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

authors Leu, S.-S., Chen, C.-N. and Chang, S.-L.
year 2001
title Data mining for tunnel support stability: neural network approach
source Automation in Construction 10 (4) (2001) pp. 429-441
summary This paper presents a data mining approach to the prediction of tunnel support stability using artificial neural networks (ANN). The case data of a railway tunnel recently finished in Taiwan were used to establish the model. The main rock type was sedimentary rock. Rock mechanical and construction-related parameters with significant influences on support stability were filtered to train and test the ANN. Validation was also performed to show that the ANN outperformed the discriminant analysis and the multiple non-linear regression method in predicting tunnel support stability status.
series journal paper
more http://www.elsevier.com/locate/autcon
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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ecaade2017_240z, a247, 9c69, b473, 1498, 68e4, d6ff, 6193, e99d, ba32, b430, 5362, 7e1d, 6726, 5bd7, f396, cb8e, 8d17, d028, c198, 1162, 5100, 1dd9, 32fd, cea1, b28d, ijac201513203p7, 308c, 4f05, 7c95, 3ab6, 357c, aa68, ecaade2015_298k65, d17e, 8883, fc05, dff3, ddf5, 095d, d261, 1e5e, 0340, caadria2015_172y25, ef37, acadia14_63ap, 4a4b, 9ddd, 00d3, 3ea6, acadia16_432m25, 2619, caadria2015_023b4, acadia15_333e14, 257d, 0fff, 2b30, 7945, 031e, e343, 7ea7, a4e1, aea3, ecaade2017_149p, c7eb, b7b2, fd3b, 4cdb, 5992, 8e82, ba16, f54b, 2e31, ijac201614203c9, sigradi2013_64, d9b2, 0d29, caadria2017_030e11, 1c4d, c513, 7a84, da14, 6df0, 28e0, d7a9, 82f3, 5c04, 50de, caadria2017_145o38, ascaad2014_009g5, b852, 1048, 36cb, e330, 59c9, 4b6b, 91a2, 494d, f6ba, 95b1, sigradi2016_654vv, 9201, 6803, cfb0, ijac201614201y6, fa36, 2667, bd67, 3cf5, 37ba, 676c, 7036, 856f, 355e, 944e, eb24, 4fa1, 0577, ijac201614101e1, ecaade2017_291dd, b06e, 8378, ecaade2014_109s24, ecaade2017_079f, 7c3d, 5c12, 3707, 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526e, cae3, 2230, c814, 9b54, ascaad2014_014d7, f77c, d32f, 3b16, ecaade2013r_010y6, de34, 95d4, d579, 1189, c8f4, 949f, a644, 15b9, 09c2, 7f22, 879f, 0e92, b913, 39a5, ff9e, sigradi2016_777aa, fdf5, 0a4f, caadria2015_064m7, caadria2017_016g7, ijac201412201j1, 39ff, a843, ed1e, 4fff, adcd, ecaade2016_037v9, 7126, 9916, 1b23, acadia14projects_497aa, 20d8, sigradi2013_401g, cc19, 089f, 9669, sigradi2014_159g4, ff77, caadria2017_047i15, 1485, ecaade2015_94k19, a49c, ba29, 63f3, a486, 08ea, e86d, ecaade2016_185c50, acadia14_661l, 6d74, 0422, 24d7, acadia16_124i9, 673f, 0017, c5d2, f2d5, 665e, 807c, 5480, 84c2, 3d69, a4a7, sigradi2016_724vv, acadia16_140m10, ab82, fd92, 7666, ff98, ecaade2015_72v13, 5380, caadria2017_105l28, d6e7, 