Lab-in-the-loop framework enables rapid evolution of complex multi-mutant proteins

The search space for protein engineering grows exponentially with complexity. A protein of just 100 amino acids has 20100 ...

Simplifying quantum simulations—symmetry can cut computational effort by several orders of magnitude

Quantum computer research is advancing at a rapid pace. Today's devices, however, still have significant limitations: For example, the length of a quantum computation is severely limited—that is, the ...
IEEE

Autonomous Collision Avoidance Decision-Making Method for Multiple Marine Surface Ships Based on Deep Reinforcement Learning

Abstract: In the field of maritime transportation, autonomous collision avoidance is extraordinarily significant in ensuring the safety of navigation. This study proposes a multiple marine autonomous ...
IEEE

Handling Multiobjective Optimization Problems With Complex Constraints: A Constraints Grouping-Based Approach

Abstract: Real-world production scenarios often involve multiobjective optimization problems with intricate constraints. Although there has been a growing interest in multiobjective problems with ...