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 acadia17_164
authors Brugnaro, Giulio; Hanna, Sean
year 2017
title Adaptive Robotic Training Methods for Subtractive Manufacturing
source ACADIA 2017: DISCIPLINES & DISRUPTION [Proceedings of the 37th Annual Conference of the Association for Computer Aided Design in Architecture (ACADIA) ISBN 978-0-692-96506-1] Cambridge, MA 2-4 November, 2017), pp. 164-169
summary This paper presents the initial developments of a method to train an adaptive robotic system for subtractive manufacturing with timber, based on sensor feedback, machine-learning procedures and material explorations. The methods were evaluated in a series of tests where the trained networks were successfully used to predict fabrication parameters for simple cutting operations with chisels and gouges. The results suggest potential benefits for non-standard fabrication methods and a more effective use of material affordances.
keywords design methods; information processing; construction; robotics; ai & machine learning; digital craft; manual craft
series ACADIA
email giuliobrugnaro@gmail.com
full text file.pdf (1,382,721 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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acadia15_161a6, 7794, 43b3, d245, 60a1, f784, ijac201412405y8, caadria2017_136s36, 102c, eca2, 1be6, 44a6, acadia14_177ai, 092b, 7201, ecaade2017_157uu, ecaade2015_303p66, e533, e5f9, ijac201412401z3, a61d, 0319, e373, 996d, d093, 6166, 2642, 071e, 2fb9, sigradi2016_781zz, fe4c, acadia14projects_627ak, dbe5, bd2f, 2b4c, 4562, 2fb5, ac87, 3d5a, b6af, d5a2, ijac201412301z5, sigradi2016_595gg, b812, 34a0, 682b, acadia15_333s13, c91c, a51d, fc97, ecaade2015_229i51, f3ff, ff4e, 2801, sigradi2014_144y2, a1f3, 89a2, 98be, 1d2f, 6ccb, a3fe, e14e, caadria2016_809d34, 0101, 06e6, ecaade2017_089ee, 09a6, 2dcc, 1c35, c34e, 53b5, f7ca, 11ea, acadia16_140w9, 9a52, ijac201412405b9, dc19, 334b, b9c9, 40de, 5957, acadia14_125t, e784, d8e2, 7f28, sigradi2013_393t, 86e6, sigradi2015_3.221p4, ascaad2016_011j5, ff74, sigradi2015_10.140f19, 0073, a0e1, 0fc0, 9e6b, 6bea, 3ea9, d6b0, 5bb7, 569f, 1ef2, caadria2017_033s11, 73b9, ecaade2017_019ii, f19c, 02d0, 66b9, b730, 2fed, 73ea, be0f, 550d, add5, 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ecaade2016_094o25, 423a, a90a, ecaade2017_214s, 7b23, 87a4, ebe4, sigradi2015_3.221v4, 1b5e, 1dce, ijac201412301v5, 4cd3, a24b, ecaade2017_227r, 5f6e, 3068, 9a40, b323, d6e6, a611, sigradi2014_250p9, fa70, fabd, 2dc6, c3a6, 56f9, ecaade2014_029z7, e877, 9474, 0ed1, 0761, 52c6, 81bb, d45c, ecaade2014_072v17, 02c7, caadria2016_187b9, b336, ecaade2016_033e9, d4a1, e3a5, f0a7, a1f6, a6be, 78e1, ecaade2014_072g17, be80, c21e, bd17, ascaad2014_029t8, sigradi2014_273p2, sigradi2015_3.221z4, c266, ecaade2017_288ii, 8058, d195, acadia14projects_681ai, c5c0, ea0b, 