"Exploring Unknown Environments" Susane Albers, Monika Rauch Henzinger Note #1997-014. 30 pages. We consider exploration problems where a robot has to construct a complete map of an unknown environment. We assume that the environment is modeled by a directed, strongly connected graph. The robot's task is to visit all nodes and edges of the graph using the minimum number R of edge traversals. Koutsoupias gave a lower bound for R of Omega(d^2 m), and Deng and Papadimitriou showed an upper bound of d^{O(d)} m, where m is the number edges in the graph and d is the minimum number of edges that have to be added to make the graph Eulerian. We give the first sub-exponential algorithm for this exploration problem, which achieves an upper bound of d^{O(log d)} m. We also show a matching lower bound of d^{Omega(log d)}m for our algorithm. Additionally, we give lower bounds of 2^{Omega(d)}m, resp. d^{Omega(log d)}m for various other natural exploration algorithms.