An energy landscape approach to locomotor transitions in complex 3D terrain

Abstract

Effective locomotion in nature happens by transitioning across multiple modes (e.g., walk, run, climb). Despite this, far more mechanistic understanding of terrestrial locomotion has been on how to generate and stabilize around near-steady-state movement in a single mode. We still know little about how locomotor transitions emerge from physical interaction with complex terrain. Consequently, robots largely rely on geometric maps to avoid obstacles, not traverse them. Recent studies revealed that locomotor transitions in complex 3-D terrain occur probabilistically via multiple pathways. Here, we show that an energy landscape approach elucidates the underlying physical principles. We discovered that locomotor transitions of animals and robots self-propelled through complex 3-D terrain correspond to barrier-crossing transitions on a potential energy landscape. Locomotor modes are attracted to landscape basins separated by potential energy barriers. Kinetic energy fluctuation from oscillatory self-propulsion helps the system stochastically escape from one basin and reach another to make transitions. Escape is more likely towards lower barrier direction. These principles are surprisingly similar to those of near-equilibrium, microscopic systems. Analogous to free energy landscapes for multi-pathway protein folding transitions, our energy landscape approach from first principles is the beginning of a statistical physics theory of multi-pathway locomotor transitions in complex terrain. This will not only help understand how the organization of animal behavior emerges from multi-scale interactions between their neural and mechanical systems and the physical environment, but also guide robot design, control, and planning over the large, intractable locomotor-terrain parameter space to generate robust locomotor transitions through the real world.

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Cited by in corpus (10)

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• Omni-Roach: A legged robot capable of traversing multiple types of large obstacles and self-righting
• Cockroaches adjust body and appendages to traverse cluttered large obstacles
• Shape-induced obstacle attraction and repulsion during dynamic locomotion
• Coordinated appendages accumulate more energy to self-right on the ground
• Randomness in appendage coordination facilitates strenuous ground self-righting
• A robust and memory-efficient transition state search method for complex energy landscapes
• A minimalistic stochastic dynamics model of cluttered obstacle traversal
• Environmental force sensing helps robots traverse cluttered large obstacles using physical interaction