Spatial cognitive function is crucial for the animal’s survival. However, formation of place codes in different dimensional spaces cannot be uniformly explained. In this paper, a constrained optimization model based on information theory constructed to explain cell activity across species. The question proposed as, using limited amount neural energy, how design field obtain most efficient spati...