Projects | Jared Macshane

Projects

Selected systems research across edge intelligence, environmental monitoring, disaster-resilience digital twins, and human-centered computing.

Selected work

Research projects spanning task-informed split computing, disaster-resilience digital twins, wildfire intelligence, geospatial machine learning, and virtual-reality labs.

Edge Computing

MANTIS Neural Compression

Task-informed split-computing system that compresses UAV visual streams into compact latents for edge perception.

Jan 1, 2025

Edge Computing

SHIELD Digital Twin Project

Community-scale digital twin platform for disaster resilience, edge sensing, simulation, and resource-aware inference.

Jan 1, 2024

Machine Learning

Wildfire Intelligence

Machine learning, compression, and edge-computing systems for wildfire detection, prediction, and resource-aware monitoring.

Jan 1, 2023

Machine Learning

Geospatial Trail Mapping

Machine-learning system for converting noisy public GPS traces into trail-network maps.

Jan 1, 2022

Virtual Reality

Hands-On VR Labs

Computer-vision tracking systems and virtual/mixed-reality laboratories for scalable science education.

Jan 1, 2021