56eb, 69b0, caadria2017_149j39, 7690, c089, a308, 35d9, 96be, 4458, ecaade2015_180m38, 471d, e3e7, acadia14_473ad, 3622, c9e4, 4272, a100, 9199, ijac201412407f1, 305d, 3476, d0a7, e8b3, 4af2, 4eb8, caadria2016_281f12, ecaade2017_302ee, ecaade2014_233k60, 5e86, ascaad2014_002l1, 287e, 05e8, 40fa, aa4a, ecaade2014_067a16, acadia14_671v, 6997, acadia14projects_43ah, 3cc8, 814b, bd7a, 6454, f038, 0191, cc8e, acadia15_469i20, 06b0, 71ff, 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88a5, fab4, e960, 9545, 42da, sigradi2016_448dd, 224c, 6413, acadia14_681ak, acadia16_88k6, 297a, 40e4, 54ee, 62e5, 42f7, d1a7, 344b, efa3, 52ba, 6490, 4d7f, 7a93, ecaade2017_302jj, dc48, 6b4c, 7b1d, 0a81, 20de, caadria2017_021b8, ijac201412302s7, 5601, f78a, 1460, 5ded, 4ee7, 46eb, 3f91, 0b65, 285a, 4e22, 055e, b308, 1a4e, 6992, 3152, 2144, f7b9, 21a1, 455d, c792, 3523, ecaade2016_021x5, acadia14_579d, 64d1, b55a, fc7c, a242, 4dee, 8a9f, 8aef, 047b, f6b7, b235, 4faf, acadia14projects_153av, 1831, bd88, f677, d673, f8aa, 8e22, acadia14_699f, 13d2, sigradi2014_289k4, 112c, df9f, caadria2017_185p44, 2ae6, a99e, 69ce, dc8d, 26eb, caadria2015_061i7, caadria2016_013i2, ecaade2017_155p, sigradi2015_10.138x18, 3663, ecaade2017_003l, da8e, sigradi2016_752pp, ecaade2016_018k5, sigradi2016_530gg, bb79, 5ef3, sigradi2013_117k, 2d72, 6629, 3e5d, cf26, 149c, b8e1, 2844, 4ef4, 877b, c6a3, 77c5, 4046, f1ca, a1f1, 72c8, 18dc, 6365, eff9, 8576, 28cc, 3741, d513, 364d, 35d7, 3e37, acadia14_91u, sigradi2016_571tt, ecaade2016_217i55, 8608, 11c4, sigradi2016_367yy, c630, 566c, de31, e2f6, 57f1, 54f6, sigradi2016_814s, 5508, 340c, 2c80, 49bd, ea00, ecaade2014_052g13, sigradi2013_150, 9a89, 9479, d1d4, ddcb, 9aac, 717b, 7d0b, 3a7c, 9628, 0f43, ecaade2015_35x6, ecaade2016_198n52, ecaade2017_013uu, 79eb, 0a10, 1018, b400, 08ff, sigradi2015_4.52i6, ecaade2017_225qq, 2612, ecaade2015_261m58, 562e, ascaad2016_021f8, acadia14_479t, fae5, 1c32, fd54, sigradi2015_8.186f12, bd36, ce61, 5a2d, b85d, b6fa, 16bc, sigradi2014_283u3, 69ff, caadria2016_197p9, b104, 6112, 39eb, 0b8a, c2c3, ecaade2013r_008s5, ijac201412404e8, 14d2, 6794, 6861, sigradi2015_3.201r3, 0fa2, 2bd2, 43a3, 4a88, e179, caadria2017_122x31, acadia14_339aj, e9b6, d9bd, a2c1, a94f, fb45, ascaad2016_007m3, 74c9, c0cb, 3c24, e5d0, caadria2015_109b17, cbec, ecaade2016_055i14, d568, 97d2, bb5c, cff9, acadia14_517t, a967, ecaade2017_080ff, f314, ecaade2016_071i19, ecaade2017_146ll, 58c2, 83b9, caadria2016_539c23, 4382, c40c, 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cd12, f468, a673, b56f, 50e9, 2b3c, 6418, ijac201513202l6, 42be, cf66, 1524, 718e, 0e4f, 3ad0, f250, 1475, 7490, caadria2016_229p10, ecaade2016_197e52, 5dfd, 42b4, 89c3, 9997, 0ad8, caadria2017_124i33, c8e4, acadia14projects_267o, ascaad2016_036b14, deac, 2b84, acadia14_63al, 6ddf, b9a2, c550, e5ca, sigradi2015_8.289f15, 