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 caadria2008_23_session3a_185
authors Merrick, Kathryn; Mary Lou Maher, Rob Saunders
year 2008
title Achieving adaptable behaviour in intelligent rooms using curious supervised learning agents
source CAADRIA 2008 [Proceedings of the 13th International Conference on Computer Aided Architectural Design Research in Asia] Chiang Mai (Thailand) 9-12 April 2008, pp. 185-192
summary Multiple devices, both hardware and software, may come and go at any time in a given room. Software controlling the behaviour of these devices must be able to adapt to encompass new devices or the removal of existing devices. This paper presents a model for curious, supervised learning agents that address the issue of adaptability at a behavioural level in an intelligent room. Curious, supervised learning agents comprise a curiosity module and a supervised learning algorithm. The curiosity module identifies interesting devices on which to focus the agentís learning. The supervised learning component realises behaviours by observing, modelling and mimicking human actions. Our framework is demonstrated in a virtual meeting room in Second Life. We show that the curious learning agent can adapt its behaviour to identify new learning goals in response to new devices and activities.†
keywords Curiosity, Supervised learning, Agent, Intelligent room
series CAADRIA
email {kathryn, mary, rob}@arch.usyd.edu.au
full text file.pdf (130,109 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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sigradi2015_8.264k14, 4229, e79f, 39c0, cd6a, 59e8, 7a85, 872b, c6dc, 6b20, 7be2, 20d9, dbdb, 8ce2, sigradi2016_647nn, 3e11, 61ec, d3d5, 3c3c, 6fcb, 192c, 6918, 3207, 67cd, 2c69, ecaade2015_138d28, 22ef, bafa, caadria2015_067m8, 1b58, b47c, bcf4, b018, 2dcb, 94f2, ecaade2015_101d20, e279, ecaade2014_204a53, ee2c, 579f, a6aa, 89cb, 8151, df8a, 1d4e, acadia14_531y, ecaade2014_143u32, 6d89, 3bd0, f513, sigradi2013_326e, caadria2015_226u34, ecaade2016_208x53, 65a6, 3ad4, sigradi2016_560bb, c332, d08f, acadia15_469i20, 08e3, 5079, bee1, e02d, 1888, b9eb, 02b4, bdd9, 88dc, af69, da39, 49fb, cf90, ad05, 6fe7, 1086, c7b1, fef2, 52f5, 728c, b745, 6a43, acadia15_343t14, ecaade2014_140d32, sigradi2013_62t, ascaad2016_011g5, e67c, 1745, 6ca6, 8b89, 7163, 608a, ecaade2014_224v56, 6b60, 7e2a, 4e93, 0c41, acadia14projects_237as, 1bce, sigradi2016_430p, 85c7, 3925, ecaade2015_207j46, 26af, 4ec4, 6d0a, ecaade2016_158e43, 9fee, 2f6c, 624b, ijac201614102p2, 7cf4, dcf8, acadia16_88d6, b5d8, 9e1f, 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ecaade2016_198t52, ecaade2015_138s27, 74b7, 95d3, 595c, ec39, 34ee, sigradi2014_049j5, 