The importance of autonomous marine vehicles is increasing in a wide range ocean science and engineering applications. Multi-objective optimization, where trade-offs between multiple conflicting objectives are achieved (such as minimizing expected mission time, energy consumption, environmental harvesting), crucial for planning optimal routes stochastic dynamic environments. We develop multi-ob...