0638, e94c, a7b3, 96f0, sigradi2016_621cc, 6426, 2627, 0ceb, 3312, ddf9, 6579, a4a4, d039, 0012, f55a, 9fe1, 9c08, 0292, 45e5, acadia14_555d, d034, ba13, 10b3, ascaad2016_013y5, 45c8, bc29, ebf7, a25c, 1cd1, 135d, a904, 79e5, 4e35, d2b1, acadia14projects_627b, acadia14projects_43x, a05b, 9398, 193f, e649, 9d17, c063, 882e, 0d70, 12cc, dd63, 371b, 3336, 2a0c, 34c0, caadria2015_126l20, acadia15_297f12, 1c59, db23, c537, caadria2016_373h16, 93fd, adb3, 7af7, 5584, 1458, 71af, 12a8, 18b6, d5d4, 6391, 5fa3, 2311, 727f, 36d1, 60ce, 230a, 7a5c, 16ff, d4fb, b437, 1dd0, 3b2a, sigradi2015_12.215t27, 385b, 9914, 9f75, b51f, fac7, 134d, bd1e, e4c8, 9d40, 9fb2, b62c, ecaade2017_282f, c66d, ascaad2014_029s8, 38ed, e0fb, b62a, ecaade2014_201h52, 612b, 05fc, 4e7c, 77bb, 8e36, 716f, acadia15_137f5, 5c24, 65f1, 36e1, ee90, d01b, 4250, 5d48, 04cf, 6f51, 32b6, 32a8, ee5b, ecaade2015_217f48, 3b73, 23c3, b570, 8bf3, 18a7, bcf5, c2ee, 1910, 6a8e, 4313, abf7, 6fda, 9a78, sigradi2013_364p, cbc2, caadria2015_213f33, ada1, acadia14_479ar, 1973, fe4b, sigradi2014_041i3, 53bb, 448c, 9a27, 216c, 9399, 0a53, edd4, ecaade2014_024p7, 5cdf, 756f, ecaade2014_149i34, ecaade2017_234o, 5162, 6230, acadia15_57c2, 70ed, ecaade2015_171z36, 41c0, 11b8, caadria2017_145l38, 6a37, caadria2017_163a41, caadria2016_177b8, a9f2, 3d5b, 29db, ecaade2017_054cc, 4099, e6e1, ecaade2017_203dd, 7f15, caadria2015_130a22, b330, 54aa, 9dbc, db7e, f9de, 2716, 7242, 0af7, acadia16_270w16, e7d3, sigradi2014_037w2, 30c0, 6c13, ijac201412206z4, b775, 7115, eecd, a401, a8a3, 3df2, 15a1, ec91, d699, 581b, 5912, 9667, acadia14projects_281u, 02e4, sigradi2013_421l, 8e96, b91a, dee1, ecaade2017_215ii, 0742, 9be7, ecaade2017_157ff, f122, b1f2, caadria2017_008x3, 087e, ecaade2016_021a6, fd58, 8522, ecaade2017_122b, ecaade2017_151u, dac2, ecaade2015_201w43, ijac201513306c13, 7409, 7532, acadia14_479j, 968f, 6ae7, d8c5, 14a9, 1ef9, ecaade2015_230j52, 9434, 5d49, 7f31, ecaade2014_071x16, 9b69, 41ca, ijac201412302e7, d22a, 40bc, 687c, bbae, a76d, ecaade2015_155f32, a920, c5b4, 0bb9, 8d8d, 0268, dba6, 49c7, fedb, 8c02, f2f4, 8022, 1e7b, f307, e6ba, a9e9, fa9d, 9159, ascaad2014_031e9, 2ee2, 1e1d, 28db, sigradi2013_342, acadia14projects_347ah, 41ee, f5d9, ebc4, b9a4, 240b, 0305, c747, 4067, 937a, ecaade2014_057j14, af79, 796b, d9b5, 3d02, 7a58, 9908, 50dc, dff7, c404, 62b1, 4083, 7728, da33, f824, 6a8a, ec3e, ecaade2015_11h1, b0fd, e99a, 0821, sigradi2015_11.222s26, acadia14projects_539b, 9892, 29f1, ecaade2016_011x2, b8aa, 4225, dcaf, ecaade2015_116f23, 1f66, 727a, 172d, fc51, 007e, d7c0, 8ae1, e0d2, 03f4, c021, ecaade2014_094p22, 6d21, ba57, acadia14_609ae, 9b68, eb4d, cb8d, 3283, e24c, a3fd, 6053, f239, c640, 5a21, 1f62, c7c6, 697b, 7762, 8f8e, 76dc, 7aed, 8227, 66b2, 4e45, d326, e0f9, f670, a55d, acadia14projects_589l, 7dea, 8f2d, acadia15_417a18, 