56c8, f339, 7c82, b37d, sigradi2016_490gg, fcb6, 81f4, ascaad2016_028d11, 2c64, caadria2016_851h36, c05e, c571, 414a, a3c0, caadria2015_213j33, e462, 81fd, sigradi2015_sp_2.112o29, a389, ijac201614207d12, 1faa, ecaade2015_53v9, 462c, 88ca, c7f5, 7b72, 33e0, 64a5, 8a6a, ed8f, 8925, 2fb7, ecaade2014_100h23, a0e4, 3f87, 1298, 59bc, caadria2017_096k26, 7093, 3cc5, 0042, 810b, 2c14, 3af1, a84d, d2f0, 0674, sigradi2013_41g, ded1, sigradi2014_041c3, be0b, 9901, ascaad2014_029t8, caadria2015_049z5, b293, acadia14projects_43x, 0bd0, 1647, 9e67, acadia15_395a17, 4392, beec, d744, 7876, b9f4, e4df, sigradi2013_337, 13b0, d57d, 948f, 40a8, bf29, acadia14projects_565ae, c17b, b801, acadia16_414a25, f5ee, 298d, 7084, 44ff, 9d6f, a713, caadria2017_149f39, 1bc7, a3d2, 4328, sigradi2015_13.316c29, 7020, 2604, e9f9, 1568, afe6, 7d77, ijac201614302r1, 3929, ecaade2015_21n3, ijac201513205x7, sigradi2013_243b, 5b88, 20a1, 2963, c0df, 7493, 4d13, e154, ecaade2016_119y32, 9d82, 62a3, ijac201513203n7, 9791, caadria2017_122r31, c724, af36, 101a, ascaad2016_003t1, f108, 69df, ijac201513201d6, 59db, f5a5, 9948, caadria2015_077a11, 6898, 7a1e, 66df, ecaade2014_014e3, 629d, e346, 87b4, f73f, eb1f, a505, 336c, 1036, caadria2017_185a45, acadia14_43x, 3e18, 2546, 2760, 2c6f, df65, sigradi2016_515f, 5daf, 22c8, 29c9, f087, acadia15_251j10, ecaade2016_242l64, e5af, sigradi2013_30a, 17d3, sigradi2014_114k9, 84a4, 80af, c06c, ijac201614102o1, 63cf, ecaade2016_047o13, ecaade2016_175k49, 0726, 04a0, 924e, edd1, 593d, aff4, ijac201614407t4, fbef, ecaade2015_241l55, 37e7, ac78, faed, 3b20, 1c47, 1d0a, ecaade2014_180b45, 3357, 2a4f, acadia16_130u9, b345, 3e4d, a875, 1cb9, ee30, c938, 7005, ecaade2016_113d31, f52a, a399, 90bb, 5fcf, 0bb8, 9d16, c4d2, 974b, 1bdd, caadria2017_058p20, 74b6, 2693, 8422, 9aa2, 9859, a68f, a071, de60, 42ed, bf74, 3f15, abdd, ca06, f5e6, 9bc3, cdf5, f7a7, adc8, 9823, 1230, 624a, ecaade2014_072k17, sigradi2013_244h, e65a, c536, 3abe, 1b5c, 29e2, acadia16_332y19, de2f, sigradi2016_807jj, sigradi2015_10.309w21, bb2f, acadia14projects_609au, f0f2, 8a90, ijac201614201g6, bd4d, 177f, c053, 1063, 1bf5, 70d6, 6aa7, 7755, 0c32, ecaade2016_043y11, acadia14_445ak, 4f73, ecaade2014_208e54, 91cf, ecaade2015_287g63, acadia14_671o, caadria2016_601h25, bfee, 5aea, 091c, 93ee, 81bd, acadia14_671y, 1582, 1bb7, 65b8, ascaad2016_039r15, acadia16_72c5, a236, 3268, 46bd, 79eb, acadia14_627aw, bedd, 766e, 6b3e, b16f, fed5, 778d, 1425, 5c9c, accb, 86f4, ecaade2015_269s59, 3e5a, d720, ijac201412201d1, b806, 70f7, 6ed4, 41fa, 7be3, 8106, 03d7, acadia16_12t1, ff84, 0baf, 3c72, 69d0, 9c0e, d368, sigradi2013_386b, 8f60, sigradi2016_571zz, caadria2016_445b19, 06be, acadia14_199ac, 4c86, 