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 ecaade2017_269
authors Rahmani Asl, Mohammad, Das, Subhajit, Tsai, Barry, Molloy, Ian and Hauck, Anthony
year 2017
title Energy Model Machine (EMM) - Instant Building Energy Prediction using Machine Learning
source Fioravanti, A, Cursi, S, Elahmar, S, Gargaro, S, Loffreda, G, Novembri, G, Trento, A (eds.), ShoCK! - Sharing Computational Knowledge! - Proceedings of the 35th eCAADe Conference - Volume 2, Sapienza University of Rome, Rome, Italy, 20-22 September 2017, pp. 277-286
summary In the process of building design, energy performance is often simulated using physical principles of thermodynamics and energy behaviour using elaborate simulation tools. However, energy simulation is computationally expensive and time consuming process. These drawbacks limit opportunities for design space exploration and prevent interactive design which results in environmentally inefficient buildings. In this paper we propose Energy Model Machine (EMM) as a general and flexible approximation model for instant energy performance prediction using machine learning (ML) algorithms to facilitate design space exploration in building design process. EMM can easily be added to design tools and provide instant feedback for real-time design iterations. To demonstrate its applicability, EMM is used to estimate energy performance of a medium size office building during the design space exploration in widely used parametrically design tool as a case study. The results of this study support the feasibility of using machine learning approaches to estimate energy performance for design exploration and optimization workflows to achieve high performance buildings.
keywords Machine Learning; Artificial Neural Networks; Boosted Decision Tree; Building Energy Performance; Parametric Modeling and Design; Building Performance Optimization
series eCAADe
email mohammad.asl@autodesk.com
full text file.pdf (1,358,011 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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ascaad2016_032t12, f622, f854, 057b, a323, dc9f, acadia14projects_565af, 7491, ecaade2017_056zz, 1f60, sigradi2015_9.347w17, ce79, b9d8, 4392, cb4f, eb50, f346, 2431, fc9d, 151d, ecaade2014_182x45, b0ef, caadria2017_056z18, 749e, sigradi2014_213r7, ecaade2015_27o5, acadia14_357aw, 8f40, e39b, 10b2, cd2f, 145a, f04b, 5683, 30b2, ecaade2016_193v51, b521, 32e2, caadria2017_125a34, 397b, d0e3, fb08, 7721, acadia16_470o27, cb9c, 1889, 9b2b, c43e, 6f3b, 2a02, 76c3, feb8, f699, 0f62, ecaade2017_089z, d1c7, 3ae9, d7eb, ijac201513201k5, fc4f, 0b40, 054e, caadria2016_713s30, 8725, bfb4, e73f, acadia15_232m9, d4bb, 2369, 03be, 16a5, 43c7, 5cab, 9d64, 329f, a79d, 2b74, 68d7, 9dfa, bee8, d176, d10a, ijac201614207p11, ecaade2014_070m16, ff7e, sigradi2016_484xx, ecaade2016_168g48, 0881, caadria2015_190f28, 7d00, ijac201614101f1, ecaade2016_163d46, 7c24, ijac201412403p5, 9208, 42bc, d94e, 72e5, 459d, c260, 0462, 9301, ascaad2014_020r3, cbc2, c046, 49c3, ijac201614105g5, c181, 845d, caa4, 5ab8, a8bc, 