Heiko Hamann

The hive mind is a single reinforcement learning agent

Abstract Decision-making is an essential attribute of any intelligent agent or group. Natural systems are known to converge to effective strategies through at least two distinct mechanisms: collective decision-making via imitation of others, and trial-and-error by a single agent....

Water stress detection from plant electrophysiology: A machine learning framework for irrigation management

Fast detection of plant stress is key to plant phenotyping, precision agriculture, and automated crop management. In particular, efficient irrigation management requires early identification of water stress to optimize resource use while maintaining crop performance. Direct physi...