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 acadia07_284
authors Robinson, Kirsten; Gorbet, Robert; Beesley, Philip
year 2007
title Evolving Cooperative Behaviour in a Reflexive Membrane
source Expanding Bodies: Art • Cities• Environment [Proceedings of the 27th Annual Conference of the Association for Computer Aided Design in Architecture / ISBN 978-0-9780978-6-8] Halifax (Nova Scotia) 1-7 October 2007, 284-293
summary This paper describes the integration of machine intelligence into an immersive architectural sculpture that interacts dynamically with users and the environment. The system is conceived to function as an architectural envelope that might transfer air using a distributed array of components. The sculpture includes a large array of interconnected miniature structural and kinetic elements, each with local sensing, actuation, and machine intelligence. We demonstrate a model in which these autonomous, interconnected agents develop cooperative behaviour to maximize airflow. Agents have access to sensory data about their local environment and ‘learn’ to move air through the working of a genetic algorithm. Introducing distributed and responsive machine intelligence builds on work done on evolving embodied intelligence (Floreano et al. 2004) and architectural ‘geotextile’ sculptures by Philip Beesley and collaborators (Beesley et al. 1996-2006). The paper contributes to the general field of interactive art by demonstrating an application of machine intelligence as a design method. The objective is the development of coherent distributed kinetic building envelopes with environmental control functions. A cultural context is included, discussing dynamic paradigms in responsive architecture.
series ACADIA
type normal paper
email k.w.robinson@gmail.com
full text file.pdf (799,011 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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caadria2016_033v2, b8f9, caadria2017_136r36, ijac201412302d7, 3c52, 8331, 2de6, e90d, 2c18, a3c9, 68d8, ecaade2016_197z51, acadia14_63ar, ecaade2016_042l11, 903e, 3643, 8222, caadria2017_055i18, 69d0, acadia14_681ag, fff1, 497d, ascaad2014_011a6, 920c, ab80, b73d, ecaade2014_070l16, 3e0d, f998, a473, aafc, 7d7f, 0b09, b358, 794e, dd0c, acadia16_12h1, 71e4, acadia14_463aw, 0f7b, 1e3b, 9c97, db02, caadria2015_130f22, 4683, ecaade2015_230m52, 5718, 295d, c7a7, ecaade2016_068x17, sigradi2016_778nn, a9ca, d557, 0e41, cd41, e073, 0922, ecaade2014_054t13, d7a3, sigradi2016_773z, c65a, sigradi2016_816ww, 7e41, cbe3, 2624, 2c52, 133e, f582, 916b, 6346, 9d9b, a63c, 589b, ecaade2016_098e27, 7afe, 2fbf, acadia14_555j, b661, e977, 4258, 6c59, 009c, 4e1f, ef7f, 46df, e0df, fae8, aeac, c8bc, ascaad2014_017n9, acadia14projects_327b, 2629, 0aa3, acadia16_352c22, 9e01, acadia14projects_347aj, sigradi2015_10.220h20, 4cf7, ecaade2013r_002u1, 99c2, 51c3, ecaade2015_138p27, 3b66, ca10, c20a, fa2a, 2744, 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601a, 6dd9, ace6, a2fc, 4235, 56a5, f1f2, e171, 