The cellular neural network (CNN) method is applied to solve the Pennes bio
heat transfer equation, and its feasibility is demonstrated. Numerical solu
tions were obtained for a cellular neural network for a two-dimensional ste
ady-state temperature field obtained from focused and unfocused ultrasound
heat sources Transient-state temperature fields were also studied and compa
red with experimental results obtained elsewhere. The cellular neural netwo
rks' key features of asynchronous parallel processing, continuous-time dyna
mics and local interaction enable real-time temperature field estimation fo
r clinical hyperthermia.