7cc8, ecaade2017_009ee, c6b0, acadia14_463as, sigradi2013_271o, 1149, 324c, adea, 3417, ijac201614103j3, 417f, a875, 9f0a, 8e51, ecaade2015_86f17, 0573, 0d7a, 752b, ecaade2014_175r43, adb1, 5e0b, 9eda, ecaade2017_051x, sigradi2016_690b, c371, 29fb, ea71, caadria2017_136t36, 7e75, 8b29, 72ae, f3b0, 8958, b6c4, ecaade2017_265z, 636f, ecaade2017_023x, ca70, cbad, 39cc, 2793, bc45, acadia16_382v23, b2b8, c39c, cb75, 0c13, sigradi2014_109i9, 368d, 5f9b, acadia14_671m, 41d3, a464, ff92, 77b3, 1a94, aa47, b139, 939f, a6d4, 9e5f, dce7, ecaade2015_138p27, ecaade2016_072s20, 41ca, 2038, d407, d9f2, ecaade2016_166d47, 75bb, caadria2017_185a45, d9fa, caadria2017_185x44, 8665, ascaad2016_007u3, 05ec, 3213, 02b5, sigradi2016_517p, ecaade2015_172c37, d655, 5eb5, 3a82, 4a3e, e1e7, ijac201614302r1, 7010, sigradi2016_595mm, 39b9, ecaade2013r_003c3, f100, b4d8, 8d6c, 6fde, 1de4, b810, 6478, 8283, ecaade2017_026uu, 3594, f89c, 7af0, c1fd, cf5f, ecaade2015_286y62, caadria2016_507f21, a6f3, d5e5, eb37, 2da1, 1016, a5ea, bbb6, 4afd, caadria2015_210j32, ecaade2017_173yy, ecaade2014_173f43, 114d, e3fb, c79e, 30de, caadria2017_072z22, ba5d, ac38, 281e, acadia16_326t19, 1df9, 28b3, 0906, 232a, f234, cbdf, 1660, 17aa, 9d07, 50da, e1cc, 7389, eed8, 78de, caadria2016_457d19, acadia15_357o15, ijac201412304m1, f34a, 8424, 0a32, acadia14projects_79w, 3998, ffb6, fc9f, 367a, 1818, 3806, acadia14_117i, 982f, 512e, a419, acadia16_432o25, 7fdd, b9c2, ecaade2017_122uu, a0c3, 29f0, ascaad2014_024f5, 6909, dd2e, 40ca, aebe, sigradi2015_8.47d11, f9a6, 2b40, 6c6a, dc0b, fe58, db5f, 8fa3, caadria2016_611y25, ee99, 1467, aa79, c901, 8113, e477, c75f, caadria2016_861y36, 0a46, 02cf, ea00, ecaade2016_068a18, 5cde, a94e, 96fb, 1002, 8220, ecaade2014_151s35, dbad, a6ba, 9d69, e8ed, sigradi2016_385uu, 2bb4, 6ee3, 6049, 938a, ecaade2014_132k29, 076a, 87f7, 0471, 3485, ecaade2017_051w, 0b57, 7e13, 9af9, 7de1, f7e3, 04b1, d242, 8dc2, e1d0, ecaade2016_170z48, caadria2016_693c30, 1530, 56b4, 8e8b, 0ba6, efbd, ebc6, 2343, ecaade2017_072g, cd51, 7f4b, 6bf2, 9bcd, 71f0, ijac201412408n1, 6eac, 2767, 0588, a69a, ecaade2017_ws-archiedubb, bf67, ecaade2013r_009n6, ascaad2014_017w9, ed68, 424e, ijac201412405e9, c19a, 64ce, 0fae, e59a, ecaade2016_089a25, ecaade2017_215hh, d505, 81d9, ecaade2016_067z16, 5a19, 5b1f, 69ad, a88e, cff3, 2a34, 5791, caadria2015_087c14, caadria2015_070w8, sigradi2013_226z, eb26, 1874, c4ed, 8049, 82d7, 0c5b, ijac201513206t9, d8fb, c801, 4182, 08b7, 281d, ecaade2015_268x58, acadia16_352r21, 0f20, c84f, d371, 6c5c, 1cdf, caadria2015_188c28, 1493, caadria2017_016m6, 848a, b9fc, 1872, 64f9, f210, ecaade2015_17j2, 9978, 851b, acadia14_177w, caadria2015_078p11, c1d8, caadria2016_517a22, ecaade2017_203mm, sigradi2015_11.222p26, ecaade2014_239t61, f50b, 0f59, 6f99, ijac201412304r9, 3aa9, ecaade2017_101m, 1302, c237, caadria2017_122s31, cda5, 