Algorithm engineering, combinatorial and continuous optimization, approximate, randomized, derandomized algorithms for large graphs. Applications to parameter optimization for marine biogeochemical models, stochastic optimization in resource management and fisheries, graph algorithms for genome assembly of marine species.