4 papers
GPEvac: GNN-Based PPO for Adaptive Evacuation Routing During Shooting Events
Daniel Perkins, Subhadeep Chakraborty
The sharp increase in mass shootings underscores an urgent need for systems that guide victims to safety in real time. An effective evacuation system must minimize threat exposure…
Isolated Sign Language Recognition with Segmentation and Pose Estimation
Daniel Perkins, Davis Hunter, Dhrumil Patel +1
The recent surge in large language models has automated translations of spoken and written languages. However, these advances remain largely inaccessible to American Sign Language…
Optimal Control Strategies for Multi-Agent Sheep Herding
Drake Brown, Trevor Garrity, Daniel Perkins +2
We develop a cost functional and state-space equations to model the problem of herding m sheep to the origin using n dogs. Our initial approach uses solve_bvp to approximate optima…
Explorations of Epidemiological Dynamics across Multiple Population Hubs
Daniel Perkins, Davis Hunter, Drake Brown +2
Understanding the dynamics of the spread of diseases within populations is critical for effective public health interventions. We extend the classical SIR model by incorporating ad…