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Multi-User, Multi Sensory Interactions & Ethics in Spatial Computing

XR Horizons
XR Horizons

This project aims to push the boundaries of XR and expand the interaction by introducing multi-user environments, multi sensory experiences in both indoor and outdoor contexts, emphasising societal requirements related to ethics, security, trustworthiness, and inclusivity.

Co-PI
Active
Design
2.5 Years
2MSEK
KTH
Division: Division Digital Systems and Societal Transformation

Extended Reality (XR) technologies offer remote colocated experiences, realistic interactions, and the potential for a climate-neutral society. However, understanding their impact on cultural and social behaviours, as well as addressing ethics, privacy, and security concerns, is crucial for both the public and industry. One of the major limitations of the current extended reality (XR) technology is its focus on single-user experience, mainly when other users are physically co-present. Previous criticism has also highlighted that VR experiences were primarily designed for the white, Western, male sensorial body, leading to biased and non-inclusive strategies. This default design has caused harm to female bodies and contributed to abusive behavioural, and significantly neglected gender differences XR experiences. Moreover, XR technologies present several ethical, privacy and security issues. Hence, the considerations of XR privacy and the ethical implications surrounding (unintentional) participation emerge as subjects of public concern within this project.

This project aims to push the boundaries and expand XR interaction by introducing multi-user environments, enriching haptic feedback, and enabling outdoor exploration. By pushing these boundaries, we will explore the ethical implications for designing XR experiences where users can experience XR together, touch and feel virtual objects, and possibly go beyond indoor interaction. To achieve this, we will create diverse XR experiences and evaluate them with users in controlled experiments to better understand their multisensory capabilities. By exposing them to various XR environments under different social (single vs. multi-user), perceptual (no haptic vs. haptic), and environmental (indoor vs. outdoor) conditions, we will create a starting point for deep reflections in group workshops on how we interact with XR technology, how multisensory XR experiences affect our perception, and what ethical considerations should be followed to create experiences to include multiple user interaction.

Project objectives:

  • To understand the relationship between the use of extended reality technologies and the requirements of society in terms of ethics, security, trustworthiness and inclusivity from a society-centric perspective.
  • To explore users’ multisensory experiences using haptic feedback with a set of indoor and outdoor extended reality contexts as active and passive users.
  • To derive a set of ethical guidelines based on controlled empirical evaluations with the aforementioned set of experiences and users’ reflections on them.
     

Asreen Rostami

Senior Researcher
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Project end date: Service innovation Sekundär områdes navigation:
Sensors and sensor systems
Risk and security

Replacing toxic solvents in working environment

Chlorinated Solvents
A visualization of most common chlorinated solvents in the Hansen space

Chlorinated solvents have a unique dissolving ability, but they are toxic and can be harmful to both humans’ health and environment. With the help of silico tools, the project aims to find substitute solvents that are less harmful but hopefully just as effective.

Koordinator
Active
Work environment
3,5 years
1 453 000 SEK
Division: Division Bioeconomy

The aim of this project is to replace toxic solvents that pose a health risk on workers. We will focus on chlorinated solvents, and by using state of the art in silico tools we plan to find and test substitute solvents that perform well but do not pose a risk on human health or the environment. These results will be disseminated to stakeholders. 

Chlorinated solvents are very well known for their strong cleaning and degreasing properties and are often used in a variety of industrial applications. Despite their usefulness these solvents can be toxic if inhaled or ingested. The consumption of chlorinated solvents in Sweden has decreased dramatically since the seventies and stabilized at about 500 tonnes per year after 2008. Not surprisingly, the manufacturing industry has the highest worker exposure level to chlorinated solvents.  

In order to exchange the chlorinated solvents, we plan to use a unique combination of techniques. First, we will use the HSP program (and associated databases) to predict substitute solvents that perform similar to chlorinated solvents, and then we will use ADME predictor and Leadscope to evaluate toxicity. Then a limited number of substitute solvents will be analyzed from a safety perspective and tested for specific application of interest for the stakeholders before being disseminated openly.

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Project end date: Chemical products and processes Sekundär områdes navigation:
Risk and security
Health and life science

Safe chauffeurs in safe and healthy multimodal driver information env.

SCREENS II
SCREENS II

The project "Safe chauffeurs in safe and healthy multimodal driver information environments" (SCREENS II) aims to solve problems related to the increasing automation in the information environment, and to increase safety in traffic.

