1b1, a9fa, 4a90, caadria2016_683n29, 69cf, ca6b, a23e, 6d3e, 9d60, bb32, 6f45, ecaade2014_180o45, 2758, bc30, 945c, 833d, 3df1, ascaad2016_017f7, 2eba, b662, c8f0, f23a, 1e81, 5ce8, ae2a, a5e1, f088, a584, 4b47, 2d60, ecaade2016_203e53, 676b, a4d2, acadia14_647ay, 71fe, 8b01, bcd3, 917c, 2394, 1a3e, ecaade2016_045h12, 912f, f40b, ecaade2014_138y30, 5462, e3f9, 5948, 8b8c, 5443, c490, 3f31, bd28, 0ea1, b7ec, 2ac5, a651, 556a, f353, fb54, ecaade2013r_020s10, 4af0, 2f47, 7452, 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sigradi2013_234l, caadria2015_096i15, 8b99, 6044, 77c3, acadia15_223g9, 29c7, 5333, 8d2b, c058, ecaade2015_27t5, 36c2, 2020, c1cc, 8d28, a5fb, 11d6, 8a10, 5857, 3339, 4ca4, 3877, 3f52, 8ee6, 5d4e, 64f8, ecaade2016_144i40, 54e4, ecaade2015_86n17, 0a7f, be00, 58cf, 8268, 7838, e274, 3d5b, 0bd0, caadria2015_087e14, 8d10, ecaade2014_132f29, 24b0, 89d6, acadia14projects_531w, 1c70, e89c, 890f, 6652, acadia14_671j, 1b26, ijac201412204b3, b2b8, 2d19, 04ee, ijac201412402s4, 4f7b, ac1c, 8356, 27c8, 67da, 26aa, ebaa, sigradi2014_103w8, 3bd9, 1f25, 376c, da7c, 779f, 87a4, 4732, 2ca8, d45e, caadria2015_070d9, 99eb, 223c, fd31, f728, 9156, 8e92, a670, 69f3, c476, ecaade2014_094m22, 94c5, 17d5, af7b, ijac201412401z3, 7232, 206a, ecaade2016_047h13, a2e1, b5a6, 9b98, 1e36, d913, acadia14_153ak, 3cde, ca8b, ecaade2014_163h40, caadria2015_016s3, sigradi2014_232t8, 071e, cbb3, sigradi2015_10.138w18, ef69, 77c4, 2ee6, 10cd, 62d9, 0e8d, ascaad2016_014g6, 3c4d, 9d3e, 6ed5, c6d7, 1b00, ecaade2016_225l60, 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ijac201513101e1, a769, 45f9, 4825, faec, 89c6, c952, 3eb3, 6310, 788f, 3b26, d005, ecaade2013r_012p7, 8313, ef0b, 4a8e, f332, 047a, 7c6b, caadria2015_126v20, sigradi2016_655e, 5926, 40ac, 9e62, a7fe, 5682, sigradi2015_10.378d23, 8c19, 0399, 1aa9, 5ec1, acadia16_344o21, ecaade2016_213t54, f6ea, 9f9e, d551, sigradi2014_345b9, f0e2, ae31, 5acb, 819b, 7336, 28c4, 98ed, sigradi2016_369b, 1679, b21c, 6966, 229e, d1b1, ijac201412402d5, ecaade2016_224a60, 3d79, 1e3b, 5344, 6dbe, 5452, b6ef, acadia14projects_699d, 2122, cae6, 420e, ecaade2015_48d8, ab16, 3781, ecaade2015_61r12, 8977, 47f0, acadia14_473au, ecaade2014_157m38, 14c5, 4741, ec2f, bb83, e07c, 6094, 6be1, fa2c, 0bf8, 71f3, sigradi2013_96, 8c0d, bd2c, 8562, 569d, acadia15_263f11, 6218, 6c22, 0ae6, 7627, ecaade2015_171i36, 8815, 28fe, 02a0, 4f8b, 7403, bd78, e3b0, 9807, 4b6d, cd3c, 3167, 1cd2, 0681, 34f9, 03ee, 5094, c8a5, ecaade2014_163k40, c630, 79c1, caadria2015_130z21, 3f70, 5f57, efcc, 7a7c, d971, sigradi2015_8.328j15, 0703, 1380, 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caadria2017_027v9, ecaade2015_33e6, caadria2016_579s24, d25d, acadia14_389ay, caadria2016_373h16, 630a, caadria2017_021b8, sigradi2015_3.190o3, acadia15_223i9, ijac201412307i3, ca4b, bf5c, 1719, 7a79, deee, 302d, 152d, ecaade2016_007d2, 13a2, 8d80, fa48, 9266, abda, ecaade2015_246b56, d45f, b38e, 53ff, a927, 9f57, 3104, ijac201614303z2, acadia16_342e20, 9629, ecaade2016_013n3, 1a81, 554f, e57b, d1de, ecaade2015_155z32, 11be, 4ca6, b3d0, ecaade2015_79j15, ffe1, 8be2, 3e76, sigradi2013_268f, 3720, 6eaf, bbe5, sigradi2015_9.141a16, 1341, b329, 95d2, 0edc, 00cf, 7491, sigradi2015_8.289f15, 1855, 076f, caadria2017_003v1, caadria2015_139b23, 8309, 5ff5, 92e2, 0c46, caadria2017_021k8, 5f0e, 