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| 1 | Autoregressive neural networks with exogenous variables for indoor temperature prediction in buildings显示文摘Thermal models of buildings are helpful to forecast their energy use and to enhance the control of their mechanical systems.However,these models are building-specific and require a tedious,error-prone and time-consuming development effort relying on skilled building energy modelers.Compared to white-box and gray-box models,data-driven(black-box)models require less development time and a minimal amount of information about the building characteristics.In this paper,autoregressive neural network models are compared to gray-box and black-box linear models to simulate indoor temperatures.These models are trained,validated and compared to actual experimental data obtained for an existing commercial building in Montreal(QC,Canada)equipped with roof top units for air conditioning.Results show that neural networks mimic more accurately the thermal behavior of the building when limited information is available,compared to gray-box and black-box linear models.The gray-box model does not perform adequately due to its under-parameterized nature,while the linear models cannot capture non-linear phenomena such as radiative heat transfer and occupancy.Therefore,the neural network models outperform the alternative models in the presented application,reaching a coefficient of determination R2 up to 0.824 and a root mean square error down to 1.11℃,including the error propagation over time for a 1-week period with a 5-minute time-step.When considering a 50-hour time horizon,the best neural networks reach a much lower root mean square error of around 0.6℃,which is suitable for applications such as model predictive control. | Benoit Delcroix Jérôme Le Ny Michel Bernier Muhammad Azam Bingrui Qu Jean-Simon Venne | 2021 | Building Simulation2021，14，1： | 3 |
| 2 | Sulfide controls on mercury speciation and the bioavailability in sediment pore waters显示文摘 | BENOIT J M GILMOUR C C MASON R P | 1999 | Environmental Science & Technology1999，33，： | 1 |
| 3 | Freeze-drying effects on wet and dry soil aggregate stability显示文摘 | Staricka J A Benoit G R | 1995 | Soil Science Society of America Journal1995，59，： | 1 |
| 4 | Runoff and soil erosion during spring thaw in the northern US Corn Belt显示文摘 | Sharratt B S Lindstrom M J Benoit G R | 2000 | Journal of Soil and Water Conservation2000，55，4： | 1 |
| 5 | Blind pinning of dis-placed supracondylar fracture of the humerus in children six-teen years exerience with tong-term follow-up显示文摘 | FLYNN J C MATTHEWS J G BENOIT R L | 1974 | J Bone Joint Surg AM1974，56，2： | 1 |
| 6 | Blind pinning of displaced supracondylar facture of the humerus in children sixteen years exerience with tong-term follow-up显示文摘 | FLYNN J C MATTHEWS J G BENOIT R L | 1974 | J Bone Joint Surg AM1974，56，2： | 1 |
| 7 | Blind pinning of displaced supracondylar fractures of the humerus in children: sixteen years experience with long-term follow-up显示文摘 | Flynm J C Matthems J C Benoit R L | 1974 | J Bone joint Surg1974，56，2： | 1 |
| 8 | Blind pinning of displaced supracondylar fractures of the humerus in children: sixteen years experience with long-tenn follow-up 显示文摘 | Flynn J C Matthews J G Benoit R L | 1974 | J Bone Joint Surg Am1974，56，2： | 1 |
| 9 | West wind climate simulation of the mountainous Yukon 显示文摘 | PINARD J P BENOIT R YU W A | 2005 | Atmosphere-Ocean2005，43，3： | 1 |
| 10 | Mean light intensity--a useful concept in correlating growth rates of dense cultures of microalgae显示文摘 | Rabe A E Benoit R J | 1962 | Biotechnol Bioeng1962，4，： | 1 |
| 11 | Blind Pinning of Displaced Supracondylar Fractures of the Humerus in Children显示文摘 | FLYNN J C MATTEWS J G BENOIT R L | 1974 | J Bone Joint Surg Am1974，56，： | 1 |
| 12 | Blind pinning of displaced supracondylar fractures of the humerus in children: sixteen years' experience with long-termfollow-up显示文摘 | Flynn J C Matt hews J G Benoit R L | 1974 | J Bone Joint Surg Am1974，56，2： | 1 |
| 13 | A finite-element model of the atmospheric boundary layer suitable for use with numerical weather prediction显示文摘 | Mailhot J Benoit R | 1982 | J Atmos Sci1982，39，10： | 1 |
| 14 | Behavior of mercury in the Patuxent River estuary显示文摘 | Benoit J M Gilmour C C Mason R P | 1998 | Biogeochernistry1998，40，23： | 1 |
| 15 | A neural mechanism mediating the impact of episodic prospection on farsighted decisions显示文摘 | BENOIT R G GILBERT S J BURGESS P W | 2011 | Journal of Neuroscience2011，，18： | 1 |
| 16 | Runoff and soil erosion during spring thaw in the northern US corn belt显示文摘 | SHARRATT B S LINDSTROM M J BENOIT G R | | 0，，04： | 1 |
| 17 | Freeze-drying effect on wet and dry soil aggregate stability显示文摘 | STARICKA J A BENOIT G R | 1995 | Soil Sci Soc Am J1995，59，： | 1 |
| 18 | An adaptive accuracy-based a posteriori error estimator 显示文摘 | GROSSE I R KATRAGADDA P BENOIT J | 1992 | Finite Elements in Analysis and Design1992，12，： | 1 |
| 19 | Idiopathic osteoneerosis of the hip in twins显示文摘 | NOBILLOT R LE PARC J M BENOIT J | 1994 | Ann Rheum Dis1994，53，10： | 1 |
| 20 | Hospitalized patients with2009H1N1influenza in the United States,April-June2009显示文摘 | Jain S Kamimoto L Bramley AM Schmitz AM Benoit SR Louie J Sugerman DE Druckenmiller JK Ritger KA Chugh R Jasuja S Deutscher M Chen S Walker JD Duchin JS Lett S Soliva S Wells EV Swerdlow D Uyeki TM Fiore AE Olsen SJ Fry AM Bridges CB Finelli L 2009Pandemic Influenza A(H1N1)Virus Hospitalizations Investigation Team | 2009 | N Engl J Med2009，361，20： | 1 |
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