|
|
|
题名
|
作者
|
年代
|
出处
|
被引量
|
| 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 | Porphyrin Binding to Quadruplexed T4G4显示文摘 | Anantha N V Azam M Sheardy R D | 1998 | Biochemistry1998，37，9： | 1 |
| 3 | Two-dimensional gel electrophoresis : recent advances in sample preparation,detection and quantitation显示文摘 | Kathryn SL Azam R Paul D | 2001 | Curr Opin Chem Biol2001，6，1： | 1 |
| 4 | Brain ischemia and reperfusion activates the eukaryotic initiation factor 2 alpha kinase,PERK显示文摘 | Kumar R Azam S Sullivan J M | 2001 | J Neurochem2001，77，5： | 1 |
| 5 | Mechanisms of autoinhibition and STI-571/Imatinib resistance revealed by mutagenesis of Bcr-Abl显示文摘 | Mohammad Azam Robert R Latek Q Daley | 2003 | Article Cell2003，112，： | 1 |
| 6 | Multivalued Fixed Point Results in Cone Metric Spaces 显示文摘 | MEHMOOD N AZAM A KOCINAC L D R | 2015 | Topology and its Applications2015，179，： | 1 |
| 7 | The Impact of Social Capital on Quality of Life: Evidence from Malaysia European 显示文摘 | Roslan A H Ismail R Nor Azam A R | 2010 | Journal of Eco- nomics Finance and Administrative Sciences2010，22，11： | 1 |
| 8 | Congenital macredactyly:a clinical study显示文摘 | Sherwani R Azam Q | 2005 | Acta Orthop Belg2005，71，4： | 1 |
| 9 | Tailings dam failures:a review of the last one hundred years 显示文摘 | Azam S Li Q R | 2010 | Geotechnical News2010，28，4： | 1 |
| 10 | Porphyrin binding to quadruplexed T4G4显示文摘 | Anantha N V Azam M Sheardy R D | 1998 | Biochemistry1998，37，9： | 1 |
| 11 | Antiamoebic coumarins from the root bark of Adina cordifolia and their new thiosemicarbazone de- rivatives 显示文摘 | Iqbal P F Bhat A R Azam A | 2009 | Enr J Med Chem2009，44，5： | 1 |
| 12 | Antiamoebic Coumarins from the Root Bark of Adina cordifolia and Their New Thiosemiearbazone Derivatives显示文摘 | IQBAL P F BHAT A R AZAM A | 2001 | J Med Chem2001，44，： | 1 |
| 13 | Trace element analysis of uranium of soil and plant samples using fission track registration technique 显示文摘 | Azam A Prasad R | 1989 | Journal of Radioanalytieal and Nuclear Chemistry1989，133，2： | 1 |
| 14 | Kinetics and equi- libria of synthesized anionic surfactant onto berea sand- stone显示文摘 | Azam M R Tan I M Ismail L | 2014 | Journal of Dispersion Science and Technology2014，35，2： | 1 |
| 15 | Two-dimensional gel electrophoresis:Recent advances in sample preparation, detection and quantitation显示文摘 | Kathryn SL Azam R Paul D | 2001 | Curr Opin Chem Biol2001，6，1： | 1 |
| 16 | Ferrocene-based guanidine derivatives;In vitro antimi- crobial,DNA binding and docking supported urease inhi- bition studies显示文摘 | GUL R RAUF M K BADSHAH A AZAM S S | 2014 | European Journal of Medicinal Chem- istry2014，85，： | 1 |
| 17 | Growth of Vibrio cholerae O1 in red tide waters off california显示文摘 | Mouri?o-Pérez R R Worden A Z Azam F | 2003 | Appl Environ Microbiol2003，69，69： | 1 |
| 18 | Congenital macrodactyly:a clinical study显示文摘 | Syed A Sherwani R Azam Q | | 0，，： | 1 |
| 19 | Bispyrazolines:synthesis,characterization and antiamoebic activity as inhibitors of growth of Entamoebahistolytica显示文摘 | Bhat A R Athar F Azam A | | 0，，： | 1 |
| 20 | Congenital macrodactyly : a clini- cal study显示文摘 | Syed A Sherwani R Azam Q | 2005 | Acta Orthop Belg2005，4，： | 1 |
您所在的机构暂未开通此部分的功能，请联系管理员