Developments in the Built Environment · 2020 · 70 citations · 46 references
ArchitectureArchitectural EngineeringBuilding ScienceClimate-responsive DesignIndoor Environmental QualityThermal ComfortBuilding Thermal PerformanceHvac System DesignIndoor Environmental ConditionsIndoor Thermal EnvironmentOccupant ComfortThermal Comfort DesignAdaptive ComfortAdaptive Comfort AnalysisAdaptive Comfort ModelsAdaptive Thermal Comfort ModelComfort MetricsIndoor Thermal ComfortThermal Comfort AdaptationThermal Comfort Voting
The typical method for comfort analysis is the Predicted Mean Vote and Predicted Percentage Dissatisfied (PMV-PPD). However, they present limitations in accommodating the comfort of a disabled and elder group of people, which are the most vulnerable to climate change and energy poverty. The adaptive method can give flexibility and personalisation needed to overcome the problem due to the variability of the people’s metabolism, historical and behavioural preferences. Investments to upgrade the indoor environmental quality and building design can then be effectively used and, for the first time, it will be possible to tailor the solutions for these particular groups of people. The adaptive approach uses Artificial Intelligence (AI), where it can introduce the imperfect learning process. Overcoming this, instead of going further for the Explainable AI, the PMV–PPD approach can be used for the learning validation and verification needed for the adaptive setting point and standards.
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Neil E. Klepeis, William Nelson, Wayne R. Ott et al. · Journal of Exposure Science & Environmental Epidemiology · 2001 · 4.7K citations · Full text