9b90, ecaade2016_198u52, ecaade2015_84b17, sigradi2014_074n6, 0407, a3b0, 443c, 5587, 7362, 63b2, fc6f, e848, 0e4f, 9049, c813, d26c, 366e, a01a, 760f, 06cf, e6c3, d653, ecaade2014_086v20, 0965, ec6a, 2d4a, 18eb, 6bf5, 7633, 4e19, 9d05, caadria2016_819z34, 5f2a, f79e, a3b8, 9f6f, 4479, 89cc, 0219, acadia15_323i13, adbf, ac9a, f83f, 943a, 9a0c, e84f, aa99, ae88, caadria2017_096l26, 13bc, 3fa5, ca05, a29a, 679a, ecaade2016_129z35, 529e, ecaade2014_180k45, efaa, 01c7, 251d, caadria2015_073p10, caadria2016_819n34, c75b, a4db, df5a, sigradi2014_085f8, 5be3, b68c, 4bd2, 2dca, sigradi2015_11.8s23, ecaade2014_204f53, 007d, 755b, b774, ee6c, d97d, b629, 0d09, sigradi2015_sp_8.326s30, 7ee7, f013, ascaad2014_022p4, caadria2017_041a13, 6473, 1117, 5ffb, a1e8, c1c1, 732e, 4e12, f066, 7761, 8ed5, 3bc5, 626b, 3d57, abc2, 7846, 04d0, 7bbb, 86ca, ecaade2016_106k29, a0d1, 4390, f9bb, a903, bb37, 3f41, 7f66, c148, 6f6e, e92d, c97f, e0c9, aefb, 8a24, sigradi2014_075f7, ddd7, a9ef, 4589, 8907, 31da, bb11, ijac201513105w4, c261, sigradi2014_099v8, aa86, 07e4, sigradi2016_732k, b962, 5b10, b812, cc0b, caadria2015_081j12, 2448, caadria2016_167i7, dc8a, a79c, 642d, 8c85, 1962, c176, ac13, sigradi2015_3.201r3, 27cc, 8bf9, b4cd, 977b, 649a, 8e57, d30a, ecaade2015_248v56, 391f, 87fd, 433f, 1da9, 427b, 2dba, 444b, 7d9f, sigradi2013_343b, 63af, e8aa, 0a59, e2f9, c273, 747f, dc49, 5934, fa2a, acadia14_53u, 6e39, dfb8, c4d1, sigradi2014_284g4, fbd2, 05a8, 1b42, 613f, caadria2017_174m42, bbc5, b5ae, ecaade2016_067h17, ijac201513101r1, ecaade2014_046v11, d3a2, da69, 52e4, b7ef, 5883, d7f4, caadria2017_041h13, fee7, sigradi2013_289l, 6da1, 3ec9, 36aa, d385, sigradi2014_314s6, 1017, ijac201614102c3, ijac201412206y4, 5719, d593, ec46, ecaade2013r_019l10, ed25, acadia16_260f16, sigradi2013_429h, acadia14_479n, f59c, caadria2017_129e35, sigradi2015_10.307k21, acadia16_72g5, sigradi2015_2.162r1, 6ad9, f642, 69e6, af92, acadia15_357p15, 8686, 4899, 3ec3, 4992, sigradi2016_690b, e870, b5af, a54b, 6698, 3aa1, 82e6, 1bfb, 2283, da14, 54f9, 277e, ecaade2015_173h37, 66ed, 3254, sigradi2016_602yy, b6d4, 9e7f, 7612, d71e, e743, 2c8a, 0bdc, d6cb, ecaade2014_192j49, 6ac6, 9c58, b9b3, c85d, 836b, sigradi2014_132k1, 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ac64, 5a9d, acadia14_473af, ecaade2015_205w44, 9c38, 3a04, 55f5, ijac201412303n8, dc82, ecaade2014_192x48, a1b5, 30cb, ecaade2015_180d39, a78b, f232, 4a56, ecaade2014_149k34, ascaad2014_022e4, f119, e389, 18f3, fcfa, a8a0, b03a, ecaade2015_18c3, b260, 8a51, 4873, 5924, 3934, 8d5d, f153, c4f8, 8f19, 8079, sigradi2015_8.189o13, bcdb, 31ff, 8404, aa64, ca5a, ffd4, 175b, 818b, 5610, bfc9, f098, 8b58, 8c72, 4817, 022d, 09ad, 5508, 4465, ijac201614201j7, 03f4, 