32ae, d7c0, fc3e, 97c6, 3de5, sigradi2015_10.7i18, 9687, acadia14_357b, 1739, ee51, 5371, e7b5, 6ea7, ddcc, cb3f, 3843, 11e1, ecaade2015_241o55, caadria2017_067n21, e6b7, 26ee, fa49, 6717, c891, c686, 48e9, acadia16_372b23, 2d6b, 3325, 4f90, 1aae, 2391, acadia14_609ae, acadia14projects_507ae, 8735, acadia16_344h21, 88d9, ecaade2016_067i16, 7df5, beec, 13f2, e6ad, 04e0, 2f09, sigradi2013_303i, 6dd2, f7d9, c70c, 805f, 9304, 38f8, d0a8, d117, e4ad, 5d06, fa7a, 3086, caadria2017_147v38, 5c2c, ecbb, 0111, 0be8, 029c, 9e31, c7c9, caadria2017_182r43, 25fb, cae9, aab8, 1f3e, 4c58, caadria2017_041x12, 01a6, 8114, bf88, 8443, fb44, 48bc, 1dc1, 37e8, 5852, c5ed, d67c, 9b5e, 20bd, 3534, 7e32, ac89, 20de, ba28, 09d9, ecaade2015_297f65, 9009, e5a3, a750, 73a7, 9e9c, ijac201614405g3, e13c, ecaade2014_023c6, feb9, b572, 7ea9, ebb5, ascaad2016_054d22, 9180, caadria2017_122t31, 7289, b9cd, acadia14_111l, d9d1, ecaade2016_163u45, 4728, 152f, caadria2015_049y5, ae6a, ee54, 45b7, ac21, 244a, e212, 6558, d644, ecaade2015_228a51, caadria2016_301v13, 4ab5, 5e52, acadia14projects_115ah, acadia14projects_247x, 7ef1, acadia14projects_609at, 629c, 28db, 5840, f1fa, 36af, 6122, 6c4a, c209, 3479, b6e2, 949a, f443, 7e84, 8c80, a381, acadia15_211t8, 79f9, f4fc, a216, acadia16_424g25, 51de, caadria2015_048n5, fa83, 146f, 97f1, 87f7, 09e1, ascaad2014_001b1, 8979, 9e18, 513f, acadia14projects_63w, 95c4, 0927, ijac201513103t2, ecaade2014_153l36, 0027, 3145, bbf9, ascaad2016_048i20, caadria2017_104a28, acadia14projects_267l, eaca, d499, acadia14_409o, 8c18, caadria2017_147t38, caadria2017_086n25, 67f4, 74d6, acadia14projects_219e, ijac201412204o2, 5690, acadia14_177ah, 2d24, 046e, 46a6, 9269, dae0, 89de, ecaade2015_158v33, 944e, ca44, 1b2e, 6f08, 4333, 7e3b, 3808, ecaade2016_089a25, 2948, 3724, f8cd, ecaade2016_154e42, 811a, 041f, ecaade2015_201v43, ab20, 7e71, 869f, sigradi2013_194j, a422, 4610, 5379, caadria2015_168m25, 5096, 4815, caadria2016_187m8, acadia16_362u22, 44e4, 8f1f, 8614, 00b0, ee02, 8871, ecaade2016_025m7, 254c, 476b, 7a4c, e396, 1770, acadia16_236i15, c83b, 8751, a975, 35b6, ecaade2016_162d45, 2bcd, 995c, fd50, sigradi2014_239g9, bde3, 8512, 5597, 123b, 5685, 0203, 8dd8, 1fbd, 4458, ijac201412204s2, 9c12, 26a5, 80d6, 708f, ecaade2014_072o17, sigradi2016_590o, 308d, 74b9, bb6f, 57e5, ecaade2015_194y40, 4e32, 30be, ecaade2016_126p34, sigradi2015_8.339v15, e1ef, 94a2, a20e, 8ebb, 5b78, 414a, 8473, fea7, abc9, c77b, f21a, 5094, 7620, acadia14projects_517t, efae, 9aed, 6f67, caadria2017_163m40, d3d8, ed93, ijac201412201k1, ef49, 6a96, e624, a3be, 24f6, ee67, fa1f, 03e3, 50d5, sigradi2013_117h, 5f4d, 43cf, 423c, 606d, ascaad2016_045u18, cebf, 9d04, 1255, 04e5, 8190, 8eca, cef7, 522c, 204f, de34, 620b, aece, 69da, 5645, 6651, b3be, 021e, b54b, eef1, 0523, a5ff, e96f, 4cc1, acadia14projects_153av, 01a9, ecaade2013r_009f6, f4e3, 4d8e, da2e, 144a, f335, 8e51, 4e4a, 00a5, 73b3, ecaade2016_119o32, 979a, 97c8, ecaade2015_172c37, 7922, c499, 49dc, sigradi2016_512qq, 40e8, caadria2017_101i27, 