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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 | Stability of fruit quality traits in diverse watermelon cultivars tested in multiple environments显示文摘Lycopene is a naturally occurring red carotenoid compound that is found in watermelon.Lycopene has antioxidant properties.Lycopene content,sugar content and hollowheart resistance are subject to significant genotype×environment interaction(G×E),which makes breeding for these fruit quality traits difficult.The objectives of this study were to(i)evaluate the influence of years and locations on lycopene content,sugar content and hollowheart resistance for a set of watermelon genotypes,and(ii)identify genotypes with high stability for lycopene,sugar,and hollowheart resistance.A diverse set of 40 genotypes was tested over 3 years and 8 locations across the southern United States in replicated,multi-harvest trials.Lycopene was tested in a subset of 10 genotypes.Data were analyzed using univariate and multivariate stability statistics(BLUP-GGE biplot)using SASGxE and RGxE programs.There were strong effects of environment as well as G×E interaction on watermelon quality traits.On the basis of stability measures,genotypes were classified as stable or unstable for each quality trait.'Crimson Sweet'is an inbred line with high quality trait performance as well as trait stability.'Stone Mountain','Tom Watson','Crimson Sweet'and'Minilee'were among the best genotypes for lycopene content,sugar content and hollowheart resistance.We developed a stability chart based on marketable yield and average ranking generated from different stability measures for yield attributes and quality traits.The chart will assist in choosing parents for improvement of watermelon cultivars.See http://gffzz783b6e01a04243c3hvvkpfqqwpkkx66xv.ffgz.tsg.suse.edu.cn/cucurbit/wmelon/wmelonmain.html. | Mahendra Dia Todd C Wehner Penelope Perkins-Veazie Richard Hassell Daniel S Price George E Boyhan Stephen M Olson Stephen R King Angela R Davis Gregory E Tolla Jerome Bernier Benito Juarez | 2016 | Horticulture Research2016，3，1： | 2 |
| 3 | Uncertainty in the design length calculation for vertical ground heat exchangers 显示文摘 | BERNIER M A DAVID R | 2002 | ASHRAE Trans2002，108，1： | 1 |
| 4 | Breeding upland rice for drought resistance 显示文摘 | Bernier J Atlin G N Serraj R | 2008 | Journal of the Science of Food and Agriculture2008，88，： | 1 |
| 5 | Is there a ' regressive phenotype' of Autism Spectrum Disorder associated with the measles-mumps-rubella vaccine? A CPEA Study显示文摘 | Richler J Luyster R Risi S Hsu WL Dawson G Bernier R | 2006 | J Autism Dev Disord2006，36，3： | 1 |
| 6 | Antagonistic effect between Bacillus subtilis and wood staining fungi 显示文摘 | Bernier R Desrochers J M Juraserk L | 1986 | Journal of the Institu- te Wood Science1986，10，5： | 1 |
| 7 | Application of carbon nanotubes as supports in heterogeneous catalysis显示文摘 | COUSTEL N COQ B KUMBHAR P S DUTARTRE R GENESTE P BERNIER P AJAYAN P M | 1994 | J Am Chem Soc1994，116，17： | 1 |
| 8 | A fast and accurate facedetector based on neural networks 显示文摘 | FERAUD R BERNIER O J | 2001 | IEEE Transac-tions on Pattern Analysis and Machine Intelligence2001，23，1： | 1 |
| 9 | Chemical analysis of human skin emanations : comparison of volatiles from humans that differ in attraction Aedes Aegypti( Diptera: Culicidae) 显示文摘 | BERNIER U R KLINE D L SCHRECK C E | 2002 | Journal of the American Mosquito Control Association2002，18，3： | 1 |
| 10 | Effects of Exercise and Conditioning on Clotting and Fibrinolytic Activity in Men显示文摘 | FERGUSON E W BERNIER L L BANTA G R | 1987 | J Appl Physiol1987，62，4： | 1 |
| 11 | Carbon isotope fractionation in phospholipid fatty acid biomarkers of bacteria native to an acid mine drainage lake显示文摘 | Cowie B R Slater G F Bernier L | | 0，，09： | 1 |
| 12 | 查看详情显示文摘 | Bernier M Faucher D Vallee R Saliminia A Androz G Sheng Y Chin S L | | 0，，： | 1 |
| 13 | Second-order Bragg gratings in single-mode chalcogenide fibres显示文摘 | Bernier M Asatryan K Vallée R | 2011 | Quantum Electronics2011，41，5： | 1 |
| 14 | Salsalate improves glycemia and inflammatory parameters in obese young adults 显示文摘 | Fleischman A Shoelson SE Bernier R | 2008 | Diabetes Care2008，31，2： | 1 |
| 15 | Nuclear factors interact with a soybean beta-conglycinin enhancer显示文摘 | Alien R D Bernier F Lessard P A | 1989 | Plant Cell1989，1，： | 1 |
| 16 | Neurobiological correlates of social functioning in autism 显示文摘 | Neuhaus E Beauchaine TP Bernier R | 2010 | Clin Psychol Rev2010，30，6： | 1 |
| 17 | Effects of overnight sleep re- striction on brain chemistry and mood in women with tmipolar depression and healthy controls显示文摘 | Bernier D Barthxa R Devarajan S | 2009 | Psychiatry Neurosci2009，34，5： | 1 |
| 18 | Characteristics of phosphate solubilization by an isolate of a tropical penicillium rugulosum and two UV-induced mutants显示文摘 | Reyes I Bernier L Simard R R | | 0，，03： | 1 |
| 19 | Neurobiological correlates of social functioning in autism 显示文摘 | Neuhaus E Beauehaine TP Bernier R | 2010 | Clin Psyehol Rev2010，30，6： | 1 |
| 20 | Appetite-suppressing effects of urotensin I and corticotropin-releasing hormone in goldfish (Carassius auratus)显示文摘 | Bernier N J Peter R E | 2001 | Hormones and Behaviour2001，73，： | 1 |
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