Research Areas

OptiDec combines operations research, analytics, simulation, and AI to study decisions across complex operational systems.

Projects and publications may connect multiple research areas. Primary classification reflects the operational problem being addressed.

01

Resilient Supply Chains & Logistics

Freight and supply networks require efficient day-to-day operations and resilience under uncertainty or disruption. My research focuses on optimization, simulation, and data-driven decision support for freight networks, ports, warehouses, and distribution systems. Within this stream, our research group examines disruption-aware freight operations, contested logistics, and rapid operational response.

Key Research Themes

Freight & Network Operations
Ports · Warehousing · Transportation Networks · Distribution
Resilience & Disruption Response
Disrupted Infrastructure · Humanitarian Logistics · Contested Logistics (emerging) · Demand Surges
Network & Flow Optimization
Network Design · Transportation Planning · Inventory & Distribution · Multi-Stage Flows
Operational Decision Support
Forecasting · Scenario Analysis · Simulation · Risk-Aware Planning

Technical Capabilities

Selected Publications

iFreightOps: Platform for Data-driven Freight Transportation Management in Port Operations

IEEE Transactions on Engineering Management · 2026

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02

Advanced Mobility & Logistics Systems

Emerging mobility systems, including drones, electric delivery fleets, and air taxis, are creating new operating models for moving people and goods. My research applies optimization and AI to coordinated ground-air logistics and advanced mobility systems. Current studies address electric truck-drone operations, airspace-aware routing, and integrated fleet and charging decisions.

Key Research Themes

Hybrid Ground-Air Logistics
Truck-Drone Coordination · Flexible Launch/Recovery · En-Route Operations
Electric & Sustainable Mobility
EV Routing · Charging · Energy · Emissions
Advanced Air Mobility
Air-Taxi Demand · Vertiports · Fleet Planning · Infrastructure
Risk-Aware Mobility Decisions
Airspace Constraints · Flight-Sensitive Zones · Multi-Objective Routing · Operational Tradeoffs

Technical Capabilities

03

Autonomous & Human-Robot Operations

Warehouses and manufacturing systems increasingly rely on mixed teams of people and autonomous mobile robots (AMRs). My work spans both deterministic planning and adaptive coordination of human and robotic resources. Our research group studies task allocation, interventionist coordination, fleet decisions, and adaptive policies under changing operational conditions.

Key Research Themes

Human-Autonomy Teaming
Collaborative Picking · Task Allocation · Work Sharing
Task Assignment & Dynamic Coordination
Real-Time Assignment · Task Reallocation · Dynamic Sequencing
Fleet & Resource Orchestration
Fleet Size & Mix · Capacity · Routing · Utilization
Adaptive Decision Policies
Adaptive Coordination · Dynamic Assignment · Operational Tradeoffs

Technical Capabilities

04

Intelligent Production & Service Systems

Production and service systems increasingly rely on operational data, predictive models, and intelligent decision support. My research connects AI and operations research with planning and operational decisions. A central theme is predictive-to-prescriptive operations, where forecasts and learned models inform planning and scheduling. Related work considers asset, inventory, and service decisions under uncertainty.

Key Research Themes

Intelligent Scheduling & Resource Orchestration
Order Acceptance · Batching · Sequencing · Integrated Production-Delivery Planning
Predictive-to-Prescriptive Operations
Forecasting · Scheduling · Inventory · Resource Allocation
Adaptive & Uncertainty-Aware Decisions
Uncertainty-Aware Planning · Adaptive Policies · Capacity
Asset & Production Intelligence
Production Planning · Predictive Maintenance · Operational Data
Service & Performance Intelligence
Healthcare Operations · Workforce Planning · Service Responsiveness · GenAI & Text Analytics · Explainable Decisions

Technical Capabilities

Selected Projects

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Researchers Connected to This Area

Selected Publications

From voices to value: Leveraging online reviews to benchmark airline efficiency with GenAI-assisted text analytics and DEA

Journal of the Operational Research Society · 2025

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OptiDec · Optimization & Intelligent Decision Systems LabFaculty Lead: Sharan Srinivas