82f4, ecaade2015_83j16, a661, sigradi2016_659n, 2eec, ijac201614201n6, 3107, 3256, caadria2016_249m11, 686e, 9125, acadia14_135s, fb89, 2a36, c60b, 7dac, caadria2015_016g3, caadria2015_139f23, 51d3, d559, caadria2015_078r11, ecaade2014_217h55, 815f, caadria2017_145h38, 6fe8, 51fa, 1f53, ecaade2015_294k64, 76de, ijac201614309j6, ijac201412403j6, sigradi2016_484xx, e6ff, cd26, 3048, 2534, a218, 85f2, d018, 0f12, 9e67, 171f, 59cd, 4ce4, ecaade2015_202f44, fd0f, 47ad, 95aa, 78db, abbe, 25fd, 1df5, 53d6, ijac201412403x5, 09c4, 6c3b, ijac201513206h9, c79a, 531b, sigradi2016_803q, 2ada, 3b2a, ecaade2015_59i11, dd31, d969, 5dc8, 0a3a, dd1d, 7c32, 83cf, 6d37, 7b01, 222c, ecaade2013r_003f3, 4d83, 5443, ce41, 5b57, 1e1d, 24fa, b7fc, 663a, ecaade2015_225l49, 17ef, caadria2015_048s5, c3c3, a067, 4ca8, 66aa, ecaade2016_162n44, b998, fdf4, 1c03, d30c, 4b8a, ea74, bebe, 272a, 056c, 5b66, 1bf8, 3d92, 2d26, e55e, 8d05, ijac201513203s6, ecaade2015_317h69, ba2a, sigradi2014_109g9, sigradi2014_136c2, 1b6f, ecaade2014_104t23, e5ba, 8cf2, 1a0e, bf1a, 48b7, 096e, bfea, ecaade2016_166l47, acadia16_130n9, b65c, 22db, d91f, 1f3d, ecaade2015_215f47, ecaade2014_144z32, e030, fbba, acadia14_177x, 461f, ecaade2015_118y23, 2a4f, c276, 7bbe, 1678, 4992, acadia14_199am, 7634, acadia15_469m20, 9388, df3d, cc55, fe46, caadria2016_147h6, 3e3b, 1528, ecaade2016_102i28, ef06, c64e, 672f, 0461, b63e, caadria2017_070g22, a554, 821b, sigradi2014_221i8, sigradi2014_239e9, 0098, a12e, 927f, 7cc2, ecaade2016_136v38, sigradi2015_11.136o24, caadria2016_601o25, 50fd, d3ee, 3604, ecaade2016_237f63, acadia16_344k20, dd14, 34aa, f274, ijac201412403e6, 4b19, 9d1e, cbd9, c4a3, ascaad2014_012p6, ecaade2016_132y37, 7883, 042f, 14dd, ecaade2014_050e12, sigradi2014_070w5, 7b2b, bca0, cf61, acadia16_224n14, 9da9, 1800, 1845, 28de, 6747, 664e, 8212, b051, f57e, ecaade2014_194g50, adf4, fe2e, 8c67, 1a4f, d7a4, d5d4, 820e, acadia14_719c, c641, b947, sigradi2013_183v, caadria2016_239d11, 2958, 7200, 2628, 3e48, 36f7, e063, acadia14projects_549v, 838b, d17b, e5e5, 7d55, 95ee, 5678, 0820, acadia15_251m10, cf9a, ecaade2014_067w15, 8aed, 5b20, caadria2017_080l24, 8c68, 9dbb, ascaad2016_045a18, 476a, a73f, f5be, b33a, 3ce9, 7021, ecaade2015_193f40, 3e54, ijac201412305y1, 5e19, e350, 405a, acadia16_78o5, 63ef, 9c7b, 4ce5, 9aa8, acadia14_655af, 889d, c5b9, aeb7, c4f6, ijac201513201h5, 1237, 4c40, 4a44, 1f47, 3e89, b0e9, 3998, 468d, 40a0, 6c22, 8424, ecaade2014_206j53, ijac201513102x1, 123a, 26df, 4b72, fa23, f957, acadia16_140s10, 3c51, c264, ecaade2015_319j70, ijac201412301z5, acadia16_234f15, caadria2017_129p34, 5562, 1306, dff7, dee9, 7e77, acadia14projects_189aw, 99e8, 3023, 27a4, 3030, bbd5, c028, 64bc, fe27, 238b, 73c7, 7e1a, 7ef0, ecaade2014_100g23, 746d, ac11, 1efb, 0be1, 0c07, 7e2f, 0ff7, c2a9, ae36, e691, 782a, 2a0d, 2497, 7e28, 0604, ee68, bb73, ecaade2016_238t63, 4170, sigradi2016_814s, 49d9, acadia16_372m23, 0af3, 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caadria2016_271x11, 3797, 7b36, dc67, caadria2015_122i19, 0b3f, acadia14projects_177ag, 