Prejudices in facial recognition and recruitment systems. Accidents involving self-driving cars. This type of failure shows that much remains to be done in the development of AI. The fastest way of moving that development forward is for AI and people to work closely together.
Let us not deny that there have been some major success stories thanks to artificial intelligence. For example, there are AI systems that are able to lip read or recognise tumours, with the help of deep learning. But AI systems also regularly slip up, and that can have very serious consequences. This is especially the case with ethically sensitive applications or in situations in which safety is at stake.
It is therefore time for the next step – a closer partnership between AI and people. This will enable us to develop AI systems that can assist us when taking complex decisions, and with which we can work enjoyably and safely.
AI still faces a stiff learning curve
To start with, AI has a tendency to unquestioningly replicate human prejudices. This is most particularly a problem if social and ethically sensitive applications are involved. Examples include the recruiting of new employees or predicting the likelihood of a delinquent lapsing into crime.
Another case in point is that of opaque decision-making processes. AI systems have to learn to be more transparent. This is certainly true if they are to be used in sensitive contexts, such as law enforcement or detecting social security fraud.
AI systems must not be rigid. They have to adapt to their users and to the changes in society, without losing sight of ethical and legal principles.
Finally, data analysed by AI may be private and confidential. This is especially the case when businesses and organisations operate together in a decision-making system.
What artificial intelligence still needs
TNO is currently investigating what is needed to achieve a responsible decision-making process between people and machines. There are four points to consider:
1. Responsible AI: by incorporating ethical and legal principles into AI.
2. Accountable AI: by enabling different types of user to understand and act upon advice and recommendations given by the system.
3. Co-learning: by adapting, with the help of people, to a changing world. This should be done in a way that ensures that ethical and legal principles are anchored in the system.
4. Secure learning: by learning from data without actually sharing them with other parties.
The aim: reliable and fair AI
TNO is helping to bring about reliable AI systems that clearly operate fairly. Always. And that includes complex and fast-changing environments. We are seeking to develop AI systems that can explain to different types of user why they take a particular decision.
Delving deep with use cases
It’s perhaps also useful to know that, in addition to this area of research, we are also working on safe autonomous systems in an open world. In other words, we are exploring solutions to today’s challenges facing AI from a range of perspectives. But the focus here is very much on ‘responsible decision-making processes between people and machines’. With the help of the following use cases, we are trying out our AI technology in practical situations:
- Secure learning in money-laundering detection
- Fair decision-making in the job market
Would you like to contribute a use case for this programme line?
Then please contact Cor Veenman
Governing privacy and ethics in AI
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Robotics, image recognition, self-driving cars. In recent years, artificial intelligence (AI) has brought about some major advances in these fields. Now, though, the safety of such autonomous systems is... Read moreArtificial intelligence makes money laundering that much harder
In their fight against money laundering, banks can benefit if they are able to exchange data with each other. But how can that be done without affecting the privacy of their clients? TNO is currently... Read moreThe right people for the right job: an accurate matchmaker based on AI
Diplomas do not tell the whole story – not by a long chalk. What matters much more nowadays is the skills that a person has, and how relevant those skills are in relation to what is described in a vacancy.... Read more- Artificial Intelligence
- Application areas
- Use cases
- Program line 1: Safe autonomous systems in an open world
- Program line 2: Responsible human-machine interaction
- Secure learning in money laundering detection
- Fair decision making in the job market
- Secure learning in diabetes-2 advice
- Diagnosing for printer maintenance
- Subsidence monitoring
- Fair decision making in justice
- Augmented worker for smart industry
- Energy balancing for smart homes
- Secure learning in oncology research
- Innovation monitoring in policy
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- Defence, Safety & Security
- Roadmaps
- Operations & Human Factors
- Climate Chambers for Research into Human Performance
- Desdemona: The ultimate motion simulator
- LT Lab: the TNO learning technology laboratory
- Performance and health monitoring
- Motion sickness and performance
- The neurobiology of Stress
- NetForce Command: an alternative to hierarchical command and control
- Operational military performance in a virtual world
- SUPRA
- Simulation Live Virtual and Constructive
- Concept Development & Experimentation
- IAMD: Integrated Air & Missile Defence
- JROADS
- FACSIM
- Helicopter studies
- Replacement of the F-16
- MARVEL / Comprehensive Approach
- TNO ACE: Advanced CD&E Environment
- Integrated approach to Dutch Royal Navy patrol ships
