05 / FIELD NOTES

100 Quantum Use Cases

Published use cases, in series order.

001 / 100

Quantum Use Case #1: Simulating molecules for drug discovery

Use case 001 of 100: simulating molecules for drug discovery, and what quantum computing could realistically add.

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002 / 100

Quantum Use Case #2: Protein folding and binding-affinity estimation

Use case 002 of 100: protein folding and binding-affinity estimation, and what quantum computing could realistically add.

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003 / 100

Quantum Use Case #3: Catalyst design for enzyme reactions

Use case 003 of 100: catalyst design for enzyme reactions, and what quantum computing could realistically add.

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004 / 100

Quantum Use Case #4: Personalised medicine and genomic analysis

Use case 004 of 100: personalised medicine and genomic analysis, and what quantum computing could realistically add.

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005 / 100

Quantum Use Case #5: Clinical-trial design optimisation

Use case 005 of 100: clinical-trial design optimisation, and what quantum computing could realistically add.

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006 / 100

Quantum Use Case #6: Vaccine candidate screening

Use case 006 of 100: vaccine candidate screening, and what quantum computing could realistically add.

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007 / 100

Quantum Use Case #7: Medical imaging reconstruction

Use case 007 of 100: medical imaging reconstruction, and what quantum computing could realistically add.

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008 / 100

Quantum Use Case #8: Modelling antibiotic resistance

Use case 008 of 100: modelling antibiotic resistance, and what quantum computing could realistically add.

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009 / 100

Quantum Use Case #9: Radiotherapy plan optimisation

Use case 009 of 100: radiotherapy plan optimisation, and what quantum computing could realistically add.

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010 / 100

Quantum Use Case #10: Hospital scheduling and bed allocation

Use case 010 of 100: hospital scheduling and bed allocation, and what quantum computing could realistically add.

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011 / 100

Quantum Use Case #11: Vehicle routing for delivery fleets

Use case 011 of 100: vehicle routing for delivery fleets, and what quantum computing could realistically add.

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012 / 100

Quantum Use Case #12: Warehouse layout and picking optimisation

Use case 012 of 100: warehouse layout and picking optimisation, and what quantum computing could realistically add.

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013 / 100

Quantum Use Case #13: Airline crew and fleet scheduling

Use case 013 of 100: airline crew and fleet scheduling, and what quantum computing could realistically add.

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014 / 100

Quantum Use Case #14: Port and container terminal scheduling

Use case 014 of 100: port and container terminal scheduling, and what quantum computing could realistically add.

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015 / 100

Quantum Use Case #15: Rail timetable optimisation

Use case 015 of 100: rail timetable optimisation, and what quantum computing could realistically add.

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016 / 100

Quantum Use Case #16: Air traffic flow management

Use case 016 of 100: air traffic flow management, and what quantum computing could realistically add.

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017 / 100

Quantum Use Case #17: Traffic signal optimisation in cities

Use case 017 of 100: traffic signal optimisation in cities, and what quantum computing could realistically add.

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018 / 100

Quantum Use Case #18: Last-mile delivery in rural areas

Use case 018 of 100: last-mile delivery in rural areas, and what quantum computing could realistically add.

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019 / 100

Quantum Use Case #19: Supply-chain network design

Use case 019 of 100: supply-chain network design, and what quantum computing could realistically add.

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020 / 100

Quantum Use Case #20: Shipping route planning and fuel savings

Use case 020 of 100: shipping route planning and fuel savings, and what quantum computing could realistically add.

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021 / 100

Quantum Use Case #21: Portfolio optimisation

Use case 021 of 100: portfolio optimisation, and what quantum computing could realistically add.

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022 / 100

Quantum Use Case #22: Monte Carlo risk and derivative pricing

Use case 022 of 100: monte carlo risk and derivative pricing, and what quantum computing could realistically add.

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023 / 100

Quantum Use Case #23: Credit risk scoring

Use case 023 of 100: credit risk scoring, and what quantum computing could realistically add.