Coordinator
Completed
Digitalisation
Region Stockholm Västra Götaland Region
36 månader
32 596 900 SEK (16 298 450 SEK from Vinnova).
Division: Division Safety and Transport

The project aims to address challenges associated with increasing automation in the driver's environment, ultimately enhancing safety on the roads. It seeks to achieve this by:

  • Developing a unified method and evaluation platform for user studies.
  • Enhancing understanding of how digitalization impacts traffic safety.
  • Creating measurement and evaluation techniques to better grasp new digital driver situations, thereby reducing accident risks.
  • Offering recommendations for designing Human Machine Interaction (HMI) and physical parameters of displays and user interfaces to enhance safety, health, and comfort for drivers.
  • Goals include standardization, introducing new measurement methods, and streamlining the planning and execution of user studies.
  • Investigations on the benefits of Augmented Reality Head Up Display AR-HUD for cars and trucks will be done.
  • The primary beneficiaries are the automotive industry, drivers, and other road users.

 

The project aligns with the safety goals for road users, defined by Vinnova's program for strategic vehicle research and innovation (FFI): 

 1. Focus on developing driver assistance systems and HMI designs that increase road safety and reduce accident risks.

 2. Investigate the health effects of new digital technology in the driver's environment during short and long exposure.

 3. Enabling methods with applications for the development and deployment of safe automation by developing a common method and evaluation platform for user studies for characterizing the driver environment.

 This can reduce planning and implementation time by approximately 20% and contribute to efficient development and verification of digitalization 

The three-year project (2023-09-01 – 2026-08-31) is coordinated by RISE. The project is a continuation and expansion of the SCREENS project (dnr 2020-05129). Partners in the project are Volvo Cars, AB Volvo, Scania, and Smart Eye. The budget is a total of SEK 32,596,900, and Vinnova is seeking SEK 16,298,450.

Kjell Brunnström

Forskare
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Project end date: Autonomous vehicles Sekundär områdes navigation:
Design
Sensors and sensor systems
Risk and security
Health and life science

Maritime environment, risk and operation

maritime environment, risk and operation

By combining technical and operational knowledge and expertise, RISE reduce risks, costs and environmental impact for safe, resilient, and efficient maritime operation. We contribute with stability and predictability.

Environment

Reducing the environmental impact of shipping and other types of maritime operation requires not just one solution but many, often in cooperation. RISE provides unbiased analysis and advisory services, ensuring that your decisions are based on the best available knowledge and data, taking your special circumstances into account.

Risk

Based on acknowledged standards and guidelines in combination with elaborated tools and genuine knowledge, RISE offers risk analysis which enables a transparent process in risk identification and mitigating measures, whether the needs is for a permit process or as support in decision making.

Operation

Elaborated maritime operations is key to deliver commercially viable, safe, efficient, and resilient services. RISE support to your needs is based upon both a general and an in depth understanding of maritime operation based on our expertise, core data, big data analysis and simulations.

Offshore Wind - RISE as a service partner

RISE has been commercially active towards the offshore wind sector for decades. During the years we have gatherered knowledge and expertise to support clients in all stages from pre-feasibility and nautical risk analysis to decommissioning and recycling.

Our experts can work independently or be a valuable part in project teams.

• Pre-development and consenting • Production and acquisition 

• Installation and commissioning • Operation and maintenance 

• Decomissioning

 

Read more here

Nermina Saracevic

Senior project manager
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Division: Division Safety and Transport Maritime Sekundär områdes navigation:
Power production
Innovation management
Risk and security

How to build information systems that can withstand a crisis

Blades of grass

In 1989, the Berlin Wall came down and the digitalisation of society accelerated. But as the security situation tightens, we need to rethink how we protect our information systems. It is not security à la new wall that is needed, but rather the properties of the blade of grass that lead us to resilient information systems. 

A solidly built wall can withstand attack for a long time, but when it falls, it falls hard. Bricks tumble, rebar sticks out, dust rises. From protection, it suddenly becomes something in the way, a broken obstacle that can even hurt you if you are not careful.

"Our whole society is now built around various forms of digital, networked information systems," says Carl Heath, senior researcher and focus leader for digital resilience at RISE.

"They started to develop in the 1990s, in the years after the fall of the Berlin Wall, when the security situation looked quite optimistic. But since February 2022, the situation is completely different. We need to evolve our way of thinking about security and think more about resilience in addition to robustness."

The blade of grass bends with the wind, but rises again

A resilient system is like a wall. It can withstand a lot, but if it falls, it falls hard, is useless, and is difficult to repair.

"A resilient system, on the other hand, should be able to withstand and recover from disruptions, crises and threats while maintaining its function, availability and integrity. It can be compared to a blade of grass that bends with the wind – no matter how hard the wind blows and storms, it will rise again."