- Operational analysis during military operations
- SketchaWorld: from sketch to virtual world
- Camouflage
- Information & Sensor Systems
- Digital Resilience of The Netherlands
- LFAS - Low Frequency Active Sonar
- Tanker Remote Vision System
- Platform signatures
- TNO shapes the future of MMICs and RFICs
- CARPET: Computer-Aided Radar Performance Evaluation Tool
- Underwater Warfare and Security
- Wide Area Motion Imagery WAMI
- SAKAMATA: sonar and marine mammals
- PARANOID: rapid information processing
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- Ship acoustics and underwater acoustic signatures
- PERSEUS Wind Turbine Radar Interference Assessment tool
- Electromagnetic security
- Operating safely at sea
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- A new vision on modernizing the emergency reporting process
- Social media in the security sector
- Automatic Video Compilation and Analysis System (AVACS)
- The Dutch Cyber Cube Method: Improving Human Capital for SOCs and CSIRTs
- Concealed weapon detection
- FP7 Project IMPACT Europe
- Critical Infrastructure Protection (CIP) policies in Europe
- @MIGO: border control
- Smarter Surveillance, man, machine, synergy
- Cyber Security of Industrial Control Systems
- Privacy enhancing techniques in cyber security data sharing
- Driving Innovation in Crisis Management with DRIVER+
- Crisis management: new challenges, new opportunities
- The learning professional: resilient and deployable for the long term
- Protection, Munitions & Weapons
- Weapons systems control and analysis
- Weapon Effects & Protection Center
- Firepower
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- Materials for protection concepts
- Processing of Propellants, Explosives and Pyrotechnics
- Ammunition Safety
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- Chemical, Biological, Radiological and Nuclear (CBRN) Protection
- Anticipating accidents, incidents and threats
- Protecting those who protect us
- Process Safety Solutions: Expertise in Handling Hazardous Conditions Safely
- Expertise groups
- Acoustics and Sonar
- Chemical, Biological, Radiological and Nuclear (CBRN) Protection
- Electronic Defence
- Energetic Materials
- Explosions, Ballistics and Protection
- Human Behaviour and Organisational Innovation
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- Human Performance
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- Intelligent Imaging
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- Modelling, Simulation and Gaming
- Networked Organisations
- Radar Technology
- Weapon Systems
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- The important of support structures
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- Innovation towards 10-20 MW offshore wind turbines
- Modeling 10MW+ turbines aerodynamically
- Design for Reliable Power Performance (D4REL)
- Optimised wind blade tip design
- Vortex-wake models in wind turbine design
- Modelling improvement wind turbine blades
- Converters for Clean, Low Cost Electricity
- Haliade X: largest wind turbine ever
- New research on blade tip improvements
- Less production per wind turbine, still higher yield
- Logistics innovative strength at home and abroad
- Wind turbine management and maintenance
- Wind farms in synergy with the environment
- Innovative methods for wind measurements
- Keeping the electricity grid stable when there’s a surplus of wind and solar
- Innovation and the rise of solar energy
- Solar farms respecting landscape and nature
- Solar panels on farmland
- Research innovative solar parks
- Better design of solar parks
- Savings on solar farm operations and maintenance
- Floating solar panels on inland waterbodies
- Offshore solar energy
- National Consortium Solar in Landscape
- National Consortium Solar on Water
- Field lab floating solar
- Research into environmental effects of solar, wind energy
- Solar energy on buildings and infrastructure
- Solar panels in façades
- Solar windows
- More focus on safety of solar systems
- Solar heat and PV-T
- Roofs for solar energy
- Noise barriers producing solar energy
- Solar energy in road surfaces and crash barriers
- Solar panel energy generated on dikes
- Solar and infrastructure
- Outdoor test facility for BIPV(T)
- Solar Highways
- Solar-powered cars
- Mass customization
- Solar panel efficiency
- New technologies make PV more versatile
- Webinar: Innovations in solar energy technologies
- Putting Europe back in the lead in solar panel production
- System transition
- The social aspects of the energy transition
- TNO facilities for research into environmental effects of solar and wind energy
- Effective interventions to increase energy efficiency and reduce energy poverty
- Green and Ease under one roof
- Capacity building programme for energy efficiency in industry
- Zooming in on the future to make the right choices
- Scenarios for a climate-neutral energy system
- A fair system without energy poverty
- Financing the energy transition
- LAUNCH
- Successful neighbourhood approach: motivate residents
- Towards a reliable, affordable and fair energy system
- Towards CO2 neutral industry
- Reducing CO2 emissions through capture, use and storage
- SEWGS: revolutionary CO2-reduction technology and blue hydrogen production
- STEPWISE and FReSMe: CO2 reduction solutions for the steel industry
- 3D-printing for CO2 capture productivity increase
- Multi-partner ALIGN-CCUS project
- CEMCAP
- Reduce emissions steel industry
- CO₂ capture with AVR
- On-site CO₂ Capture Services: reducing emissions cost effectively
- Hydrogen for a sustainable energy supply
- Optimising production hydrogen