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caadria2017_047y14, 73b0, cd1e, c10e, 679a, ecaade2017_302gg, e8a4, f63a, e4b2, c68c, c5b5, f4a5, 21f1, b022, be1f, d5c7, caadria2016_415v17, 1108, 6b2c, 0daa, b6b2, e8ed, a7a0, af00, fbd6, 4a48, b44c, ca46, 86fc, 5046, 1db4, 72e7, f7e1, eca9, ecaade2016_111m30, acadia16_460t26, 6b66, 30b4, acadia14projects_339aa, e602, e3c7, 5b84, 06a1, d499, 8ac3, ecaade2015_233g53, eb70, c834, 38fd, 083d, acadia16_54x3, 4896, 2283, ijac201614104d4, 58b3, e11a, daad, ecaade2017_jgok, 498b, 54dc, 7250, 6941, 3c83, 9f34, 743b, 318c, ascaad2014_019v2, c0d5, 9abd, 3451, cd64, caadria2016_881a38, b10b, a2ed, d430, sigradi2013_401j, bb05, acadia14_609ae, ecaade2013r_001e1, 02dc, a661, f5ce, 29a0, 918e, 23eb, 37aa, 69e4, af5b, 6afe, 71ff, ecaade2015_241r55, a12f, 024c, ab9c, ecaade2016_216w54, bcef, 1984, ascaad2016_009n4, ijac201614201l6, e06c, ijac201412401z3, 739f, sigradi2013_208m, 78e1, fc48, e680, sigradi2013_43a, b25f, ef19, 09fc, 8921, 097f, 2aa4, ecaade2015_180p38, 3986, ccc9, 3bf2, 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sigradi2016_686zz, ascaad2014_008b5, 47c9, ecaade2017_265i, ecaade2017_099uu, c06a, dfc1, bd2e, 442c, e695, 8913, ecaade2017_269ww, 3c56, sigradi2016_637u, dd26, acadia14_709al, 5a68, 994c, 391e, 7408, caadria2017_046s14, sigradi2016_595mm, 42ea, 6d16, 76ef, af3a, 5619, fedc, bb90, 4bf6, ecaade2015_229i51, a6c8, 4d14, ced1, bf0c, d0cd, d46c, 65f0, caadria2017_109b29, f166, 0b02, 72a3, d1bd, 6158, 93ff, 7e7f, sigradi2013_194f, ffda, 7400, 5d3c, bfe3, caadria2017_001c1, 8d37, acadia14projects_709an, af7e, b077, ab83, 39d8, ecaade2016_164s46, b8bb, bd01, e091, acadia14_347ak, c36e, ecaade2017_252f, df4d, acadia14projects_23x, ecaade2017_094m, 2bb7, e0b2, be60, c3ac, e469, ijac201412401x3, 717f, 1ceb, ecaade2017_172gg, de90, 66d9, caadria2017_005y2, 57a3, 8858, e0cf, 722e, sigradi2015_4.219s6, ijac201513303v10, 23e3, 214c, c206, 0a21, e1b2, 6700, 6d84, 540a, 0ae4, ecaade2017_105pp, 21dc, 61b2, 9108, 68a7, 5ad8, c18b, ecaade2017_050h, fa0a, 456d, e5b1, 4d43, aa04, caadria2016_013z1, da1a, 16f8, f846, 246a, 4cad, 0172, 15ee, 9c07, bb19, f640, 3e11, 9330, ijac201412202t1, a593, ff34, 1a06, ab76, acadia15_451j19, 2055, de3d, dfad, 211b, 4f34, aa7d, 2646, d336, 6a54, acadia14_317ac, 86de, f5a3, db44, 1fb6, 21ba, 9bcc, a2fa, 71d7, f015, 740f, 8922, ijac201513203w6, 2f03, acadia14_125ab, 4975, caadria2015_237i35, 1015, 2ea7, sigradi2016_659m, sigradi2013_326k, a4c7, 84e3, 9f56, acadia15_203h8, 2607, caadria2015_170s25, caadria2017_145h38, ecaade2017_157ff, e525, 4379, e182, 7967, caadria2017_070v22, 2b5a, f362, sigradi2016_360s, caadria2016_435j18, ecaade2014_143t32, 99d9, e5c4, b5a2, 4795, d9b5, fad6, 7174, da7c, ecaade2017_199tt, a809, fd26, ecaade2016_110d30, 446b, d825, caadria2017_051r16, 02a9, ecaade2014_089x21, 10ed, acadia14_257ab, dbbb, c94f, 6c65, ecaade2015_278t60, ecaade2015_177y37, 1a43, 07e0, e5d4, 7236, caadria2015_119d19, 0118, 27f4, 3a73, 6f49, 7b3a, 9434, f945, d75b, 3adf, b27f, sigradi2014_345n8, 7c0c, ff04, b3ee, 1329, ec8c, 993c, c16b, c0e9, 9d45, 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