Papers

6

Total Citations

31

H-Index

3

About

Erik C. Johnson is a researcher at the intersection of neuroscience, artificial intelligence, and education, whose work draws inspiration from biological systems to advance autonomous navigation and machine learning. His primary research areas include insect-inspired neural algorithms, brain-computer interfaces (BCIs), and lifelong reinforcement learning. Johnson’s most notable contribution is the development of online learning algorithms for orientation estimation during translation, modeled after insect ring attractor networks—a breakthrough that leverages recent Drosophila neuroscience discoveries to create efficient, low-power navigation systems. His work on steady-state visually evoked potential (SSVEP)-based BCIs has also advanced classification techniques for EEG-based communication, with potential applications in assistive technology and robotics. With over 30 citations across his most-cited papers, Johnson’s impact is evident in both computational neuroscience and practical engineering. Additionally, he is dedicated to STEM education, designing immersive research environments to train the next generation of leaders in data science and AI. Johnson’s research on lifelong reinforcement learning, as demonstrated in the L2Explorer assessment environment, addresses critical challenges in applying RL to evolving, real-world problems, solidifying his reputation as a versatile innovator bridging biological insight and artificial intelligence.

Research Focus

Key Achievements

3
H-Index
6
Papers
31
Total Citations
5
Avg Citations/Paper
🏆 Most Cited Paper
Online learning for orientation estimation during translation in an insect ring attractor network
10 citations · 2022
📈 Most Prolific Year: 2022 (2 Papers)
🤝 Key Collaborators: 23
🏛 Institutions: Johns Hopkins University Applied Physics Laboratory, University of Illinois Urbana-Champaign

Top Papers

  1. 1
  2. 2
  3. 3
  4. 4
  5. 5
  6. 6

Key Collaborators

Contact & Links

Available for collaboration
Content generated · 13 days ago