9a1b, 61de, d9b4, 2e5f, 7214, 5c50, sigradi2014_279y2, acadia14projects_177p, acadia14projects_111k, 0be5, 918c, 67d4, 5bc6, ecaade2016_130p36, d4d1, 1b7f, 99b8, a1ee, 0f42, f3cc, ee3a, c618, 3999, f49d, 4e78, 3e20, 8864, 0116, c4a9, f892, e915, 53c2, 4ab9, ecaade2014_130w28, 7d0a, ecaade2014_177t44, 3b6e, e1d6, 5573, d4f6, ecaade2015_136o26, 95fb, 98c7, aee6, eaab, caadria2015_208t31, ecaade2016_057o14, caadria2015_172e26, b052, c76e, sigradi2014_063z5, d6f8, 1675, 492d, ae47, 9f76, 0640, 2265, 0a1e, 8d0b, b29f, 86b4, c62a, f558, dcef, 07b0, d545, 94e0, a90c, 3f1f, ecaade2013r_009e6, 8ccc, d19e, ijac201614309d6, e2c8, 3e30, 8db0, d8d7, 5d4d, a8e1, b2b9, a8a3, 350c, 822f, 34d4, 7198, 6c10, ace5, a33a, 2fd7, bcfa, sigradi2013_275a, ff7b, 7008, 64b3, 059d, fca9, c0f1, 953c, 3188, sigradi2016_690d, c049, acadia16_270e17, d6b8, 76c7, 6321, b9d3, 1649, caadria2016_745h32, sigradi2015_8.41a11, 4274, ascaad2016_059r23, f375, 7ae4, 7fcb, 407a, 240e, f7bf, 3fdf, 6b32, b220, 7a48, fa3a, f5af, ec42, 7bb0, f164, b1dc, 6280, ecaade2014_112y25, 8f0d, 4391, 35b3, acadia14_135l, ed75, ce19, 4efb, ijac201513205y7, f00b, c88c, 7184, a016, acadia16_164u11, 9b5d, 7a7d, 314c, 71a2, 4f65, 18bd, 689b, 8481, ed36, 33c1, acadia14projects_177ai, f37a, 6692, 906e, 9b21, 9c93, 04b5, acadia14projects_365al, a0c5, 8ff0, caadria2016_343k15, 9c36, 59b7, 8f42, caadria2015_142n23, 355e, 3655, sigradi2015_4.219e7, 1e20, d86c, sigradi2016_512b, 2697, 89ff, 3c79, 48e7, 1486, c3ce, sigradi2013_391, ae6c, e238, 89aa, b38a, 3137, ea23, 7ae0, acadia14projects_435ap, caadria2016_787j33, caadria2017_033r11, ijac201412301y5, 5b4f, sigradi2016_534jj, ascaad2016_031m12, 0882, e6b5, ecaade2016_210j54, abf8, ecaade2015_144z30, sigradi2013_359j, 892a, 536e, 1df4, ecaade2014_066h15, 3695, acadia15_263z10, 8955, 2c0c, f1d2, caadria2016_219d10, 59e1, 12a7, acadia15_323b13, ecaade2015_114e22, sigradi2015_8.186k12, 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ecaade2014_199x51, 126e, c608, ae03, 9f98, 8634, 11d8, ecaade2016_132k37, ecaade2015_287f63, c1a8, 862a, b63c, d7f1, ecaade2015_73d14, 7345, 51a8, 6c1a, 212b, fc09, 1e28, sigradi2015_4.219z6, f5a8, 5c75, 2bc5, ba6d, a1e6, 36b6, 00f4, 5fac, 0e1c, ae41, 7628, caadria2017_051l16, sigradi2016_647rr, ecaade2016_167x47, d8a8, a26a, 031b, bcdf, ecaade2016_025c7, b74c, fe38, ecaade2016_132o37, ecaade2016_162u44, 8a6e, 22df, 6cd5, ca8a, 6701, ascaad2016_030h12, 6b6b, 462e, ef85, 5696, 3a8f, caadria2015_226a35, 7288, bd75, 563e, 2506, 744b, 1af1, 1f0e, 83ef, 8e61, d34f, c5b6, 22b3, ecaade2015_180n38, 36f9, 7116, 357c, 8903, 5e1a, 5b8d, fca8, b56d, ascaad2016_023s9, sigradi2015_6.42u7, ad98, e5be, acadia16_8b1, 4259, 97a9, 05f7, ijac201412408s1, 97e3, ascaad2014_016e9, b1a4, 6377, ijac201614202z7, ecaade2014_072l17, 438b, 7709, 0e4e, f184, b614, 0f41, 86ed, 207b, 5f68, b805, 7704, ecaade2016_223b59, ed74, 411c, ecaade2014_140i31, 5817, 2a22, 850b, caadria2017_147u38, eeb7, 711f, 1e13, 3507, caadria2017_043i14, 04c2, bdfc, 7ed3, 038b, 9964, 889c, 109c, sigradi2016_560x, 