12c7, ecaade2016_166n47, dc46, ecaade2015_138j27, ecaade2013r_003h3, d2d0, e301, 31e8, e2a1, c0ee, 9619, c2a5, 0a20, ijac201412204j3, 4c53, ecaade2015_155g32, 3e19, fdd8, 2606, 605f, 6ec0, 0b3d, caadria2017_055m18, c58c, 5feb, a251, 4af7, e21d, b860, 0b44, be88, caadria2016_301j13, ef85, 75f4, 6d15, 8007, 9dc8, ecaade2014_218o55, e508, 5389, d61d, ecaade2014_192d49, 571b, 83b4, ascaad2016_044x17, f05c, f619, 37ec, de66, 6a68, f094, d1f1, acadia14projects_365ag, 72e3, sigradi2016_815dd, d01b, bd31, ba95, f78d, ebfb, 41c9, acadia16_98e7, 602f, 52fd, 695e, ebd0, e240, 9def, 08e5, 75fd, 7191, sigradi2014_128e1, ecaade2016_167r47, 5a70, c49b, 130a, acadia14_671v, be20, ecaade2016_mrtn66, 61dd, ijac201614201y5, 3df2, ijac201614203t8, 8fdb, e1da, ijac201513303e11, f596, acadia16_280b18, 4ecc, ijac201412305g2, 313b, f51d, ecaade2015_48c8, 0f2c, b93c, 246a, d7dd, eda5, 0ec5, 20cb, dfe9, 04a6, caadria2016_135d6, caadria2015_206x29, b1c4, 8e69, ecaade2015_178i38, 5c42, 4024, ascaad2016_011f5, f2e1, fc41, caadria2017_003y1, e210, cd12, ecaade2014_111g25, 34ca, bdc6, 33c4, caadria2017_016h6, c3c1, 0b61, 7c55, 68d3, ecaade2014_139e31, 81dc, 14cb, db82, a418, afc2, c167, e6af, b67a, 97fa, 2a37, 22d1, sigradi2015_3.111d3, 0550, f630, 933f, e3e6, 63a3, ascaad2014_015v8, 8a47, f9d6, 44dc, ecaade2015_170h35, 0bcc, 47b9, 679d, 16d1, ijac201513203z6, 6a4d, 9a29, ef2d, a182, ecaade2015_114v21, fcba, bdc2, ecaade2015_17f2, e28e, 57af, dff7, d0f6, ed1b, 4438, ece4, 650b, d288, acadia16_78u5, ef3b, c8bf, sigradi2014_178j5, acadia14projects_281ad, 6a18, d0d9, 01d7, 4de4, 273c, f1b1, 76d2, 1653, b495, ca07, 0e17, 43df, 7f38, 8f1c, acadia14_661j, dd03, a5c8, ec51, b106, 5f79, 5c06, 0afc, acadia15_395e17, 45e2, 9b74, c51e, d4fd, cd0b, sigradi2013_400s, fe77, acadia14projects_229i, caadria2015_237v35, 664a, 9ec0, 3c0e, 1371, 7bc7, 3bf8, b653, ijac201513105t4, 5026, a49e, 0fb0, 7552, acadia14projects_555g, 3271, acadia14projects_375c, 2243, 1f02, e52a, 3e0e, aca6, c44e, a029, 6f9e, a0c5, ecaade2016_042n11, 4597, a6c6, 4986, caadria2016_549t23, 7920, a29f, aca2, ijac201412205a4, 8ef5, aa51, 5a1d, ijac201614102z1, f7e3, 14d8, acadia14projects_79w, 5629, b97b, 78c7, sigradi2013_183a, 4512, caadria2017_183w43, 245f, ab10, 7611, d25f, c0ce, dc76, be11, 7cf2, 148e, bd29, b6fb, 882c, 7298, 36ac, e705, e4b9, 943d, ijac201412402t4, 2249, e9ff, caadria2017_115l30, 567e, caadria2016_539g23, 4f3f, 950b, caadria2016_777y32, 7a10, 11a9, cccc, e383, a91b, acadia16_308s18, 7bc4, b778, ecaade2015_94e19, 8313, ae98, 1e03, 8e88, 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8afd, 5f6b, d715, 5c8d, 658c, 6c5d, caadria2017_046s14, edb5, cab2, a760, acadia16_342e20, d9bc, 35b9, e9cd, 761a, 291c, 7ca4, 6945, 0996, 306d, efba, 