Thanks first goes to my family and friends for their support and willingness to entertain hours of conversation about robot boats and marine methane. I especially wish to acknowledge my parents for the freedom they provided me throughout my life to explore my interests, ultimately enabling me to become the independent (and quirky) person I am today. I also sincerely thank my partner, Bill, for his enthusiasm about my work, ability to engage in thoughtful conversations about robotics, and his enduring ability to make me laugh when the going gets tough. To my advisers, Anna Michel and Nicholas Roy, I extend sincere gratitude for their mentorship and insight throughout my work. I recognize the fortune I have to work with two incredible professionals in two unique fields, and the opportunities for field work and learning this has afforded. Additionally, working with their labs, WHOI DSL Michel Lab and MIT CSAIL RRG, has been a pleasure. Being surrounded by thoughtful and creative minds everyday is a privilege; and I'm especially thankful to count these individuals among my friends. I particularly thank my research collaborators Dr.Cara Manning, Dr.David Nicholson, Dr.Yogesh Girdhar, Genevieve Flaspohler, and Kevin Manganini for their insight, patience, support, and positive attitudes throughout our work together. They have taught me so much about how to be a good scientist, engineer, and communicator. As I hit this milestone on my way towards earning a PhD, I look forward to what the future has in store. I would like to dedicate this thesis to my parents, Matthew and Elizabeth Preston, to whom I owe my intellectual curiosity, confidence, and perseverance.