Caenorhabditis elegans provides a compact neural circuit consisting of 302 neurons and simple behavioral experiments for dissecting neural code. We discuss our modeling approach based on our quantitative measurements of behavior and neural activity, and systems identification framework. We are particularly focusing on thermotaxis behavior as a simple behavioral model, yet including environmental sensing, memory, learning, and decision-making.