Workshops Emergency Services Quantum Optimisation for Resource Deployment

Emergency Services Full Day Workshop

Quantum Optimisation for Emergency Resource Deployment

A technical workshop for operations research teams and resource deployment analysts at emergency services assessing quantum and quantum-inspired optimisation for ambulance dispatch, fire appliance positioning, and dynamic resource allocation.

Full day (6 hours + Q&A)

In person or online

Max 30 delegates

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Workshop Description

Emergency resource deployment involves hard combinatorial optimisation problems under real-time constraints. Ambulance dispatch requires solving dynamic vehicle routing with stochastic demand, time windows, and crew availability. Fire appliance positioning optimises facility location against historical incident data, drive-time isochrones, and mutual aid availability. Multi-agency resource allocation during major incidents requires solving assignment problems with heterogeneous resource types and evolving demand. Classical operations research solvers (CPLEX, Gurobi, OR-Tools) handle current problem sizes, but growing urban complexity and real-time replanning requirements push toward the limits of classical optimisation.

This workshop works through the specific quantum formulations for emergency resource deployment: expressing vehicle routing as QUBO, mapping facility location to quantum annealing, and structuring dynamic dispatch for QAOA. For each formulation, we examine the published benchmark-specific performance comparisons against classical OR solvers, assess the gap between current NISQ hardware and operational problem sizes (typically 50-500 vehicles, 10-50 stations, 100-1000 concurrent incidents), and identify where quantum-inspired classical methods deliver near-term value. Participants leave with a structured assessment of which deployment problems have tractable quantum formulations and a realistic technology readiness timeline.

What participants cover

Vehicle routing problems (VRP) as QUBO: encoding ambulance dispatch with time windows, crew hours, and stochastic demand as binary quadratic optimisation for quantum annealing
Facility location optimisation: fire station positioning and ambulance standby point selection as p-median and p-centre problems on quantum hardware
QAOA for dynamic dispatch: Quantum Approximate Optimisation Algorithm circuit design for real-time resource reallocation during multi-agency incidents
NISQ hardware honest assessment: current qubit counts and connectivity versus the variable counts in operational emergency deployment problems (50-500 vehicles)
Quantum-inspired classical solvers: simulated annealing, simulated bifurcation, and tensor network methods that deliver near-term optimisation improvements without quantum hardware
Classical OR benchmarking: structured methodology for comparing quantum/quantum-inspired solutions against CPLEX, Gurobi, and OR-Tools on your own operational data

Preliminary Agenda

Full-day session structure with scheduled breaks. Content is configurable to your service type (ambulance/fire/police), deployment scale, and optimisation infrastructure.

#	Session	Topics
1	Emergency Resource Deployment Optimisation Landscape Where quantum approaches enter OR for emergency services
2	Vehicle Routing as QUBO Ambulance dispatch and dynamic routing formulations	Vehicle Routing Problem (VRP) as QUBO: encoding ambulance dispatch with time windows, crew availability, and stochastic demand as binary variables with penalty terms Problem scaling: operational ambulance dispatch involves 50-200 vehicles and 500-2000 demand points; current quantum annealers support problems at approximately 1/10 of this scale Dynamic replanning: real-time demand changes require re-solving every 5-15 minutes; quantum annealing solution times versus classical heuristic replanning speed
Break, after 50 min
3	Facility Location and Station Positioning Fire station and ambulance standby optimisation	P-median and p-centre formulations: fire station positioning to minimise average/maximum response time; QUBO encoding and quantum annealing approaches Drive-time isochrone integration: incorporating real road network data and time-dependent travel times into quantum facility location formulations Published benchmarks: D-Wave and QAOA performance on facility location versus classical branch-and-bound at comparable problem sizes (10-50 facilities)
4	Interactive Demonstration Facilitator-led resource optimisation walkthrough	Live demonstration: encoding a sample ambulance deployment problem as QUBO and comparing quantum annealing versus classical simulated annealing solutions Interpreting solution quality: response time improvements, coverage gaps, and constraint violation rates across solver approaches Discussion: identifying which of your resource deployment problems have tractable quantum formulations versus where classical OR solvers remain superior
Break, after 60 min
5	Multi-Agency Resource Allocation Major incident dynamic optimisation	Multi-resource assignment during major incidents: heterogeneous resource types (ambulances, fire appliances, police units) with evolving demand and mutual aid constraints QAOA for dynamic allocation: circuit depth, parameter optimisation, and the latency gap between quantum solution generation and operational decision timelines Quantum-inspired methods: simulated bifurcation and tensor network contraction for multi-agency allocation at operational scale
6	Readiness Assessment and Timeline NISQ limitations and deployment horizon	Current hardware versus operational requirements: qubit count, connectivity, and coherence time gaps for emergency service scale deployment problems Fault-tolerant timeline: estimated 2030-2035 for quantum optimisation at operationally relevant problem sizes Near-term investment strategy: quantum-inspired classical solvers, hybrid approaches, and proof-of-concept programme design for emergency services
7	Q&A and Roadmap Discussion

Designed and Delivered By

Workshops are designed and delivered by QSECDEF in collaboration with sector specialists. All facilitators have direct experience in both quantum technologies and emergency services systems.

QSECDEF brings world-leading expertise in post-quantum cryptography, quantum computing strategy, and defence-grade security assessment. Our advisory membership spans 600+ organisations and 1,200+ professionals working at the intersection of quantum technologies and critical infrastructure security.

Emergency Services workshops are co-delivered with sector specialists who bring direct operational experience in emergency service operations research, dispatch system optimisation, and resource deployment modelling. This ensures workshop content is grounded in the response time, coverage, and mutual aid requirements of operational emergency services.

Commission This Workshop

Sessions are configured around your service type, resource deployment data, and operational optimisation objectives. Get in touch to discuss requirements and schedule a date.

Quantum technologies are evolving quickly and new developments emerge regularly. This page was last updated on 15/03/2026. For the most current information about course content and suitability for your organisation, we recommend contacting us directly.

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