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024 / 100

Quantum Use Case #24: Fraud and anomaly detection

Use case 024 of 100: fraud and anomaly detection, and what quantum computing could realistically add.

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025 / 100

Quantum Use Case #25: Collateral and liquidity optimisation

Use case 025 of 100: collateral and liquidity optimisation, and what quantum computing could realistically add.

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026 / 100

Quantum Use Case #26: Arbitrage detection

Use case 026 of 100: arbitrage detection, and what quantum computing could realistically add.

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027 / 100

Quantum Use Case #27: Insurance pricing and catastrophe modelling

Use case 027 of 100: insurance pricing and catastrophe modelling, and what quantum computing could realistically add.

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028 / 100

Quantum Use Case #28: Stress testing for banks

Use case 028 of 100: stress testing for banks, and what quantum computing could realistically add.

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029 / 100

Quantum Use Case #29: Anti-money-laundering network analysis

Use case 029 of 100: anti-money-laundering network analysis, and what quantum computing could realistically add.

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030 / 100

Quantum Use Case #30: Payment settlement optimisation

Use case 030 of 100: payment settlement optimisation, and what quantum computing could realistically add.

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031 / 100

Quantum Use Case #31: Power grid optimisation

Use case 031 of 100: power grid optimisation, and what quantum computing could realistically add.

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032 / 100

Quantum Use Case #32: Renewable generation forecasting

Use case 032 of 100: renewable generation forecasting, and what quantum computing could realistically add.

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033 / 100

Quantum Use Case #33: Battery materials discovery

Use case 033 of 100: battery materials discovery, and what quantum computing could realistically add.

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034 / 100

Quantum Use Case #34: Wind farm layout optimisation

Use case 034 of 100: wind farm layout optimisation, and what quantum computing could realistically add.

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035 / 100

Quantum Use Case #35: Electric vehicle charging network planning

Use case 035 of 100: electric vehicle charging network planning, and what quantum computing could realistically add.

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036 / 100

Quantum Use Case #36: Nuclear fusion plasma simulation

Use case 036 of 100: nuclear fusion plasma simulation, and what quantum computing could realistically add.

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037 / 100

Quantum Use Case #37: Carbon capture materials

Use case 037 of 100: carbon capture materials, and what quantum computing could realistically add.

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038 / 100

Quantum Use Case #38: Hydrogen catalyst discovery

Use case 038 of 100: hydrogen catalyst discovery, and what quantum computing could realistically add.

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039 / 100

Quantum Use Case #39: Demand response and load balancing

Use case 039 of 100: demand response and load balancing, and what quantum computing could realistically add.

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040 / 100

Quantum Use Case #40: Grid fault detection

Use case 040 of 100: grid fault detection, and what quantum computing could realistically add.

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041 / 100

Quantum Use Case #41: Superconductor discovery

Use case 041 of 100: superconductor discovery, and what quantum computing could realistically add.

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042 / 100

Quantum Use Case #42: Nitrogen fixation and fertiliser chemistry

Use case 042 of 100: nitrogen fixation and fertiliser chemistry, and what quantum computing could realistically add.

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043 / 100

Quantum Use Case #43: Solar cell material design

Use case 043 of 100: solar cell material design, and what quantum computing could realistically add.

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044 / 100

Quantum Use Case #44: Polymers and plastics recycling chemistry

Use case 044 of 100: polymers and plastics recycling chemistry, and what quantum computing could realistically add.

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045 / 100

Quantum Use Case #45: Corrosion-resistant alloys

Use case 045 of 100: corrosion-resistant alloys, and what quantum computing could realistically add.

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046 / 100

Quantum Use Case #46: Lightweight materials for vehicles

Use case 046 of 100: lightweight materials for vehicles, and what quantum computing could realistically add.

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047 / 100

Quantum Use Case #47: Semiconductor materials design

Use case 047 of 100: semiconductor materials design, and what quantum computing could realistically add.

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048 / 100

Quantum Use Case #48: Lubricants and industrial chemistry

Use case 048 of 100: lubricants and industrial chemistry, and what quantum computing could realistically add.

