Applied Quantum Optimization Research
Advancing optimization for complex industrial decisions.
HG Quantum Lab is an early-stage applied research initiative investigating hybrid quantum-classical approaches to logistics, industrial site selection, facility network design, and resource allocation.
Research formulationEarly prototypingClassical baseline development
An applied research initiative of Hicks Group AI LLC.
Research Direction
Investigating hybrid methods for industrial optimization.
Many industrial planning problems involve large numbers of locations, resources, constraints, and competing objectives.
HG Quantum Lab is investigating how classical optimization, quantum-inspired techniques, and emerging quantum methods could be combined and evaluated for complex industrial decisions.
Current stageResearch formulation and early classical prototyping
Proposed technical workflow
Research architecture under investigation
A conceptual sequence for formulating, decomposing, and evaluating hybrid industrial optimization methods.
Primary Research Program
Industrial site selection and facility network design.
The lab’s primary research direction examines complex decisions involving facility locations, customer allocation, capacity, transportation, workforce, infrastructure, risk, and changing demand.
The proposed work would evaluate whether an adaptive hybrid architecture can provide measurable value compared with strong classical optimization methods.
Applied Research Contexts
Research shaped by real industrial decisions.
The lab focuses on optimization problems with measurable operational consequences, complex constraints, and realistic paths to future evaluation.
Related research contexts may include resource allocation, industrial scheduling, and infrastructure planning.
Applied Logistics Context
Freight Command provides a practical logistics environment.
Freight Command is a related Hicks Group software initiative focused on logistics planning and decision-support workflows.
Its conventional optimization foundations may provide realistic problem definitions, data structures, and future test contexts for HG Quantum Lab research.
About HG Quantum Lab
Applied research grounded in software and data science.
HG Quantum Lab is an applied research initiative of Hicks Group AI LLC based in Chattanooga, Tennessee.
The lab connects software engineering, data science, optimization, and industrial domain knowledge to investigate difficult planning and resource-allocation problems.
Chattanooga, Tennessee · Software · Data science · Applied optimization
Founder perspective
Chris Hicks
Founder, Hicks Group
Chris Hicks is a data scientist, software entrepreneur, and industrial technology builder with experience developing analytics, workflow, and optimization systems for operational environments.
His background spans Department of Defense data science, enterprise analytics, industrial software development, logistics technology, commercial real estate, and site-selection work.
Domain perspective
- Department of Defense data science and enterprise analytics
- Development of industrial and logistics software platforms
- Applied artificial intelligence, automation, and decision-support systems
- Optimization workflows for logistics and industrial operations
- Commercial real estate and industrial site-selection experience
- Ownership and operation of technology and service businesses
This cross-disciplinary background informs the lab’s focus on technically difficult research questions with practical commercial relevance.
Collaboration
Let’s examine a difficult decision problem.
HG Quantum Lab is interested in conversations with industrial operators, logistics organizations, research collaborators, technology providers, and organizations exploring complex optimization challenges.
Current focusResearch collaboration, industrial use-case discovery, and future pilot preparation
Reasons to reach out
Industrial use case
You have a difficult planning, allocation, routing, scheduling, or site-selection problem with real constraints and measurable outcomes.
Research collaboration
You are working in optimization, quantum algorithms, operations research, mathematical programming, or hybrid computational methods.
Technology ecosystem
You represent a quantum-computing, quantum-inspired, cloud, solver, data, or infrastructure provider.
Economic development
You are involved in industrial recruitment, site readiness, infrastructure planning, regional logistics, or technology commercialization.
Future pilot context
You may be interested in helping define or eventually evaluate a constrained industrial optimization use case.
Prefer email? chris@hicksgroup.ai