This project demonstrates a distributed quantum computing simulation cluster designed to explore real-world aviation optimization problems. Instead of limiting quantum workloads to a single machine, this system distributes simulation execution across multiple laptops using MPI, enabling scalable experimentation with large quantum circuits, hybrid AI routing logic, and secure communication models.
The platform is built as an experimental infrastructure layer for validating quantum advantage claims in operational airspace scenarios such as routing congestion mitigation, decision latency reduction, and cryptographic resilience.
Modern aviation systems operate under extreme constraints: dense traffic, adversarial threats, unpredictable weather, and real-time decision requirements.
This project explores whether distributed quantum simulation combined with classical orchestration can:
- Improve routing optimization efficiency
- Enhance secure communication protocols
- Enable faster probabilistic decision modeling
- Provide scalable experimentation environments for quantum algorithms
The long-term goal is to transition from simulation clusters to hybrid execution pipelines integrating real quantum hardware APIs.
The platform follows a Master–Worker MPI architecture.
- Workload orchestration
- Circuit partitioning and distribution
- Aggregation of simulation outputs
- Dashboard telemetry generation
- IBM Quantum API workload dispatch (future phase)
- Execution of assigned quantum circuit segments
- Statevector / shot simulation using Aer MPI backend
- Resource utilization reporting
- Result serialization and return to master
- MPI based parallel execution
- Multi-laptop cluster scaling
- Support for high qubit count statevector experiments
- Performance benchmarking across nodes
- Quantum routing prototypes
- Traffic congestion modeling circuits
- Probabilistic conflict resolution simulations
- Experimental flight path optimization logic
- QKD protocol simulation
- Adversarial interception modeling
- Secure key exchange validation scenarios
- Integration with AI routing heuristics
- Reinforcement driven circuit parameter tuning
- Classical preprocessing and quantum evaluation loops
The project includes a telemetry and analytics dashboard layer designed to showcase distributed advantage.
Planned visual outputs include:
- Statevector magnitude heatmaps
- Cluster load distribution graphs
- Execution latency timelines
- Node level memory and CPU utilization plots
- Quantum vs classical performance comparison charts
Future phases introduce real quantum hardware execution pathways.
- IBM Quantum API workload submission
- Hybrid execution fallback mechanisms
- Queue latency modeling
- Hardware noise profiling and mitigation experiments
This system is intentionally structured around high-constraint operational environments resembling military airspace conditions.
Research directions include:
- Dynamic threat avoidance routing
- Secure airborne communication mesh simulation
- Distributed decision intelligence modeling
- Tactical congestion management prototypes
These experiments are exploratory and aim to evaluate feasibility rather than deliver production-grade defense systems.
Designed for rapid laboratory deployment:
- Master laptop initiates cluster
- Worker nodes join via shared host configuration
- Minimal dependency bootstrap
- Cross-platform support via Linux and WSL
This enables academic teams to demonstrate distributed quantum workloads without dedicated HPC infrastructure.
- MPI connectivity validation
- Distributed QuantumVolume circuit execution
- Statevector simulation scaling tests
- Performance envelope measurement
- True circuit slicing and distributed tensor contraction
- GPU accelerated hybrid nodes
- Automated cluster discovery
- Adaptive workload scheduling
- Real-time cockpit decision simulation prototypes
This project rejects purely theoretical quantum experimentation. It focuses instead on observable system level advantage, measurable performance metrics, and deployable distributed architectures that bring quantum research closer to operational reality.