Javascript must be enabled to continue!
A Real-Time Approach for Thermal Comfort Management in Electric Vehicles
View through CrossRef
The HVAC system represents the main auxiliary load in electric vehicles, but passengers’ thermal comfort expectations are always increasing. Hence, a compromise is needed between energy consumption and thermal comfort. The present paper proposes a real-time thermal comfort management strategy that adapts the thermal comfort according to the energy available for operating the HVAC system. The thermal comfort is evaluated thanks to the “Predicted Mean Vote”, representative of passenger’s thermal sensations. Based on traffic and weather predictions for a given trip, the algorithm first estimates the energy required for the traction and the energy available for thermal comfort. Then, it determines the best thermal comfort that can be provided in these energetic conditions and controls the HVAC system accordingly. The algorithm is tested for a wide variety of meteorological and traffic scenarios. Results show that the energy estimators have a good accuracy. The absolute relative error is about 1.7% for the first one (traction), and almost 4.1% for the second one (thermal comfort). The effectiveness of the proposed thermal comfort management strategy is assessed by comparing it to an off-line optimal control approach based on dynamic programming. Simulation results show that the proposed approach is near-optimal, with a slight increase of discomfort by only 3%.
Title: A Real-Time Approach for Thermal Comfort Management in Electric Vehicles
Description:
The HVAC system represents the main auxiliary load in electric vehicles, but passengers’ thermal comfort expectations are always increasing.
Hence, a compromise is needed between energy consumption and thermal comfort.
The present paper proposes a real-time thermal comfort management strategy that adapts the thermal comfort according to the energy available for operating the HVAC system.
The thermal comfort is evaluated thanks to the “Predicted Mean Vote”, representative of passenger’s thermal sensations.
Based on traffic and weather predictions for a given trip, the algorithm first estimates the energy required for the traction and the energy available for thermal comfort.
Then, it determines the best thermal comfort that can be provided in these energetic conditions and controls the HVAC system accordingly.
The algorithm is tested for a wide variety of meteorological and traffic scenarios.
Results show that the energy estimators have a good accuracy.
The absolute relative error is about 1.
7% for the first one (traction), and almost 4.
1% for the second one (thermal comfort).
The effectiveness of the proposed thermal comfort management strategy is assessed by comparing it to an off-line optimal control approach based on dynamic programming.
Simulation results show that the proposed approach is near-optimal, with a slight increase of discomfort by only 3%.
Related Results
SOCIALIZATION OF THERMAL COMFORT STANDARDS AT SMKN 4 SOUTH TANGERANG
SOCIALIZATION OF THERMAL COMFORT STANDARDS AT SMKN 4 SOUTH TANGERANG
Vocational High School (SMK) is a formal education unit that provides education that prepares students to work in specific fields. Students can continue their vocational education ...
THE EFFECT OF THERMAL COMFORT ON THE HEALTH OF OCCUPANTS AT CITRA GRAHA HOUSING
THE EFFECT OF THERMAL COMFORT ON THE HEALTH OF OCCUPANTS AT CITRA GRAHA HOUSING
Humans mostly spend much time indoors, which is residential houses, so it is necessary to pay attention to thermal comfort because thermal comfort is closely related to health. Sim...
Optimal Management of Thermal Comfort and Driving Range in Electric Vehicles
Optimal Management of Thermal Comfort and Driving Range in Electric Vehicles
The HVAC system represents the main auxiliary load in battery-powered electric vehicles (BEVs) and requires efficient control approaches that balance energy saving and thermal comf...
Will Russian resources “drive” electric vehicles? Part 1
Will Russian resources “drive” electric vehicles? Part 1
Introduction (problem statement and relevance). In recent years, electric vehicles sharply gained extra attention as an alternative to internal combustion engine (ICE) vehicles. Th...
Occupancy Comfort Evaluation in Green Building Rating Tools in Malaysia: A Comparative Review
Occupancy Comfort Evaluation in Green Building Rating Tools in Malaysia: A Comparative Review
Passive design strategy is the approach that maximizing utilization of natural resources to achieve occupancy comfort which covers the thermal comfort, visual comfort and acoustic ...
Near-Surface Properties of Europa Constrained by the Galileo PPR Measurements
Near-Surface Properties of Europa Constrained by the Galileo PPR Measurements
NASA's Europa Clipper mission will characterize the current and recent surface activity of the icy-moon Europa through a wide range of remote sensing observations. In particular, t...
KONSEP DESAIN KENDARAAN LISTRIK RODA TIGA RAMAH LINGKUNGAN
KONSEP DESAIN KENDARAAN LISTRIK RODA TIGA RAMAH LINGKUNGAN
Dalam penelitian  ini dirancang sebuah kendaraan listrik roda tiga dengan menggunakan metode VDI (Verein Duetscher Ingeniure). Perancangan kendaraan listrik ini terfokus pada desa...
Enhanced Thermal Comfort Prediction Model by Addressing Outliers and Data Imbalance
Enhanced Thermal Comfort Prediction Model by Addressing Outliers and Data Imbalance
The relationship between individuals and their thermal environment is pivotal not only for comfort but also for health and productivity. Thermal comfort, as defined by ASHRAE, refl...