- Hydrogen storage and transport
- Hydrogen, fuel and feedstock
- H-vision: blue hydrogen to accelerate carbon-low industry
- 15 things you need to know about hydrogen
- World first: Green hydrogen production in the North Sea
- New research centre for hydrogen production
- Identifying the future international chain of green hydrogen
- Opportunities for green hydrogen for the manufacturing industry investigated
- Hydrogen from offshore wind: optimising the electricity grid
- Faraday lab: optimising and scaling up electrolysis
- Blue hydrogen paves the way for green hydrogen
- Biomass to fuels and feedstock
- ARBAHEAT - Sustainable future for coal-fired power stations possible through conversion to biomass
- AMBITION Advanced biofuel production from lignin rich residues
- BECOOL EU Brazilian cooperation on advanced biofuels
- Horti-BlueC - a new EU cooperation on reducing Bio-waste and CO2-footprint in horticulture
- UNRAVEL - valorization of lignocellulosic biomass
- MacroFuels advanced biofuels from seaweed
- BRISK2 Biofuel Research Infrastructure for Sharing Knowledge
- New facility for seaweed processing
- TORWASH technology successful for waste water treatment and recycling plastics
- Biofuels lab: Making transport more sustainable with biofuels
- Take-Off: Sustainable aviation fuels from CO2, water and green energy
- HEREWEAR: Circular textiles from locally-sourced bio-based materials
- Transition to e-fuels: a strategy for HIC Rotterdam
- Re-use of existing infrastructure to accelerate the energy transition
- Sustainable Industrial Heat System
- 4 pioneering routes to a CO2 neutral industry
- Research facility Industrial Electrification accelerates greening of Rotterdam port
- Mollier facility: innovating in industrial drying technology
- Research facility for negative CO2 emissions
- Carnot lab accelerates sustainable industrial heat management
- Using energy and raw materials efficiently in industry
- e-Missi0n MOOI: TNO supports Dow and Shell in electric cracking
- CO2 reduction requires improvement of industrial processes
- Making the industrial energy transition feasible and affordable
- Sustainable subsurface
- Geological Survey of the Netherlands
- Geological Survey of the Netherlands
- 100 years of geological mapping
- GeoTOP
- Sand, gravel and clay extraction
- GIS and other tools for interactive planning
- DINO, Data and Information of the Dutch Subsurface
- BRO: the Dutch Key Register of the Subsurface
- Sustainable use and management Flemish-Dutch subsurface
- Petroleum Geological Atlas of the Southern Permian Basin
- 3D Subsurface mapping of the Dutch offshore
- Geological Survey of the Netherlands across borders
- Towards an energy-producing environment
- Expertise
- Industry
- Roadmaps
- Flexible & Free-form Products
- Space & Scientific Instrumentation
- Semiconductor Equipment
- Smart Industry
- Expertise groups
- Buildings, Infrastructure & Maritime
- Roadmaps
- Safe and Sustainable Living Environment
- Infrastructure
- Sustainable buildings: towards an energy-producing built environment
- Building innovation
- Greenhouse design
- Digitisation in construction
- Smart megastructures
- Expertise groups
- Circular Economy & Environment
- Roadmaps
- Circular economy
- Environment & Climate
- Sustainable Chemical Industry
- Expertise groups
- Healthy Living
- Roadmaps
- Health Technology & Digital Health
- Biomedical Health
- Work
- Youth
- Expertise groups
- Traffic & Transport
- Roadmaps
- SMART and Safe Traffic and Transport
- Societal impact for accessibility and liveability
- Decision-making information based on facts for municipalities
- Making disruptive technologies practicable
- Accessible, healthy and vibrant cities
- CITYkeys – Performance evaluation framework for smart cities and projects
- Big data ecosystems: collaborating on data-controlled cities
- Knowledge mediator puts an end to bickering
- Intact – Climate resilient critical infrastructure
- Organising mobility
- Smart mobility and logistics
- Smart vehicles
- Smart Mobility Research Centre SMRC
- Sustainable Traffic and Transport
- Sustainable Mobility and Logistics
- Improving air quality by monitoring real-world emissions
- Emission factors for road traffic
- Measuring the emissions of powered two wheelers
- Emissions of particulate matter from diesel cars
- Random Cycle Generator
- EnViVer: model traffic flow and emissions
- Measuring real-world emissions with TNO’s Smart Emissions Measurement System (SEMS)
- Measuring the emissions of trucks and buses
- Reducing Greenhouse Gas Emissions in Commercial Road Transport
- Measuring the emissions of non-road mobile machinery
- Emission measures in practice
- The transition to CO2-neutral mobility in 2050
- Sustainable Vehicles
- Innovative technologies for zero-emission vehicles
- CO2 reduction by high-efficiency Flex Fuel technology with extremely low emissions
- Actual energy consumption and emissions
- Hydrogen and the fuel cell
- Automotive Battery Research
- Making transport more sustainable by means of electric vehicles
- Energy Efficient Electric Bus E3Bus
- eCoMove
- Hydrogen for internal combustion engines in heavy equipment
- Green performance of ships
- Expertise groups
- Information & Communication Technology
- Roadmaps
- Fast open infrastructures
- Data sharing
- Trusted ICT
- Efficiency, effectiveness, quality and the costs of systems
- Expertise groups
- Strategic Analysis & Policy
- Expertise groups
- Strategic Business Analysis
- Strategy & Policy
- Orchestrating Innovation
- Tech Transfer
Cor Veenman
- Machine learning
- Data science
- Responsible data science
- Fairness
- Bias
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