8378, ed79, eb7f, ef9a, caadria2017_118l31, 9e68, a0f5, c700, ijac201412405r8, 9f9f, 57d3, c31c, ecaade2016_162v44, 6bce, 3263, ecaade2016_bkoo65, b977, 4b6c, ecaade2015_237i54, 6a17, 0892, 0ab0, 9b93, caadria2016_425g18, sigradi2013_289l, 4ae4, 1ca8, 0b4f, sigradi2013_393, 0951, caadria2015_061j7, e097, 303a, acadia15_469o20, ijac201513102w1, acadia15_311g12, fc3a, 0d45, a5a3, c634, 180a, f2c7, eb50, caadria2017_123n32, de90, ijac201614102a2, 1a3a, e767, 1fa3, f848, 7558, bf70, 0948, 16f4, a6ce, ecaade2014_072n18, 188a, 93ae, 1c5a, 275e, 9f11, acadia15_333y13, b4d7, 53bd, a230, c7e0, 14c9, 84fc, b749, b85a, 7153, 4a01, 567c, d67e, 8ae6, 012d, bbd4, 33a9, 1c34, d242, 5ca6, acadia16_470g27, 41b0, acadia14_339am, ijac201614208m13, a2ad, 9690, bff8, 4657, 5186, e64d, 6441, cab1, fa2b, 44a5, 4066, 6168, 70c2, ecaade2014_194d50, ceaf, 710a, c78a, 03b1, caadria2016_611f26, 200b, c782, 0c99, 626d, ijac201614307t4, 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ecaade2014_157j38, acadia16_260p16, 56f8, ac5b, 2430, ecaade2016_084j24, c095, 91b6, 081b, ecaade2016_098y26, bd2f, b98b, 8aa1, sigradi2015_3.65m2, ijac201412305l2, 4958, 7569, caf7, sigradi2013_117m, 72c3, f4c4, ef4d, d5c0, caa2, 9f39, 1717, fdca, 1a29, a854, e4c9, sigradi2014_276v2, f05a, bade, db5a, 9a51, ascaad2016_048h20, d195, sigradi2015_12.297g28, 7fe1, ijac201614102p1, 7129, 09f1, b9d1, 8b42, ecaade2015_122i24, ecaade2013r_012l7, 4156, dd30, 1817, 9873, 8ef1, e7a2, deae, aa14, 6819, e7ec, 9b3a, ed76, ecaade2015_33h6, acadia15_137l5, 6e67, caadria2015_213j33, 9ddf, d57e, 7bd6, 2928, 820b, 55a3, 97f7, a1d2, 3884, a74e, 5a99, caadria2017_056c19, 64f3, a114, acadia14projects_219a, 3955, 915a, 68e4, 3419, c97d, dae2, 5996, 7662, eafa, ecaade2014_072g17, 73ae, 05e6, aa15, acadia14_719l, 7eeb, 8499, ecaade2016_071w18, df77, 052e, c91d, 9fe1, e648, a2f5, ecaade2014_206u53, cd3c, de09, 8ecc, cff4, caadria2017_142x36, caadria2016_777w32, 915b, ecaade2016_129v35, 7b4b, 783a, a037, 395b, caadria2016_383o16, 54ae, 772a, 28e9, 53d1, 25c4, acadia14_125t, 56df, 65a8, 42e4, 07e4, 61ba, 3934, sigradi2016_381t, 26f7, ca33, caadria2017_118k31, a454, sigradi2015_9.270h17, ac1d, f893, acadia15_451n19, e9a0, 6c7c, 4cfe, 2571, a3da, ascaad2014_030w8, 6e28, a82d, 269d, 826b, 8544, ascaad2016_023w9, acadia15_323y12, ecaade2015_83h16, da96, cc0b, 77dc, b309, f35c, d703, 9f0a, de08, ae75, 1ab1, 2e01, c439, ecaade2014_224c58, ecaade2016_074p21, 3dc8, d1b3, 28b2, 1e75, cedb, ecaade2015_195g41, 110e, 9cbe, cbd0, caadria2017_110g29, ad14, 3937, 2b0f, 1c23, c299, 5edb, ccba, dd9f, 333c, 5032, 7484, acadia14projects_619ai, dabc, e928, b0bc, 5914, sigradi2013_215c, 5dbf, 420c, 3515, 6715, 8936, 8dfc, b4ee, b729, e9dd, 9b6f, c3be, 036c, caadria2016_549k23, 2bd2, acadia14_117h, a501, 4691, 087c, ecaade2015_83n16, 34ab, caadria2016_851l36, a147, bb23, 1529, e55f, 00c2, a29b, 03e0, 509f, 9800, f575, 4e90, 264f, b595, bfdf, ca70, ecaade2015_193e40, 1bf7, ijac201513205k8, a6da, 0ef5, 3503, 27b5, 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