Building Environment Analysis based on Temperature and Humidity for Smart Energy Systems
نویسندگان
چکیده
In this paper, we propose a new HVAC (heating, ventilation, and air conditioning) control strategy as part of the smart energy system that can balance occupant comfort against building energy consumption using ubiquitous sensing and machine learning technology. We have developed ZigBee-based wireless sensor nodes and collected realistic temperature and humidity data during one month from a laboratory environment. With the collected data, we have established a building environment model using machine learning algorithms, which can be used to assess occupant comfort level. We expect the proposed HVAC control strategy will be able to provide occupants with a consistently comfortable working or home environment.
منابع مشابه
A ZigBee-based Building Energy and Environment Monitoring System Integrated with Campus GIS
In this paper, the design and development of a Building Energy and Environment Monitoring System (BEEMS) for smart campus applications is proposed. The system is implemented based on distributed sensor nodes using ZigBee technology, which empowers the collection and monitoring of various types of measurements that reflect the energy consumption and environmental status of buildings. These param...
متن کاملبهینهسازی مصرف انرژی در یک ساختمان اداری مجهز به سیستم مدیریت هوشمند
Office buildings in the construction sector are the largest consumer of energy. So providing solutions for energy efficiency, improving performance and correcting the operation pattern can reduce energy consumption and improve occupants comfort in these buildings. Using Design builder and CFD simulation software and recording devices, the study has analyzed the environment quality parameters (t...
متن کاملA Fuzzy Multi-Objective Optimization Model for Production and Consumption Management in Energy Micro Smart Grids
Electricity is one of the most important carriers of energy used in buildings. By introducing energy smart grids (SG) and energy micro smart grids (MSGs) alongside smart buildings, a good platform has been provided for optimal planning of electricity production and consumption. In this paper, an MSG consists of renewable resources, diesel generators and cell batteries in bidirectional connectio...
متن کاملDesigning Fuzzy Controller for Air Conditioning Systems in order to Save Energy Consumption and Provide Optimal Conditions in Closed Environments (Indoors)
Today air conditioning systems have been considered by all people as one of welfarerequirements in buildings and closed environments. Since a considerable part of energy lossoccurs in ordinary modern systems, new strategies and solutions are developed in the field inorder to save amount of energy consumption and observe environmental considerations. Fuzzycontrol is one of these methods which pr...
متن کاملAnalysis of Building Envelope Insulation Performance Utilizing Integrated Temperature and Humidity Sensors
A major cause of high energy consumption for air conditioning in indoor spaces is the thermal storage characteristics of a building's envelope concrete material; therefore, the physiological signals (temperature and humidity) within concrete structures are an important reference for building energy management. The current approach to measuring temperature and humidity within concrete structures...
متن کامل