And the importance of this becomes clear when Carl Heath starts to list all the interconnected information systems that a society today consists of and depends on: telecommunications, energy supply, traffic lights, or even something as simple as a single car. Digitalisation offers enormous opportunities to achieve the social, environmental and economic goals of our time, but it also makes us enormously vulnerable.

"In other words, when we talk about the security of information systems, we are talking about the resilience of society as a whole to attack. Everything from ransomware against individual companies to large-scale hybrid attacks by state actors."

In such a situation, a resilient system, unlike a robust system, will not break down and become unusable.

"Instead, it will adapt. It may have a built-in way of rerouting information so that key functions can still be used, but without moving into the damaged area so that it can be repaired. "

It is very important that these issues are part of the strategic development work

So what makes an information system resilient?  

The technology has to work, of course, but the more interconnected we become, the more obvious it becomes that it also has to be organised.

Carl Heath uses the energy system as an example: "It exists at several different organisational levels (from the Swedish national grid to the solar panels on your summer cottage, and from the national Svenska Kraftnät to a municipal energy company), all of which must be able to interact with each other in a secure way."

"The regulatory framework for these systems must allow them to talk to each other so that the information that needs to be shared can be shared, but also so that the information that should be kept secret remains secret. This is complex because it means that different actors with very different requirements have to work together, otherwise there will be gaps."

Achieving resilience requires a vision

But how do you get there? First, you need a vision, a picture of how this digital world built in peace can withstand serious threats, even war.  

"You have to ask yourself what you want to achieve, what levels are reasonable, what are our commitments. It is very important that these questions are part of the strategic development process."

Secondly, we need to know what systems we have today and what risks and threats they face. An important part of this is the exercise.

"We can identify different events and situations in theory, but to really understand them and know how to deal with them, we need to practice. Through practice we can also discover the risks and gaps we hadn't thought of before."

One such exercise is Nordic Pine, a NATO exercise on the sustainability of the Nordic energy sector, in which RISE is a key partner.

"RISE is made up of 3000 nerds who have cutting-edge expertise in a wide range of areas. We know about technology development and we can do exercises, we can contribute with a knowledge map and we can create meeting places. Building resilient information systems involves technology, organisation and people, and requires the ability to manage all three."

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Risk and security Sekundär områdes navigation:
Cybersecurity
Energy and electrification
Digital infrastructure

Nätkraft Borås tackles cyber threats: ”It is important that we maintain operations”

Borås power grid

The rapid digitalisation of recent years has opened new doors for cyber criminals. Nätkraft Borås (formerly Borås Elnät) works actively to find them.  "We now have a process for managing different types of crisis situations," says CEO Lars Hedendahl.  

Cyber attacks are increasing. Hacker groups have become more targeted and sophisticated. Being aware of what the threats are and what can be done to protect important information is a national concern. This has been established by the Swedish Civil Contingencies Agency (MSB).  

Critical organisations must have effective protection against data breaches 

It is particularly important that socially critical operations, such as electricity supply, have effective protection against data breaches, as they must be able to maintain their services even in the event of attempted intrusions and attacks. Nätkraft Borås has recognised this.  

Almost two years ago, the company, which manages, operates and develops the electricity and fibre network in the city of Borås, began mapping its processes to identify vulnerabilities. In September 2023, they became the first in the industry to have their information security management system certified according to the ISO 27001 standard. The certification shows that Nätkraft Borås works to manage information securely, protect customer data and minimise the risks of integrity and security threats.  

Since there have been incidents at other municipal companies, the City of Borås has decided that we should have a systematic approach to information security. In addition, our fibre network operations will soon be affected by a new EU directive linked to this issue, and our electricity network already has the requirement," says Lars Hedendahl, CEO of Nätkraft Borås, and continues:  

"There is also a competitive perspective. If we can be early and work with information security in a good way, we should be more attractive to our customers and thus also more competitive.  

Nätkraft Borås was certified by RISE, which a month earlier became the first in Sweden to receive accreditation for the certification of management systems in socially critical operations in electricity, gas and water supply.

Certification is proof of systematic working methods 

But what does it mean to be certified according to ISO 27001? Camilla Rosswill, audit manager for management systems at RISE, explains that certification to this standard is proof that an organisation has a systematic approach and procedures for maintaining information security.  

"The advantage of introducing a systematic management system and taking guidance from the standard is that it raises the organisation's awareness. The standard requires organisations to identify, assess and treat risks," says Camilla Rosswill.  