4a49, ijac201614101l1, 2486, 7505, f706, dc51, ecaade2017_143m, caadria2017_104z27, a079, 637c, ea9a, 8f70, ecaade2014_163a40, 6de0, acadia14_111o, 0df7, sigradi2016_779vv, d7af, 7415, acadia14_619z, ecaade2017_048oo, ecaade2015_171e36, de8d, e32f, ecaade2016_077y22, b3c5, bea0, 94ef, 504e, 5b64, f26a, 32a3, 36e3, 8bb1, 5b88, 7875, 99a8, 8848, b0e9, 7042, 8c5b, 8bbd, f8f1, 70d0, caadria2015_099r15, sigradi2016_625tt, afbf, 8222, 7766, 6457, 7164, 7cec, ab9e, 6525, caadria2016_797v33, 1c74, caadria2016_013u1, a8c4, eabe, 2748, 7723, 592b, sigradi2016_792n, 4961, 5e75, a7bf, a567, ecaade2014_036f9, ecaade2017_027qq, de9a, 2871, d006, 5692, acadia15_47m1, 0e1a, 5a87, ijac201614307m4, 4fc5, 52d5, 2515, e885, caadria2017_145s38, bd1d, 205a, sigradi2015_12.19b27, 3e91, 037d, e131, caadria2015_087y13, b95b, bc86, acadia14_199ap, 4735, ca7b, c82f, 66f2, e3b9, 231b, 85d0, ecaade2017_031uu, 2dad, acadia14projects_153h, ecaade2014_089u21, 2dc9, d264, 6d14, caadria2017_001c1, b1c9, acb0, 2d9e, d1d1, acadia15_95c3, de5c, ascaad2014_026w6, 1416, 71b3, ecaade2017_173uu, de6e, a301, 1609, dfd7, 3801, d29f, d72b, 98a1, 91ec, 8c48, caadria2016_497a21, 25ca, ecaade2014_100e23, 40b3, 12fc, e063, eded, 9434, 72b2, ecaade2017_265q, ecaade2017_041n, 8c24, ecaade2016_036t9, f31c, c741, ecaade2017_105ii, acadia15_371c16, f898, sigradi2015_13.316c29, ecaade2014_014d3, a9c3, 7e45, 94a2, c118, 8725, sigradi2014_140n2, acadia14_153ay, 869d, 5e7e, 93f9, 3cfe, 39b4, sigradi2013_189k, caadria2015_081w11, 46a5, bd9b, 8a6f, df82, 712c, ijac201412201m1, ecaade2017_108y, bc37, sigradi2016_803cc, 4a1f, sigradi2014_169s4, 1a6c, sigradi2014_339z7, 5ea1, sigradi2014_103x8, 768e, c358, 696b, 1c4e, be80, dbd1, b956, 8105, 85b6, ecaade2016_110f30, caadria2017_165n41, b03a, f03a, e2e3, a81c, fa15, 2b7c, 1c14, 5a22, 47f1, e3de, sigradi2015_10.378b23, 13a1, 661c, ijac201614102u1, bcef, 3fab, ef33, a751, ecaade2016_075i22, f8fc, 7c17, 3aa3, sigradi2016_364uu, 386c, acadia14projects_189al, acadia14_579aw, ecaade2014_041i10, caadria2016_611w25, 2b6e, 41df, 2cd6, 4acb, a512, a493, 3833, c4e2, ecaade2017_208l, df5b, ascaad2016_011h5, 0756, aa26, ascaad2014_012b6, acadia14_473at, 36b1, bfca, 899a, 2067, 3da7, 0960, bcb9, 4ede, ijac201412408b3, 5e32, 53a9, 406d, 5667, 9716, 6b42, f33c, a3ef, ijac201513101c1, acadia14projects_357ay, 5578, 1a23, b8f2, acadia15_263t10, d601, 0dfa, 72ac, caadria2017_062v20, 6ee1, 2bb1, sigradi2016_479ee, cceb, 052e, ecaade2016_033y8, 5cec, acadia14_63ax, 4a19, ecaade2017_149k, 21f4, 6e7e, 2fcb, 4a3a, 820b, ce4c, 51f6, 3ede, sigradi2014_041b3, 1eb2, 6b3e, 306d, acadia14projects_311x, 706a, 78da, ecaade2017_122b, 27d8, a3d7, cd18, f293, c156, 3f51, sigradi2015_10.377x22, ecaade2016_230u62, ecaade2014_014h3, 335e, c086, 9d84, f0f1, ec66, ecaade2016_164i46, 6e83, ecaade2017_105oo, 4b7b, 