This is the first book devoted to the computational aspects of D-optimal matrices. The monograph presents a compendium of known algorithmic techniques used to search for D-optimal matrices of a specific type and a unique approach in searching for D-optimal matrices as combinatorial optimization problems. The application of each algorithm is illustrated with fully worked examples. New results on D-optimal matrices are also stated and proven.