Lars Hedendahl:

"We cannot say that we are completely protected because we work according to ISO 27001. It's more about the fact that we have a process for handling different types of crisis situations, such as an intrusion, and in that situation we try to minimise the damage and make the best of the situation. "

We who work here should know what to do when something happens

The most important part is getting people on board

Part of the work to strengthen information security is to build solutions, physical and digital, that protect the information. For example, this can involve creating backup files that reduce the vulnerability to attacks where hackers lock data and demand a ransom, known as ransomware attacks. Another example is a strong password policy. However, perhaps the most important part of the work is getting people on board.  

"We who work here should know what to do when something happens. It's not just a few people who have been involved, but everyone to a greater or lesser extent. Of course, the easiest thing to do would be to have an information security officer who managed everything, but then you don't build resilience over time. If that person leaves, the systematisation and our protection disappears," explains Lars Hedendahl.  

The management system for information security helps Nätkraft Borås to maintain a stable delivery in all situations.

"Our fibre operations form the basis for a large part of communication in Borås, and no one can do without electricity today. Perhaps communication and electricity are the most critical aspects of society? Disruptions can have serious consequences. That is why it is so important that we maintain operations," says Lars Hedendahl.

Certification is audited and leads to continuous development 

The certification was a milestone for Nätkraft Borås – but the work has really only just begun.  

"A major advantage of being certified is the systematic review. We come and carry out an audit every year to check that the management system continues to fulfil the requirements, and the business itself must carry out internal audits. You can't sit back," says Camilla Rosswill.

"The world is changing. Tomorrow, new threats may have emerged. Therefore, we need to evaluate our methods and see if there is something better. This is a long-term endeavour," says Lars Hedendahl.

HOW ISO 27001 WORKS 

The standard: ISO 27001 is a standard for managing information security through a documented and well-functioning management system with a focus on continuous improvement.

Certification: Organisations can undergo a certification process to prove their compliance with ISO 27001. An independent certification body conducts an audit to determine whether the organisation's information security management system meets the requirements of the standard.

Camilla Rosswill

Kvalitetsspecialist
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Cybersecurity Sekundär områdes navigation:
Energy and electrification
Digital infrastructure
Risk and security

HCT DUO DEMO - Logistics & system effects and traffic Safety

Systemeffects HCT first/last mile
HCT for transport of continers first/last mile

The HCT Duo Demo project tests the use of longer vehicle combinations for transport on the route between Hallsberg and Örebro. The purpose is to investigate, among other things, the effects of using the longer vehicle crew regarding transport efficiency, transport costs and traffic safety.

Assistant Projectleader, expert logistics and transport
Completed
Digital infrastructure Fossil free fuels Infrastructure Mobility System innovation
2 år
2 700
Division: Division Digital Systems and Societal Transformation

The HCT Duo Demo includes pilot tests of transport with HCT vehicles between the Hallsberg terminal and logistics areas in the Örebro region. It is a 30 meter long vehicle with three axles and two trailers. New technology and new designs are being tested to create better knowledge and basis for rule changes in connection with the introduction of longer vehicles in Sweden. 

The main purpose of the project is to carry out an analysis regarding logistics and system effects both on subsystems and the entire multimodal transport chain between the Port of Gothenburg and the Örebro region. The project will also provide the basis for the production of basic data for HCT vehicles to be implemented in the environmental calculation calculation tool NTM CalC. In the project, an investigation into how unprotected road users (cyclists) are affected by the longer vehicle train will also be carried out. This through pilot tests on the stretch Örebro – Garphyttan.

Sara Ranäng

Forskare
+46 73 084 97 85 Read more about Sara
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Project end date: Logistics Sekundär områdes navigation:
Automotive and future transport
Risk and security

SARDIN

SARDIN

SARDIN - System Demo, Analysis, Resource Efficiency, Data sharing, Privacy, Utilization - aims, in collaboration with stakeholders, to enable increased use of health data to facilitate research and innovation. The goal is to accelerate the development of new treatment methods, products and services that ultimately promote good and equitable health.

Koordinator, Projektledare, AP-ledare, Projektdeltagare
Active
Artificial intelligence Cyber security Digital infrastructure Digitalisation Digital health Life Science Medical devices Preventive healthcare System innovation Healthcare and social care
Not applicable
2 år
10 819 426 SEK
Division: Division Digital Systems and Societal Transformation

Healthcare providers, researchers, and innovators need to share data, but there is currently no national infrastructure to support this. Individual innovators and researchers face difficulties accessing datasets, scaling projects to include more participants, and applying data-driven methods. At the system level, interoperability between systems and organizations is lacking. Furthermore, current legislation is unclear on how health and social care data can be shared and used for research and development.
The European Commission is preparing a new regulation – the European Health Data Space (EHDS) – to address many of these challenges. SARDIN therefore focuses on:

  • How do we build a platform that enables secure use of healthcare data?
  • How do we design a solution aligned with future legislation (EHDS)?