524a, ascaad2014_019k2, 3bec, 2ab2, 16e3, 9052, 56fc, 2e4b, acadia14_247h, 3990, 7f43, 216d, d072, c977, ecaade2016_023u6, 0578, 6682, ecaade2014_163x39, 931d, 04ba, e88a, caadria2017_155s39, 15ec, 3c02, 54b8, 6ebb, dfd3, caadria2016_085j4, 9561, d846, 9472, bd15, 92ae, ecaade2016_040s10, sigradi2015_6.183n8, 1599, 9699, ef07, 19c4, 930d, f9ec, 257e, d252, 56a0, b52b, a571, 387b, f98f, 3288, 2cb2, 56bd, 36fe, 2c1e, 7ad5, 297f, c9e4, e8a4, 6f15, 2628, ascaad2016_028u11, 5300, 8da4, ecaade2016_048y13, 5498, ecaade2014_188m48, 3047, 25ac, 1c6d, 7eaf, ecaade2016_144h40, a16a, 27b4, 80c7, 2ace, f3a7, d42e, 0216, b60f, ecaade2014_113d27, 3807, acadia14_375j, 499c, 4b1a, d5be, a3a2, f621, e1a8, 17fc, f5c8, f800, 8eea, fe68, 8234, 18e3, acadia15_333v13, e829, 6c67, da3e, 89a8, 4101, cb3d, a481, caadria2017_070t22, 0c2f, 5baa, ec35, sigradi2014_151p3, f99b, 4b0a, 10ae, caadria2015_086j13, 8f55, 2e47, 47f3, 4b6b, beb9, acadia14_101al, 5b8b, 514d, a441, 2fab, 5194, d377, ecaade2016_071w19, caadria2016_095s4, acadia14_517n, e022, ecaade2015_53m9, 2235, 7845, 27c4, ecaade2014_038n9, 96b6, sigradi2016_641hh, ecaade2016_023s6, 25b8, ijac201513105z4, sigradi2015_7.146a10, 9d02, 685d, 435c, ecaade2016_126u34, ecaade2016_111t30, ecaade2014_153t37, 84d4, caadria2015_064s7, acadia14projects_619ag, sigradi2016_515m, ascaad2014_014k7, f70b, c338, 2aa9, 70bb, dcc8, 8d39, 92cd, ecaade2016_234w62, 8c79, 0744, ecaade2016_167a48, 1e8a, ecaade2016_113e31, ecaade2015_306j67, 5720, acadia14_627an, 8882, 4bb0, 7812, 4bb5, 81af, e525, de89, e921, f056, f2f3, ijac201513303v10, acadia14_539aw, ecaade2014_024r7, 9f41, 9569, cd03, ascaad2014_034m1, b99d, acadia14_507ae, 6fcb, a365, caadria2015_086m13, b89f, 8a05, 2a9e, 9c33, ecaade2015_138w27, 797b, c562, 2c9c, 40cd, ce97, ecaade2014_186g47, 16fd, 7593, 7fb0, 44a7, c817, sigradi2016_400h, c8bb, 8ea9, sigradi2014_307o5, 2aeb, 4d67, 8933, 5c18, acadia14projects_147am, 835f, ecaade2015_284v61, f0f3, 8e52, ijac201614104i4, sigradi2014_085h8, 1a73, 4cc9, d92a, f8d2, e2ae, 5c07, acadia15_137d5, 8320, 46f5, 4454, e4f9, 436d, 0e78, c8ef, acadia14_145l, 7f06, ecaade2015_138j27, 86b3, e22c, 8878, e00d, fd68, 697b, caadria2017_142u36, acadia15_284x11, acadia15_185e7, 58c7, aca2, 1c4d, f897, cd25, 1220, 8400, 28bc, c295, fd06, f38e, 5272, cb50, f91d, 4fdf, acadia14projects_111l, 8a8d, d1cc, b1ed, e6b9, 1e28, 5178, ecaade2014_218z55, ecaade2015_59x10, 786d, d3e5, d1f8, dc56, 34ad, d729, 23d7, ed54, e8cd, acadia14projects_347au, 3ed7, 97ac, ascaad2016_010t4, ecaade2014_052p12, 43f7, 346c, 7033, f922, f087, 45d1, 0caf, 6223, sigradi2013_183c, 4297, 9098, 3055, 5626, ijac201614208l14, a4d5, sigradi2013_280r, ae69, 5362, 6145, 98a0, 0026, 142d, bbf9, 4f8d, c495, ecaade2014_186b48, 79eb, 9955, dd52, caadria2016_177k8, 72e9, ef48, c5e5, 1740, ec09, 5765, 959a, ccaf, 51ed, 79ae, sigradi2013_386b, 65d8, d877, bd74, sigradi2016_686ss, 020e, 62a5, fce7, 74c5, dd2d, ecaade2015_199x42, 807c, e549, 0662, acadia15_357n15, 96ac, ecaade2015_152s31, 5b86, b313, a068, b954, 4813, 2d8b, ecaade2015_314m68, b787, 2edf, 573b, ae87, ed9a, cf14, 1813, 1ba2, caadria2017_009m4, a254, d90c, d8ed, 15f3, ijac201412204i3, a5cb, 91ae, 6ecb, 5ea5, 96dc, 1a71, 49c6, 07d5, a92e, 1446, da75, 26cc, 26f5, f5a3, 6243, sigradi2016_381v, 3309, 8627, 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