Research theme
Modular Legged Robots
When does a reconfigurable legged robot beat a purpose-built one — and what does that flexibility actually cost?
Reconfigurable Design Context-Conditioned RL Cost-of-Transport Analysis
Modularity is usually sold as a free virtue: swap a payload, change a foot, link two bipeds into a quadruped. My current research — the core of my PhD at FORTH — treats it instead as generality purchased at a cost, and asks the question the field has debated for thirty years without measuring: what is that cost, in concrete engineering units?
Approach
The work is built around Modbot, a compact 8-DoF biped module designed to operate alone or linked with a partner into a quadruped:
- Design: the module family is a controlled ladder of configurations — feet, payloads, and linked bodies — so that each added degree of modular freedom can be measured, not argued about.
- Control: configuration-conditioned reinforcement-learning policies are trained at scale in GPU simulation. A single conditioned controller serves the whole family; a proprioceptive student can even infer the current configuration without being told.
- Measurement: every configuration is scored on the same ledger — reliability, control performance, and energy (cost of transport) — to map the generality–cost frontier: which modular axes pay for themselves, and which are dead weight.
Why it matters
Legged locomotion learning is now mature; what the field lacks is an honest account of whether reconfigurable machines deliver more useful field-hours than purpose-built ones. Within the RAICAM network — mobile robots for inspection and maintenance of critical infrastructure — that question is practical, not aesthetic: one adaptable platform versus five specialized ones is a procurement decision.
Status
Modbot is designed, modeled, and training in simulation; a manuscript on the generality–cost frontier and the biped-linkage benchmark is in preparation (2026). This theme also connects back to my earlier hexapod work, where topology switching was already part of the capability model.
Projects in this theme
Modbot: Reconfigurable Legged Robot Modules
An 8-DoF biped module that walks alone or links into a quadruped — built to measure what modularity really costs in reliability, control, and energy.
- Platform:
- Modbot (custom biped module) · MuJoCo
- Methods:
- Context-Conditioned RL · Domain Randomization · Cost-of-Transport Benchmarking