7b21, fa02, c27e, 19f8, 4f00, b2a6, b8f9, ba84, d76e, 11fa, 6ec3, b23c, 92b6, 2a6a, a44c, 59f3, 7407, sigradi2016_625d, 3758, ecaade2013r_003n3, ecaade2016_018h5, 6030, 107e, c6fd, ascaad2014_033d1, sigradi2014_276u2, 710e, d5a0, e37d, 4bbd, e5cd, 9542, 1854, 1ff5, e21d, 9c5d, a39c, 3079, 3117, 04fc, ad98, ecaade2016_140u39, 9d1d, ascaad2016_043p17, 3342, ijac201412402j4, acadia16_98r7, e591, ca26, 11f0, caadria2015_130j21, eee7, 7cf0, c2f9, b492, 7022, ae0c, acadia14_389a, def5, ijac201412304z9, 49b3, 1405, sigradi2016_448y, 7327, ecaade2016_128l35, ijac201614303n2, 32c0, a17c, c9a6, cabc, ascaad2014_007g4, 6509, 36ec, 6a26, 1841, 93af, 4212, 88bc, ac8a, c42b, sigradi2016_465l, 53ca, sigradi2016_690qq, 29c0, cec0, 4972, 6182, e4fd, 81ca, afa0, 5900, b6fc, 0d27, 9817, f002, ijac201513203f7, f0cb, ce21, 4ac2, ecaade2015_227d50, d657, ff5a, da82, a62b, b730, 76dd, 2d93, ecaade2015_194t40, b82e, 5e99, ecaade2017_192a, sigradi2016_357j, 3762, 66ab, 76ae, 1f95, 313d, 1d99, ecaade2014_023l6, 9567, 2f86, 4048, 446e, de72, ecaade2014_217j55, 51b5, 7e46, ecaade2017_230rr, 3ce6, 74b3, ijac201513104v3, 36ad, c74c, 95e9, 44fb, 6d29, 84f0, 8fcf, f8eb, ecaade2015_155s32, b460, 4b2b, 6504, b61c, 395f, d67a, e15c, a857, 34f3, 821a, 2f3a, 0948, 4475, a8cb, ecaade2016_142c40, 30d6, 7280, 4479, 2ab8, sigradi2015_3.111f3, 22f4, 5d6d, 6521, 7936, e58e, 885b, caadria2015_073e10, bcf7, 5c58, 4fdb, 8f34, ijac201614205h10, 16b2, acadia14projects_101ac, 0a94, sigradi2015_11.8s23, 52c2, a948, b076, ecaade2014_053o13, ebc4, bf6a, b1de, ecaade2017_097ii, acadia14_145ah, 3824, ascaad2014_025o6, ecaade2015_171n36, 8115, b388, ecaade2014_176d44, abfd, 31d5, 8aef, 2e2d, sigradi2013_429e, sigradi2016_625hh, 723b, 47e1, e9a9, f064, 4f35, 9c3d, c5e4, c593, ijac201614403b2, ijac201614403s2, 87c0, db3d, caadria2017_043c14, 9edb, ecaade2017_194t, f15c, ecaade2014_194m49, 8122, e681, sigradi2015_9.347l17, ecaade2015_53a9, 680e, 66bf, 8f77, 4fb9, f63f, d643, 9586, 1f13, 93b5, ae72, 4d0d, 5e48, 3ebe, sigradi2015_6.183i8, 9d37, 6a48, 3e40, d92f, 1fa2, 58f3, b055, a1ab, ea8d, 6ac5, c6f1, 1616, acadia14_549z, 19b3, 66ce, cc4e, ascaad2014_017s9, 3a3e, 5c48, 31f9, b0da, c9bb, a1ac, 6c3e, fce3, ecaade2015_285g62, 65dd, 8645, ascaad2016_039n15, e4d4, 3411, 7b2c, ecaade2016_073v20, e4f0, ascaad2016_011l5, 2bff, 5143, 4020, a19c, f1e5, 0e31, 2b38, bb88, 4df0, 830a, 0900, aad9, aee0, 790c, e2a0, b962, 5817, 5905, 5b66, a373, 7ded, 8d1b, c1b0, ijac201513303u10, df25, caadria2017_094z25, ijac201614201b7, 8c15, c78c, sigradi2016_674jj, 4335, ecaade2015_33c6, 67ef, 2227, cd4d, c5f7, ecaade2016_099m27, fa2d, d541, 8cb4, acadia15_232p9, sigradi2016_490jj, e5e9, sigradi2013_330b, 7f64, 25ce, ecaade2014_168v40, 024e, 032e, 0528, ecaade2017_021s, 9339, 76d6, a217, a653, caadria2016_579i24, sigradi2013_138u, 4d30, a7f6, 40a1, caadria2015_213z32, 