Co-evolving morphology and control of soft robots using a single genome

F Tanaka, C Aranha - 2022 IEEE Symposium Series on …, 2022 - ieeexplore.ieee.org
When simulating soft robots, both their morphology and their controllers play important roles
in task performance. This paper introduces a new method to co-evolve these two …

A single neural cellular automaton for body-brain co-evolution

S Pontes-Filho, K Walker, E Najarro… - Proceedings of the …, 2022 - dl.acm.org
A successful development of a complex multicellular organism took millions of years of
evolution. The genome of such a multicellular organism guides the development of its body …

Investigating Premature Convergence in Co-optimization of Morphology and Control in Evolved Virtual Soft Robots

A Mertan, N Cheney - … Conference on Genetic Programming (Part of …, 2024 - Springer
Evolving virtual creatures is a field with a rich history and recently it has been getting more
attention, especially in the soft robotics domain. The compliance of soft materials endows …

Hierarchical neural cellular automata

R Pande, D Grattarola - Artificial Life Conference Proceedings 35, 2023 - direct.mit.edu
As opposed to the traditional view wherein intelligence was believed to be a result of
centralised complex monolithic rules, it is now believed that the phenomenon is multi-scale …

Evolutionary Implications of Self-Assembling Cybernetic Materials with Collective Problem-Solving Intelligence at Multiple Scales

B Hartl, S Risi, M Levin - Entropy, 2024 - mdpi.com
In recent years, the scientific community has increasingly recognized the complex multiscale
competency architecture (MCA) of biology, comprising nested layers of active homeostatic …

Locally adaptive cellular automata for goal-oriented self-organization

S Khajehabdollahi, E Giannakakis… - Artificial Life …, 2023 - direct.mit.edu
The essential ingredient for studying the phenomena of emergence is the ability to generate
and manipulate emergent systems that span large scales. Cellular automata are the model …

Neuroevolution of Decentralized Decision-Making in N-Bead Swimmers Leads to Scalable and Robust Collective Locomotion

B Hartl, M Levin, A Zöttl - arXiv preprint arXiv:2407.09438, 2024 - arxiv.org
Many microorganisms are capable of swimming through viscous fluids such as water in
order to search for nutrients, swim toward oxygen or light, or to escape from predators. To …

Check for updates Investigating Premature Convergence in Co-optimization of Morphology and Control in Evolved Virtual Soft Robots

A Mertan, N Cheney - … Conference, EuroGP 2024, Held as Part of …, 2024 - books.google.com
Evolving virtual creatures is a field with a rich history and recently it has been getting more
attention, especially in the soft robotics domain. The compliance of soft materials endows …

The Role of the Substrate in CA-based Evolutionary Algorithms

G Pietropolli, S Nichele, E Medvet - Proceedings of the Genetic and …, 2024 - dl.acm.org
Cellular automata (CA) are a convenient way to describe the distributed evolution of a
dynamical system over discrete time and space. They can be used to express evolutionary …

Networks of Binary Necklaces Induced by Elementary Cellular Automata Rules

L Frati, C Petak, N Cheney - 2024 - direct.mit.edu
Elementary cellular automata deterministically map a binary sequence to another using
simple local rules. Visualizing the structure of this mapping is difficult because the number of …