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049 / 100

Quantum Use Case #49: Food chemistry and flavour design

Use case 049 of 100: food chemistry and flavour design, and what quantum computing could realistically add.

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050 / 100

Quantum Use Case #50: Cement and low-carbon concrete

Use case 050 of 100: cement and low-carbon concrete, and what quantum computing could realistically add.

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051 / 100

Quantum Use Case #51: Quantum kernels for classification

Use case 051 of 100: quantum kernels for classification, and what quantum computing could realistically add.

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052 / 100

Quantum Use Case #52: Quantum-enhanced sampling for generative models

Use case 052 of 100: quantum-enhanced sampling for generative models, and what quantum computing could realistically add.

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053 / 100

Quantum Use Case #53: Feature selection on high-dimensional data

Use case 053 of 100: feature selection on high-dimensional data, and what quantum computing could realistically add.

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054 / 100

Quantum Use Case #54: Training-data compression

Use case 054 of 100: training-data compression, and what quantum computing could realistically add.

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055 / 100

Quantum Use Case #55: Reinforcement learning for control

Use case 055 of 100: reinforcement learning for control, and what quantum computing could realistically add.

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056 / 100

Quantum Use Case #56: Recommendation systems

Use case 056 of 100: recommendation systems, and what quantum computing could realistically add.

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057 / 100

Quantum Use Case #57: Natural-language processing research directions

Use case 057 of 100: natural-language processing research directions, and what quantum computing could realistically add.

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058 / 100

Quantum Use Case #58: Anomaly detection in sensor data

Use case 058 of 100: anomaly detection in sensor data, and what quantum computing could realistically add.

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059 / 100

Quantum Use Case #59: Clustering large datasets

Use case 059 of 100: clustering large datasets, and what quantum computing could realistically add.

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060 / 100

Quantum Use Case #60: Quantum neural network research

Use case 060 of 100: quantum neural network research, and what quantum computing could realistically add.

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061 / 100

Quantum Use Case #61: Migrating to post-quantum cryptography

Use case 061 of 100: migrating to post-quantum cryptography, and what quantum computing could realistically add.

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062 / 100

Quantum Use Case #62: Quantum key distribution for secure links

Use case 062 of 100: quantum key distribution for secure links, and what quantum computing could realistically add.

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063 / 100

Quantum Use Case #63: Quantum random number generation

Use case 063 of 100: quantum random number generation, and what quantum computing could realistically add.

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064 / 100

Quantum Use Case #64: Secure digital signatures for contracts and e-signing

Use case 064 of 100: keeping signed contracts and e-signatures trustworthy against future quantum attack.

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065 / 100

Quantum Use Case #65: Protecting long-lived medical records

Use case 065 of 100: protecting long-lived medical records, and what quantum computing could realistically add.

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066 / 100

Quantum Use Case #66: Securing financial messaging

Use case 066 of 100: securing financial messaging, and what quantum computing could realistically add.

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067 / 100

Quantum Use Case #67: Firmware signing for the quantum era

Use case 067 of 100: firmware signing for the quantum era, and what quantum computing could realistically add.

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068 / 100

Quantum Use Case #68: Quantum-safe identity and certificates

Use case 068 of 100: quantum-safe identity and certificates, and what quantum computing could realistically add.

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069 / 100

Quantum Use Case #69: Long-term archives for regulated industries

Use case 069 of 100: protecting long-lived health, finance and legal records from future quantum attack.

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070 / 100

Quantum Use Case #70: Quantum-secure crypto wallets

Use case 070 of 100: quantum-secure crypto wallets, and what quantum computing could realistically add.

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071 / 100

Quantum Use Case #71: Aircraft design and aerodynamics simulation

Use case 071 of 100: aircraft design and aerodynamics simulation, and what quantum computing could realistically add.

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072 / 100

Quantum Use Case #72: Satellite constellation scheduling

Use case 072 of 100: satellite constellation scheduling, and what quantum computing could realistically add.