80d8, 0699, a360, 43e6, ecaade2016_223f59, 7760, 63ec, f801, 766b, 4d15, d46c, c2a2, aaa6, a04e, 926d, f58e, 6b9c, 40be, 4cb0, 8f16, 0d2c, c4d4, 7eeb, 7710, acadia14_445aa, ecaade2017_143h, 0856, e6aa, 97dd, 0eac, 2089, 44ae, ecaade2015_13u1, 19cb, c9c4, 2aea, ac47, ecaade2016_077v22, caadria2016_539x22, ecaade2015_33i6, 7ee3, acadia14projects_435ag, 4451, d8c8, acf5, d644, e955, 4503, e1d4, 973d, caadria2015_194t28, fd75, a8bf, ecaade2017_033t, ecaade2014_057n14, ecaade2015_48k8, d707, c981, dd79, f8b4, 0c50, ecaade2017_257yy, ecaade2017_067y, 2bd2, 8350, 9444, ecaade2017_042q, aa18, 2961, 97bb, 6b27, 9b20, 1406, 4366, ea73, e240, ecaade2017_143k, e0f3, da4f, 7b0a, 535d, e958, 5af3, 8cf7, 3791, bd3e, 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ecaade2014_015s3, 1de7, 3057, 7a4e, ecaade2014_225e58, 54f1, 476c, 0497, 81d7, ecaade2014_192z48, 3ae2, 8a34, 0fca, c13a, acadia15_95e3, 210a, 5bbc, ijac201412306e3, a757, f78d, 9e98, 7735, 6241, 309e, 2e3d, a775, 65e1, e7f0, 9470, 458c, 55b8, 6e68, ijac201513105a5, 8117, fd5f, acadia14projects_167aa, d6aa, 1d70, a0e1, 6c9f, 1c5f, 9b8b, cbd5, c523, 0967, d911, a3f3, cf4f, ecaade2015_221t48, 4eaf, acadia14_101af, 11e3, 4b7e, 38e3, 296a, 3d54, cfdf, sigradi2015_10.177w19, sigradi2015_11.34x23, 431d, caadria2015_172d26, 3a47, dc90, f73d, be15, 1d1c, d2ba, 292e, ijac201412403i6, acadia14_681ag, d915, fce9, ascaad2016_022m8, acadia16_382e24, ecaade2015_22r4, 4374, ijac201412408r1, 31a4, a196, d17c, 3a63, 4ea1, cc09, f165, ec4e, aa4b, 9f72, ecaade2014_080d19, caadria2017_122z31, 93eb, 039c, e7f5, 9713, 31b5, cd76, sigradi2016_595jj, caadria2017_110d29, 9443, dd24, 4bc4, 68cf, f845, caadria2016_435k18, c9e9, 77c8, 3d96, 08ad, cf54, dd72, 7399, acadia14_627as, 28a4, d67c, c0d6, f949, 8c8d, 2503, sigradi2016_625b, 3dee, fba5, acadia14_375aw, 769b, ecaade2017_148uu, caadria2015_114g18, 3580, b758, caadria2017_074f23, af16, 4cb6, 9192, ascaad2014_020r3, 5325, 511e, 0fdb, 63c7, 4bdf, fe5a, f9f6, ecaade2016_038j10, 4552, 43d8, e935, 6f2d, d900, cf41, e00e, 1382, acadia15_483y21, a747, 5b62, 3145, ecaade2016_242l64, 018d, e0ec, ijac201412205n4, sigradi2016_614y, fc09, 6174, ecaade2015_327h71, 4e00, e44a, ecaade2015_170i35, d2db, ecaade2014_023h6, 9c03, 4445, 2b1a, 183f, d501, 17bf, bb9a, 4c44, ecaade2017_302kk, sigradi2013_389j, 6d13, cca8, c6c4, f26e, 65be, 6639, 8746, 4bd8, 459a, 69a0, aca7, 1eb0, 6cd8, f08c, 812b, 0927, 876e, 1fa5, e19d, 2bf0, d7e2, 56fb, sigradi2016_770n, a6a0, 51d2, a683, 4918, 433d, ecaade2015_114f22, acadia14projects_189ay, 1f47, f12a, e74a, caadria2016_301l13, 00ac, b9f9, e4ea, 001c, ecaade2014_163b40, eabd, ecaade2014_198n51, 00d9, d386, sigradi2016_484oo, 645c, 2d8c, ecaade2015_48j8, 2b5a, ff68, 7b47, 3023, ecaade2015_240v54, e0d8, 8761, 74a4, 8446, 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