Training Course Professional

Quantum Optimisation for Production Planning and Scheduling

Applying QUBO and QAOA to job-shop scheduling, capacity planning, and production sequencing.

Full day (6 hours)
Certificate on completion

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Qrypto Cyber
Eclypses
Arqit
QuantBond
Krown
Applied Quantum
Quantum Bitcoin
Venari Security
QuStream
BHO Legal
Census
QSP
IONQ - ID Quantique
Patero
Entopya
Belden
Atlant3D
Zenith Studio
Qudef
Aries Partners
GQI
Upperside Conferences
Austrade
Arrise Innovations
CyberRST
Triarii Research
QSysteme
WizzWang
DeepTech DAO
Xyberteq
Viavi
Entrust
Qsentinel
Nokia
Gopher Security
Quside
QIZ
Global Quantum Intelligence

Course Overview

For production planners, operations research teams, and manufacturing technology leads. Covers quantum and quantum-inspired optimisation for job-shop scheduling, capacity planning, and multi-site coordination, with QUBO formulations, benchmark-specific performance comparisons against classical MILP solvers, and vendor assessment.

Curriculum

Course content is structured into sessions below. Each session is configurable to your organisation's environment, threat model, and objectives.

# Session Topics
1 Classical Scheduling and Its Computational Limits Why mixed-integer linear programming breaks at manufacturing scale
2 Quantum Optimisation Algorithms for Production Scheduling QAOA, VQE, and quantum annealing for job-shop and flow-shop problems
  • QAOA (Quantum Approximate Optimisation Algorithm) applied to job-shop scheduling: encoding machine assignments and sequencing as QUBO
  • Quantum annealing for flow-shop scheduling: D-Wave Advantage performance on 50-200 job instances versus classical CPLEX/Gurobi baselines
  • VQE (Variational Quantum Eigensolver) for constrained capacity planning with multi-objective functions (cost, throughput, lead time)
Break
3 QUBO Formulations for Manufacturing Operations Translating production constraints into quantum-native representations
  • Encoding machine availability, setup times, due dates, and precedence constraints as QUBO penalty terms
  • Multi-site production coordination: coupling constraints between plants, shared resource pools, inter-site transport scheduling
  • Benchmark results: quantum and quantum-inspired solvers versus CPLEX/Gurobi on real manufacturing scheduling instances (BMW, Airbus, academic benchmarks)
4 Interactive Demonstration: Production Scheduling Pipeline Full-day format only
  • Facilitator-led walkthrough of a job-shop scheduling problem formulated as QUBO and solved on D-Wave and simulator
  • Interpreting solution quality, feasibility, and time-to-solution versus classical MILP baseline
  • Delegates discuss: which scheduling bottlenecks in their production environment are candidates for quantum approaches
Break
5 NISQ Hardware Limits and Honest Performance Assessment What works now and what requires fault tolerance
  • NISQ performance ceiling for scheduling: problem sizes tractable today (50-200 jobs on annealer, 20-50 on gate-based QAOA with noise mitigation)
  • Error mitigation techniques and their impact on solution quality for combinatorial optimisation
  • Fault-tolerant timeline: what error-corrected hardware unlocks for plant-scale scheduling (2028-2032 estimates)
6 Quantum-Inspired Alternatives and Vendor Landscape What is available today without quantum hardware
  • Quantum-inspired classical solvers: Fujitsu Digital Annealer, Toshiba SQBM+, Microsoft Azure Quantum Elements for scheduling
  • Vendor assessment: D-Wave, IBM, Quantinuum for optimisation workloads; integration with existing MES/ERP systems
  • Pilot structuring: selecting scheduling problems, defining success criteria, realistic ROI expectations
7 Q&A and Pilot Planning

Designed and Delivered By

Training courses are designed and delivered by QSECDEF in collaboration with subject specialists. All instructors have direct experience in quantum technologies and security.

QD

Quantum Security Defence

Course design and delivery

QSECDEF brings expertise in post-quantum cryptography, quantum computing strategy, and defence-grade security assessment. Our membership spans 900+ organisations and 1,500+ professionals working at the intersection of quantum technologies and critical infrastructure security.

Enquire About This Course

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