Irfan Ahmad Ganie

I am an Assistant Professor of Electrical Engineering at Purdue University Northwest, where I direct the Adaptive Intelligence & Autonomous Systems (AIAS) Lab.

My research develops adaptive and learning-based control methods for intelligent autonomous systems, with emphasis on safe reinforcement learning, neural control, human–robot collaboration, cooperative robotics, humanoid robotics, and cyber-physical systems.

Irfan Ahmad Ganie

Recent News

  • Aug. 2026 — Joined Purdue University Northwest as Assistant Professor of Electrical Engineering and established the AIAS Lab.
  • 2026 — Received a Summer Mentoring Grant of $9,559 from Wilkes University for student robotics research.
  • 2026 — Paper published in IEEE Transactions on Systems, Man, and Cybernetics: Systems on safety-aware continual reinforcement learning.
  • 2026 — Paper published in IEEE Transactions on Cybernetics on safe optimal cooperative manipulation in human–robot teams.
  • 2026 — Presented work on safety-critical adaptive spiking neural control at the American Control Conference.

Research

Our goal is to develop adaptive, safe, and intelligent control frameworks that allow autonomous systems to learn online, cooperate with humans and other robots, and remain reliable under uncertainty and physical constraints.

Adaptive Learning Control

  • Adaptive optimal control
  • Learning-based control
  • Online reinforcement learning
  • Continual and lifelong learning
  • Safety-critical nonlinear control

Intelligent & Humanoid Robotics

  • Humanoid robotics
  • Human–robot collaboration
  • Cooperative multi-robot control
  • Robot manipulation
  • Autonomous mobile systems
Growing research direction

Neural & Cyber-Physical Systems

  • Spiking neural networks
  • Graph neural control
  • Adaptive neural learning
  • Energy-efficient intelligence
  • Cyber-physical safety

Selected Publications

I. Ganie and S. Jagannathan, “Safety-Critical Adaptive Spiking Multilayer Neural Control of Nonlinear Systems,” 2026 American Control Conference, pp. 3763–3768, 2026.
I. Ganie and S. Jagannathan, “Safety-Aware Continual Reinforcement Learning-Based Output Tracking Control of Nonlinear Continuous-Time Systems,” IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2026.
I. Ganie and S. Jagannathan, “Safe Optimal Control Framework for Cooperative Manipulation of Objects in Human–Robot Teams,” IEEE Transactions on Cybernetics, vol. 56, no. 6, pp. 3046–3059, 2026.
I. Ganie and S. Jagannathan, “Lifelong Learning-Based Optimal Trajectory Tracking Control of Constrained Nonlinear Affine Systems Using Deep Neural Networks,” IEEE Transactions on Cybernetics, vol. 54, no. 12, pp. 7133–7146, 2024.

View complete publication record on Google Scholar ↗

Teaching

Fall 2026
ECE 48300 / ECE 56801 Digital Control Systems, Purdue University Northwest
Fall 2026
ECE 27001 Introduction to Digital System Design, Purdue University Northwest
Spring 2026
Control Systems, Linear Systems, AI-Based Control for Robotic Systems, and Digital Design, Wilkes University
Spring 2025
Optimal Control and Estimation, Missouri S&T

Students & Mentoring

I mentor undergraduate and graduate students working in control, robotics, reinforcement learning, humanoid robotics, and intelligent autonomous systems.

Previous Research Students

Joshua Roman
Undergraduate research mentee, Wilkes University

Matthew Kralj
Undergraduate research mentee, Wilkes University

Master's Thesis Committee Service

Nick Romas
M.S. Mechanical Engineering, Wilkes University, 2026 — Thesis Committee Member

Education

Ph.D., Electrical Engineering
Missouri University of Science and Technology, 2025

M.Tech., Cyber-Physical Systems
Indian Institute of Technology Jodhpur, 2021

B.E., Electrical Engineering
University of Jammu, 2018

Honors, Awards & Research Support

2026
Summer Mentoring Grant — $9,559, Wilkes University, supporting student robotics research.
2025
Dean’s Scholar Award, College of Engineering, Missouri S&T
2023
Intelligent Systems Center Poster Presentation Award, Missouri S&T
Other
IEEE CSS Conference Travel Award and research support for intelligent control and robotics projects

Previous Roles

Assistant Professor of Electrical EngineeringWilkes University, Wilkes-Barre, Pennsylvania
Research AssociateMissouri University of Science and Technology, Rolla, Missouri

Adaptive Intelligence & Autonomous Systems (AIAS) Lab

The AIAS Lab at Purdue University Northwest develops safe, adaptive, learning-enabled autonomous systems at the intersection of control theory, humanoid and cooperative robotics, reinforcement learning, and neural computation.

Visit the AIAS Lab →