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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 | Recently published papers:clunk-click every trip,smile,but don't stop for a drink on the way显示文摘 | Stacey J Venn R | 2004 | Critical Care2004，，6： | 1 |
| 3 | Pathophysiology andclinical implications of perioperative fluid excess显示文摘 | Mitchell G Hucker T Venn R | 2003 | Br JAnaesttu2003，90，3： | 1 |
| 4 | Preliminary UK experience of dexmedetomidine,a novel agent for postoperative sedation in the intensive care unit显示文摘 | Venn RM Bradshaw CJ Spencer R | 1999 | Anaesthesia1999，54，： | 1 |
| 5 | Comparison between dexmedetomidine and propofol for sedation in the intensive care unit: patient and clinician perceptions 显示文摘 | VENN R M GROUNDS R M | 2001 | Br J Anaesth2001，87，5： | 1 |
| 6 | AlphaLISA immunoassays:the no-wash alternative to ELISAs for research and drug discovery显示文摘 | Beaudet L Rodriguez-Suarez R Venne MH | | 0，，12： | 1 |
| 7 | Pelvic fracture injuries of the female urethra显示文摘 | Venn SN Greenwell TJ Mundy A R | 1999 | BJU Int1999，83，： | 1 |
| 8 | Possible food economies:a methodological framework for exploring food production-consumption relationships显示文摘 | Holloway L Kneafsey M Venn L Cox R Dowler E.and Tuomainen H | | 0，，： | 1 |
| 9 | Pharmacokinetics ofdexmedetomidine infusions for sedation of postoperative patientsrequiring intensive caret 显示文摘 | Venn R M Karol M D Grounds R M | 2002 | Br J Anaesth2002，88，5： | 1 |
| 10 | Prelimi- nary UK experience of dexmedetomidine, a novel agent for postoperative sedation in the intensive care unit显示文摘 | VENN R M BRADSHAW C J SPENCER R | 1999 | Anaesthe- sia1999，54，12： | 1 |
| 11 | Lung cancer and cryp-togenic fibrosing alveolitis : a population-based cohort study显示文摘 | Hubbard R Venn A Lewis S | 2000 | Am J Respir Crit Care Med2000，161，1： | 1 |
| 12 | Comparison between dex-medetomidine and propofol for sedation in the intensive care unit:patient and clinician perceptions显示文摘 | VENN R M GROUNDS R M | 2001 | Br J Anaesth2001，87，5： | 1 |
| 13 | Molecularly imprinted polymers for the determination of a pharmaceutical development compound in plasma using 96-well MISPE technology显示文摘 | Chassaing C Stokes J Venn R F | 2004 | J Chromatogr B2004，804，1： | 1 |
| 14 | Pre-liminary UK experience of dexmedetomidine,a novel agent for postoperative sedation in the intensive care unit显示文摘 | VENN R M BRADSHAW C J SPENCER R | 1999 | Anaesthesia1999，54，12： | 1 |
| 15 | Anesthesia and e lectroconvulsive therapy:a retrospective study comparing etomidate and propofol显示文摘 | Patel A S Gorst-Unsworth C Venn R M | 2006 | J ECT2006，22，3： | 1 |
| 16 | Lung cancer and cryptogenic fibrosing alveolitis 显示文摘 | Hubbard R Venn A Lewis S | 2000 | Am J Respir Crit Care Med2000，161，1： | 1 |
| 17 | Preliminary UK experience of dexmedetomidine, a novel agent for postoperative sedation in the intensive care unit 显示文摘 | Venn RM Bradshaw C J Spencer R | 1999 | Anaesthesia1999，54，： | 1 |
| 18 | Preliminary UK experience of dexmedetomidine, a novel agent for postoperative sedation in the intensive care unit显示文摘 | VENN RM BRADSHAW CJ SPENCER R | 1999 | Anesthesia1999，54，12： | 1 |
| 19 | Respiratory effects of dexmedetomidine in the surgical subject requiring intensive care 显示文摘 | Venn R M Hell J Grounds R M | 2000 | Crit Care Med2000，4，5： | 1 |
| 20 | Preliminary UK experience of dexmedetomidine, a novel agent for postoperative sedation in the intensive care unit 显示文摘 | Venn R Bradshaw C Spencer R | 1999 | Anaemhesia1999，54，12： | 1 |
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