Ecological Knowledge Formation Through Ocean Robotics

Robotic encounters with marine environments can expand scientific observation while changing the conditions under which ecological phenomena are observed. Their epistemic value depends on instrument design, sampling histories, ecological response, and institutional authority. This exploratory paper investigates ecological knowledge formation through oceanic robotics using a provisional generative-relational (GR) vocabulary. It distinguishes questions concerning ecological reality, causally consequential relations, and situated manifestations without asserting a comprehensive ontology. The inquiry develops connected accounts of ecological generativity and material finitude, nonhuman interests, procedural justice, marine nomos, and the circulation of knowledge and heterogeneous value. Eleven topic-specific engineering reviews examine robotic platforms, biologically informed morphology, hydrodynamics, control, perception, navigation, communication, manipulation, materials, reliability, heterogeneous teams, and adaptive scientific observation. Conditional models and comparative designs examine uncertainty, ecological exposure, sampling bias, bounded robotic capability, resource constraints, and the limits of inference between contexts. The paper differentiates instrument measurements from warranted ecological interpretations; observed behavioral responses from welfare or population effects; and technical feasibility from ecological acceptability and lawful authorization. Habitat recovery, sediment transport, decommissioning, and lifecycle burdens are treated as context-dependent questions rather than consequences that can be inferred from engineering performance. Proposed tests compare GR-informed provenance and decision records with competent conventional workflows, including FAIR-, CARE-, and PROV-informed approaches, and specify results that would weaken the proposed framework. A staged research agenda addresses relational ecological epistemology, embodied robotics, organism and habitat responses, institutional practice, and integrated validation. The manuscript offers an interdisciplinary synthesis and a criticizable research programme. It reports no original marine deployment, animal experiment, completed ecological impact assessment, or site-specific legal determination.