This work studies how to estimate the mean-field density of large-scale systems in a distributed manner. Such problems are motivated by recent swarm control technique that uses approximations represent collective effect swarm, wherein (especially its gradient) is usually used feedback design. In first part, we formulate estimation problem as filtering associated partial differential equation (P...