1bc0, b8c6, sigradi2016_407t, b08b, cfca, 0f63, 83dd, a522, 9e27, sigradi2016_627f, 11fc, ascaad2014_028m7, ba36, 5048, ascaad2014_032m9, f9c7, 0c9d, d1d6, 2d64, caadria2016_013k2, d7de, sigradi2015_10.267o20, 9e52, a4a1, f2c1, 0b6f, c227, 3458, 162e, ca81, 2b37, 9825, sigradi2016_558p, 3435, caadria2017_110h29, f976, sigradi2016_448gg, f0f0, 18c6, 9266, ecaade2014_226g59, b799, f802, 8b22, b085, e94d, 6fc0, ecaade2016_063n15, 8c37, 3fa8, fd1d, 2e11, 6e86, 7ccb, f799, 5ebe, da2d, 3437, 3f14, ce09, fa71, caadria2015_078m11, 3116, 7217, 372a, 9807, ba80, 201e, 297f, sigradi2015_3.190n3, 9c85, ecaade2015_28z5, badb, e7c5, 0760, 67c3, 079f, b766, 250a, 3955, caadria2015_060o6, b168, 15fc, 6236, d1ab, bc64, acadia15_333r13, 38b2, 2310, ff5e, ascaad2016_056j22, 450d, 3537, 1255, d7c8, 6210, 4ae6, 0fd6, acadia14projects_63as, 4f7e, fafd, d70e, ecaade2016_238n63, 3562, 3aa8, b5e5, 6204, f711, a4e4, b858, 69e2, ec71, 5438, d000, 04ab, dfeb, d36c, 17de, 17f5, 1dcf, 9809, acadia14projects_145r, cd3f, 5874, acadia14_101m, 3338, caadria2017_057t19, 2bc6, 911f, 003e, d89f, eb38, 1d96, 4fc5, caadria2015_072m9, 63c4, 8dad, ee3d, caadria2015_139w22, caadria2016_871l37, 3128, 97bf, 1418, 84b8, 3eab, cf22, acadia16_12m1, 11f0, ijac201513206s9, 7019, b6d5, 07b0, 0e6f, d6b1, e654, ecaade2015_130c26, d5ed, 3f96, a65b, 43a3, f473, ascaad2014_037j2, d04f, ijac201513206x8, caadria2015_073b10, f4cc, c817, 3951, c71e, 92a8, ijac201412301c6, 4436, f3fc, 1224, 99db, ascaad2016_028k11, 55f6, eb46, sigradi2014_345i8, caadria2017_132v35, 3533, 57fe, ecaade2014_111j25, 6403, 4a59, 40c3, 1765, d94a, ecaade2015_169a35, acadia14_317w, 4904, b377, ce51, acadia16_196e13, caadria2017_142k37, 4799, 253f, caadria2017_094a26, sigradi2013_234, bf61, 0ed2, ee08, 221f, abed, 35a3, 0f1b, cc45, ecaade2014_153r36, 3f10, 4016, 2bc3, f648, 163b, 75b7, 37c2, ab28, 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ecaade2016_144d40, 7d3a, 981d, b2fc, 3710, 523e, 9f3e, 7457, 965f, 9cf3, ecaade2015_109z20, 4664, 10f7, c478, 5c34, 4b2b, 9099, ecaade2016_158h43, sigradi2014_047m4, eb14, 8321, 9f7c, 3838, 7e8b, 6080, d7ad, 853d, caadria2017_003w1, 7381, 1108, d0cd, 4251, 8e4f, 6d22, 0a91, fee8, 01e7, 323e, 5504, 43e4, 3cce, 1b3a, 6f4d, 0e07, 4bfd, ca27, caadria2016_291o12, a41d, caadria2016_343p15, a0ab, 8cfd, 5670, e386, 2069, sigradi2014_103a9, 672e, 45df, 1627, 0edc, 6e33, 8e9d, 3bfa, aaa4, ecaade2016_108z29, acadia15_284r11, 6c07, caadria2017_047j15, 489f, b74e, e918, 0e03, 3913, 0934, 1aa2, 28ea, 7546, 9a17, ecaade2016_033f9, 6c4d, f4c9, dae5, 8e11, caadria2016_725h31, 34e3, 67c4, 007a, faee, 90a6, 2033, sigradi2016_455c, 97c5, 753c, d36e, da44, 8cab, 3872, 97d4, 6948, ecaade2015_25j5, 02fb, a7f4, bcb3, acadia16_298k18, 