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This paper presents a methodology for the development and implementation of Model Predictive Control (MPC) in institutional buildings. This methodology relies on Artificial Intelligence (AI) for model development. An appropriate control-oriented model is a critical component in MPC; model development is no easy task, and it often requires significant technical expertise, effort and time, along with a substantial amount of information. AI techniques enable rapid development and calibration of...
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Our planet is changing, and as with any drastic upheaval to patients' surroundings, global environmental changes affect individual health. Climate change is a major threat to ecosystems and the wellbeing of current and future generations of people. From wildfire-related evacuation of hospitals to the spread of Lyme disease and heat-related deaths and injuries, the health effects of climate change are becoming increasingly clear in Canada.1Howard C Buse C Rose C MacNeill A Parkes M The Lancet...
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Climate models imply that by 2100 atmospheric CO2 levels could exceed 900 ppm. At these levels, subscribing to current ventilation rates would lead to indoor CO2 levels ≥1,400 ppm, possibly impacting our physiology and other responses. We ran a randomized, within-subject study with 15 participants to examine the physiological effects of 2,5 hour exposure to three CO2 levels: 900 ppm, 1450 ppm (reduced ventilation), and 1450 ppm (pure CO2 added, ventilation same as 900 ppm). End-tidal CO2 and...
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Abstract Catchment scale conceptual hydrological models apply calibration parameters entirely based on observed historical data in the climate change impact assessment. The study used the most advanced machine learning algorithms based on Ensemble Regression and Random Forest models to develop dynamically calibrated factors which can form as a basis for the analysis of hydrological responses under climate change. The Random Forest algorithm was identified as a robust method to model the...
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Barisal division, a coastal region of Bangladesh, is one of the most vulnerable zones in terms of climate-induced disasters, where the children, women, and young people are at high risk. Disaster Risk Reduction (DRR) and Climate Change Adaptation (CCA) training programs for children and youth usually aim to change the way of thinking and action, which can make the future generations or the communities more resilient. Trainings can help to improve skills, knowledge, and capacities to manage...
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Barisal division, a coastal region of Bangladesh, is one of the most vulnerable zones in terms of climate-induced disasters, where the children, women, and young people are at high risk. Disaster Risk Reduction (DRR) and Climate Change Adaptation (CCA) training programs for children and youth usually aim to change the way of thinking and action, which can make the future generations or the communities more resilient. Trainings can help to improve skills, knowledge, and capacities to manage...
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Providing a thermally comfortable environment is considered to be an essential requirement for effective learning in classrooms. Providing thermal comfort by using active but energy intensive environment control systems is not sustainable in a vast country like India. Though national building codes provide some specifications for classrooms, it is not known whether adherence to these standards ensures thermal comfort in a sustainable manner. This paper presents results obtained from a...
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