0639, ecaade2015_110f21, cb3b, 7266, f341, 06d6, 7074, 40c6, ijac201614407v4, 279e, 5dcc, 9c30, 8287, be30, c90f, b3f0, ascaad2014_035z1, 7324, 8705, e190, 91ff, 993c, fdb6, c533, 3718, 4a6d, b206, a86d, d2ee, acadia15_211x8, 6e9c, 62a8, 8272, e559, f437, f22f, 0375, 4628, 6ff9, ecaade2015_248h56, 625f, c9ff, 97c2, ecaade2013r_002f2, caadria2015_060p6, 439a, sigradi2016_420rr, 5489, ecaade2016_163s45, 9fa4, 78a1, ascaad2016_007v3, 303e, 4c0d, cd61, d953, ecaade2014_155w37, bf38, 0c9c, bb25, 1bb0, 8294, ecaade2014_067y15, 4712, d016, ijac201412303u8, f31c, 1c7a, sigradi2014_132i1, 09dd, ecaade2015_261j58, a637, 9686, cd2c, 6189, 8f15, 09ec, dedb, bb5d, e457, d23d, 457e, 18e5, 0d38, 4140, 821a, e94a, f27a, c81b, 91a7, 8abd, 0057, 036f, 87d9, ecaade2015_158t33, 8017, a824, 2a5a, b5be, e34b, ffbe, 0778, 7a2f, sigradi2015_3.111a3, adc2, 5360, sigradi2016_381t, 0be4, 3962, 33dd, ebe3, 36b2, ee16, acadia15_47j1, ascaad2016_024k10, 4a1c, e860, ascaad2016_014k6, ecaade2016_127g35, ecaade2017_059a, 7b00, acadia14projects_339ak, a6d6, 4dfa, 324c, ee9b, 5a18, ascaad2016_042x16, f9bf, ijac201614208e13, ecaade2014_224z56, c70c, 7dfe, 7ba5, caadria2016_467p19, cdf7, acadia14projects_145l, f86b, sigradi2014_284f4, ecaade2016_217n55, da48, ecaade2017_129ll, 88eb, caadria2016_073v3, 207a, acadia14_699u, 045f, fc35, ecaade2015_113j21, 664b, 4cc8, ff9f, dcd8, 6b96, 392d, b15a, fa7e, 3cb3, eee3, 1923, 71cf, e674, ecaade2017_023aa, 732e, 2e21, f07c, acadia15_371a16, 2c8c, 2d0b, ijac201614403b2, e464, 0804, c9cc, 38a0, 231c, 8b9a, acadia14_709ao, ecaade2013r_012n7, 4004, f46e, b168, 89f6, a37a, ascaad2016_003c2, ecaade2013r_018o9, d56a, 8e0e, da8d, ecaade2017_277uu, 91ab, 490c, d8f7, 5aed, a0ab, 9177, 704f, 0767, c014, 112b, 8571, ecaade2015_127a25, 9f6e, b14b, 0ada, 6be4, caadria2017_062x20, 7e87, 4496, 08a5, aed2, c23b, 62e7, ijac201412408s1, 6ee3, a1bf, 0c12, 0339, ecaade2015_229x51, fc0c, 67e1, 0e5e, 1023, ascaad2016_059r23, 5cac, caadria2016_055o3, 546c, 400c, 462b, 0ddb, dfdc, ijac201614208y13, 971e, b0d0, 55f2, e578, 54a3, 4c3a, ecaade2017_048ii, caadria2017_058g20, 4945, 14c9, 22bf, c42a, 99cb, acadia14projects_719o, 030d, bab7, 59b7, 7b21, 7328, 0034, 3a89, 92f7, 5361, c26a, 0c18, baf9, e079, 6838, f6b1, cf0c, ascaad2014_012o6, ecaade2016_094m25, 19d5, 53e8, 1f81, 98b8, 22c6, eede, ascaad2016_022b9, sigradi2014_345h8, 8f94, 8fb0, b3a2, f5e2, sigradi2015_2.162r1, 6947, d2c3, 2a75, ecaade2014_072f17, c2a2, 75bc, 7b9a, caadria2015_070a9, 9a7e, ecaade2014_011i2, 2379, 8a23, f57f, 4ecd, acadia14projects_117e, ef19, 7b2b, ecaade2016_234x62, 72a6, 33e2, ecaade2017_076jj, 77e6, 6798, a42c, c469, sigradi2014_189l6, ecaade2016_023r6, 7cdd, 05a5, ecaade2015_17n2, f5c5, 7600, d0b2, ecaade2016_166c47, 7e01, 13d5, 199b, 88fc, e3a1, fa24, 1886, ecaade2017_212pp, 0677, 69f1, 76af, 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