0ab7, 035b, ac41, 0b9c, a2f7, 847b, caadria2015_033c5, 2a2f, 15b8, b8b1, a3b2, 2550, bcb9, e2f6, sigradi2015_8.41x10, aa72, sigradi2016_568oo, 6489, ecaade2015_180v38, ecaade2014_057n14, df4c, 974d, acadia14projects_33ag, 8bbb, e2c1, d7ce, 885e, c74c, d425, acadia14projects_497u, ijac201412403f6, 98a4, 90a7, 7e0d, c719, 10c6, bf93, 941f, b285, e52f, acadia15_195c8, d85a, caadria2016_415y17, 59eb, 1121, e991, 72, 3618, fc56, ab45, e9a9, c281, ascaad2014_010r5, bde4, 2c54, ea39, 93f6, 6ff5, b6f4, 69f6, fc66, 0cdb, 15ad, 6102, ascaad2016_043e17, f019, f9a2, 9574, b299, 88d5, c196, 7a8b, acadia16_174g12, 6c9c, caadria2016_187a9, 219e, 0999, 626a, feff, 133c, 4797, c186, 9231, c486, d480, a92b, 2cb9, sigradi2015_3.201u3, 25f4, sigradi2013_337h, fa15, ecaade2015_215o47, acadia14_699g, cc26, b149, 62b4, 11b2, 3d2a, 0bf8, 2cd5, f928, 4b76, c49a, ijac201513205h8, cfd3, 206e, 9272, 4d9a, caadria2015_030f4, e066, f798, 1ac3, 7508, 0d6a, 3643, ecaade2016_071l19, 7e67, 6359, 44f3, 3a8e, 3be5, 54b1, 533a, a664, 101d, 39f8, 3316, sigradi2013_271m, 3a35, 4923, 4e86, sigradi2016_530gg, 8623, 9f41, c393, ed57, 2d14, 51dc, 5a2b, e07a, 268b, b02c, 9785, 7dd9, 417e, 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2bae, 8eed, caadria2016_809c34, caadria2016_487h20, 75a1, 0e8a, d4cb, 01c8, 6c2b, 3fbc, a076, b8e6, ecaade2015_241a55, 574f, ecaade2016_223w58, caadria2016_839p35, 9f0b, 5265, caadria2017_035u11, 1556, 59b6, 218c, b6c4, acadia14projects_131ap, f389, ecaade2015_253t57, 240d, ecaade2016_023n6, 7930, 07b5, 5ea3, 26d2, b625, bf1c, 7b73, 93b2, sigradi2013_42o, 5724, acadia14projects_365an, 05bd, acadia14projects_219av, 412c, a8ff, 7b2f, 8a1f, 9c6a, 6fde, a11e, ecaade2015_64j13, caadria2016_003b1, a766, ca55, c8d0, 0fe2, 34e0, e9dc, eded, cb47, ijac201412301y5, 039b, 59b8, 8dc5, e304, cc5c, ijac201412403b6, 4ebb, 6f0f, 7d41, 3aa2, 0c94, 0c1b, 0cae, 2f4e, 3d11, ijac201513102w1, 3f5a, 96d7, 69d1, 9a3d, 3843, ecaade2015_37i7, aba6, ac7e, 4478, b331, abb9, 2745, sigradi2013_275g, ecaade2014_168a42, acadia14_63aw, caadria2017_185p44, ecaade2015_73w13, acadia14projects_291g, ascaad2016_045m18, 1d8e, ecaade2016_225l60, 1e79, ijac201614208w12, 1280, acadia15_263f11, f3a5, 9864, 4b43, 966b, 01bb, 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ecaade2016_126o34, 6ad0, 79ac, 2992, 235b, 9d7d, f97c, sigradi2013_285c, 7556, 0b90, 188f, 26cc, 55dd, b98f, 2348, f2a2, c473, 1377, 37b0, 886f, c320, f138, dd7d, c754, ac06, 4c83, 1ca6, 791d, 1309, c8ae, acadia14_463c, 92db, ab32, aad2, f26b, acadia14projects_389aw, e08e, caadria2015_218y33, 83b5, 534d, 9b7b, 7d18, 792d, 3982, c37a, ecaade2014_014c3, sigradi2014_097n8, 64b1, a328, 7f3d, a8e8, acadia14_655ah, d074, b3ce, f85d, 