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073 / 100

Quantum Use Case #73: Space mission trajectory optimisation

Use case 073 of 100: space mission trajectory optimisation, and what quantum computing could realistically add.

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074 / 100

Quantum Use Case #74: Radar and signal processing

Use case 074 of 100: radar and signal processing, and what quantum computing could realistically add.

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075 / 100

Quantum Use Case #75: Quantum sensing for navigation without GPS

Use case 075 of 100: quantum sensing for navigation without gps, and what quantum computing could realistically add.

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076 / 100

Quantum Use Case #76: Jet engine materials

Use case 076 of 100: jet engine materials, and what quantum computing could realistically add.

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077 / 100

Quantum Use Case #77: Maintenance scheduling for aircraft

Use case 077 of 100: maintenance scheduling for aircraft, and what quantum computing could realistically add.

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078 / 100

Quantum Use Case #78: Drone swarm coordination

Use case 078 of 100: drone swarm coordination, and what quantum computing could realistically add.

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079 / 100

Quantum Use Case #79: Debris collision avoidance

Use case 079 of 100: debris collision avoidance, and what quantum computing could realistically add.

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080 / 100

Quantum Use Case #80: Wind tunnel simulation replacement

Use case 080 of 100: wind tunnel simulation replacement, and what quantum computing could realistically add.

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081 / 100

Quantum Use Case #81: Fertiliser production efficiency

Use case 081 of 100: fertiliser production efficiency, and what quantum computing could realistically add.

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082 / 100

Quantum Use Case #82: Crop yield optimisation

Use case 082 of 100: crop yield optimisation, and what quantum computing could realistically add.

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083 / 100

Quantum Use Case #83: Weather and climate modelling

Use case 083 of 100: weather and climate modelling, and what quantum computing could realistically add.

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084 / 100

Quantum Use Case #84: Water network management

Use case 084 of 100: water network management, and what quantum computing could realistically add.

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085 / 100

Quantum Use Case #85: Precision irrigation scheduling

Use case 085 of 100: precision irrigation scheduling, and what quantum computing could realistically add.

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086 / 100

Quantum Use Case #86: Soil chemistry modelling

Use case 086 of 100: soil chemistry modelling, and what quantum computing could realistically add.

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087 / 100

Quantum Use Case #87: Biodiversity and land-use planning

Use case 087 of 100: biodiversity and land-use planning, and what quantum computing could realistically add.

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088 / 100

Quantum Use Case #88: Food supply chain waste reduction

Use case 088 of 100: food supply chain waste reduction, and what quantum computing could realistically add.

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089 / 100

Quantum Use Case #89: Methane and emissions monitoring

Use case 089 of 100: methane and emissions monitoring, and what quantum computing could realistically add.

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090 / 100

Quantum Use Case #90: Flood modelling and planning

Use case 090 of 100: flood modelling and planning, and what quantum computing could realistically add.

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091 / 100

Quantum Use Case #91: 5G and 6G network optimisation

Use case 091 of 100: 5g and 6g network optimisation, and what quantum computing could realistically add.

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092 / 100

Quantum Use Case #92: Antenna placement and spectrum allocation

Use case 092 of 100: antenna placement and spectrum allocation, and what quantum computing could realistically add.

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093 / 100

Quantum Use Case #93: Data-centre workload scheduling

Use case 093 of 100: data-centre workload scheduling, and what quantum computing could realistically add.

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094 / 100

Quantum Use Case #94: Factory production scheduling

Use case 094 of 100: factory production scheduling, and what quantum computing could realistically add.

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095 / 100

Quantum Use Case #95: Semiconductor fab process optimisation

Use case 095 of 100: semiconductor fab process optimisation, and what quantum computing could realistically add.

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097 / 100

Quantum Use Case #97: Quantum networking and the quantum internet

Use case 097 of 100: quantum networking and the quantum internet, and what quantum computing could realistically add.

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098 / 100

Quantum Use Case #98: Irish pharma manufacturing optimisation

Use case 98 of 100: how hybrid quantum optimisation is being tried on pharmaceutical production scheduling, and what that could mean for Irish manufacturers.

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