M. Ueda et al., AN AUTOMOBILE HEATING, VENTILATING AND AIR-CONDITIONING (HVAC) SYSTEMWITH A NEURAL-NETWORK FOR CONTROLLING THE THERMAL SENSATIONS FELT BY A PASSENGER, JSME international journal. Series B, fluids and thermal engineering, 40(3), 1997, pp. 469-477
The purpose of this study is to develop a heating, ventilating and air
conditioning (HVAC) system for automobiles which can control the inte
rior environment according to thermal sensations felt by humans and to
evaluate the effectiveness of this HVAC system. The facial skin tempe
rature of a passenger was estimated from environmental information, th
at is air temperature, wind velocity, etc., with a neural network, and
the thermal sensation felt by the passenger was calculated from the f
acial skin temperature. Thus, this HVAC system can estimate the therma
l sensation level without the direct measurement of passenger's skin t
emperature. The passenger's facial skin temperatures calculated by the
neural network were stored in a memory IC, and the memory IC was buil
t into the automobile. When the NN was used for retrieving the facial
skin temperature of a passenger, the stored result was provided by the
memory IC. This HVAC system was capable of controlling the interior e
nvironment according to the thermal sensation of the passenger, thus m
aintaining the passenger's level of comfort. The passenger was more co
mfortable with our HVAC system than with the conventional automobile a
ir conditioner, in particular, just after the passenger gets into the
automobile. When driving the automobile on the road, this HVAC system
also controls the interior environment to maintain the comfort level o
f the passenger.