43d3, a5dd, acadia16_270x16, 285b, 361d, bb13, 5961, 1348, a6b6, e951, ecaade2016_tkoe67, sigradi2015_6.329v8, 4102, f5e3, c9f8, e453, 5970, 543f, 79fa, b34d, 17d7, caadria2017_005f3, caadria2017_015h5, 6305, 9e87, 7496, 9609, ee93, a41e, 415c, b96c, sigradi2015_8.81a12, b994, 1e04, 4678, 4f81, edd7, sigradi2016_369b, 0e9b, 40ca, 280f, 3e3d, acadia16_470l27, 8625, 5a5a, 84e7, ecaade2016_140w39, a7b6, 2f7f, b253, caadria2016_683s29, 257c, 3067, c904, af29, caadria2017_124c33, 999f, 0067, 8d0b, caadria2017_104y27, 8db6, 049f, aad5, acadia14_531r, 703d, 21dc, d578, 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766b, 3f18, 015a, acadia14_375ay, b075, 6508, c9c3, 6fe1, a184, 27c1, 2dd4, 1159, 65d1, c5d4, ascaad2014_012b6, 3987, 2f97, d5d3, 1904, e5e4, 891f, caadria2015_218o33, aaf6, 43c8, 9131, 3914, ijac201412307g3, ijac201614306b4, ijac201412405s8, c55d, 974a, 1943, 2041, 011c, e239, ecaade2014_208b54, 9743, sigradi2014_018j1, ee34, f00a, acadia14_435ap, 15d9, 8b34, 9ce3, sigradi2013_112, c212, d1b2, 404d, 617e, 9d18, afad, c34b, 3fd1, fdbf, caadria2016_539y22, ecaade2014_192y48, ijac201513202g6, 8808, cbf3, 8d25, 5c87, f90d, e6d3, e047, ecaade2015_118w23, 6c68, ef2f, 58a5, fd69, e53e, f3c7, acadia14_153av, caadria2015_102b16, 3662, 5f17, 1954, 5853, 36c3, ijac201412303m8, 2f08, 8da3, 6396, ecaade2015_110f21, a1fe, 07c9, 9caf, c036, 8bdc, 7b10, 9d59, 031d, 79d9, d1de, 9b76, a1f5, sigradi2014_137l2, acadia14_63w, 9be9, e18a, 5be5, sigradi2013_407i, 27d6, 44b4, d244, 2c3d, caadria2015_012i2, f840, 2093, f7ee, 141b, f7c8, 5cbd, de9e, e8af, a27d, ecaade2013r_019j10, ijac201614207o11, 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71ef, 8283, 2543, ce3e, f787, 4ce4, e3a2, sigradi2016_407s, f00f, sigradi2014_048v4, 1bc5, be4d, 8e14, ecaade2016_185e50, caadria2016_033z2, 9fb5, 5948, d313, 0662, e1d8, dde6, acadia14_479m, 6a19, 1f18, 5d8a, 43d4, dc0b, 2748, c84e, d7a3, f146, 973a, f99c, f101, ecaade2014_214x54, ascaad2014_014g7, caadria2015_032y4, 2487, acadia16_88w6, e328, af38, a18e, 849f, fd10, 95e1, d1c0, b780, 0c48, 3ec4, ccdf, ecd7, 1d60, 8a30, 7a1a, 9bc6, acadia14projects_479ap, e982, ecaade2013r_020o10, 0a2f, 62e3, 4f21, caadria2015_070g9, 620f, 189c, e98b, 0680, 5911, 54d9, 2763, ijac201412303j8, ascaad2014_007f4, 411e, acadia14_167t, sigradi2014_197s6, ecaade2015_72x13, fbfb, ba10, f951, 0301, 0af0, c758, sigradi2014_197a7, 1193, e313, 66b0, 9763, caadria2015_030l4, caadria2017_115g30, b15e, 2293, add2, ecaade2015_233x52, c628, acadia15_149s5, ecaade2014_086u20, 8290, sigradi2015_6.42u7, c08c, 4d0d, de4b, 59c9, ea1f, 35c6, acadia14_101ah, 6c33, 05fa, eae5, ca0e, 94d0, b978, 8358, sigradi2015_10.377r22, 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