Objectives

  1. Develop the Health Data Bank platform to meet the identified challenges.
  2. Closely monitor EHDS developments to ensure compliance with its recommendations.

The Health Data Bank consists of a network of edge nodes, each controlling how data is used locally or shared. Important legal issues that therefore need to be investigated within the project are when aggregated results can be considered anonymized and what legal basis the use of personal data in research needs to have and how this changes with EHDS.

Challenges and Principles

We will apply core privacy principles:

  • Data Minimization – Limit sharing and storage of personal data.
  • Purpose Limitation – Use personal data only for explicit, approved purposes.
  • Transparency and Accountability – Document all data use and operations for traceability.
  • User Empowerment – Individuals control how their data is used.

Proposed Solutions

Examples of solutions to each principle (to be demonstrated in the project):

  • Data Minimization – Decentralized analytics sharing only results, not raw data.
  • Purpose Limitation – Cryptographic signing of all data processing workflows.
  • Transparency and Accountability – Blockchain-based logging of activities and approvals.
  • User Empowerment – Data access and withdrawal managed via a personal data wallet.

Events

SARDIN has participated in:

  • Vägen mot EHDS, September 2025
  • Vitalis, May 2025
  • Vinnovas Hälsodatadag 2024, poster see below

SARDIN is funded by Vinnova and is part of the call "System demonstrator for utilization of healthcare data".

Anneli Nöu

Researcher
+46 10 228 43 88 Read more about Anneli
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Camilla Evensson

Gruppchef
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3. Good health and well-being
5. Gender equality
10. Reduced inequalities
Results from SARDIN
Projekt logo: SARDIN logo Attach document:

Project end date: Digital health Sekundär områdes navigation:
Data Science
Cybersecurity
Risk and security
Digital infrastructure

How to ensure access to essential products in a crisis

Nurse with face mask

We have become accustomed to getting what we need on time, whether it comes from Sweden or not. The pandemic, with its closed borders, was therefore a rude awakening.
"We must now do everything we can to ensure that everything we need is available in Sweden, even in the event of a crisis. We need innovation and access to product testing," says Benny Lyvén from RISE.

It's hard to forget the news from March 2020. How the virus spread to more and more countries, how more and more people fell ill, how the first cases were finally detected in Sweden. But the coverage also included the shock of the shortage of essential medical supplies, how the surge in consumption depleted stocks. Face masks and protective aprons were running out, and critical medicines were being rationed. Things didn't get any better as one border after another closed, cutting off vital global logistics chains and bringing in substandard products. In the end, laid-off Volvo workers, for example, made makeshift visors out of plastic film so that the health system would at least have something. One of many examples of how Swedish companies have reorganised their operations to provide essential products.

Regulatory reform to strengthen Sweden's resilience

This was certainly not an optimal situation, and in October 2022, a reform of civil defence and crisis preparedness authorities came into force. It aims to strengthen the country's resilience in peacetime crisis situations, heightened preparedness and ultimately war, and the reform designates sixty government agencies as 'preparedness authorities'. They are particularly important to society's civil preparedness and must be able to withstand threats and risks, prevent vulnerabilities, manage peacetime crisis situations and fulfil their roles in a heightened state of alert.

One of the areas these authorities need to review is the availability of critical products and materials.

"It is extremely difficult to supply a society if you are not prepared for the fact that imports can sometimes be negatively affected," says Benny Lyvén, Business Developer at RISE.

The department he works in deals with issues related to the supply of resources, materials and products.

"We work with prevention and help companies and public authorities with proposed solutions for production, materials and production conversion," says Christina Jönsson, SVP at RISE.

By applying the knowledge and infrastructure we already have in a new way, we can help the Swedish authorities in the event of a crisis

Assessing which products are important for operations

Together with the Swedish authorities, RISE is evaluating, for example, which products are important for a company to be able to operate during a crisis, and how these products can be secured even if there is a sudden loss of imports.

"For Sweden as a country to be able to cope with this, innovation and new solutions are needed, and this is something we all need to work on more," says Benny Lyvén.

"Also, in a crisis we need someone who can test products. If, in an emergency, you are making new products with new materials with very little experience, you run the risk of creating a crisis in the crisis if you do not test before you launch. Otherwise, you run the risk of filling the system with inferior products that only create worse problems.

Authorities and RISE can work together to develop support and tools to get a process up and running, even if the authority does the inventory and needs assessment itself. RISE helps with the next step: to see how a particular product on that list can be secured.

"For example, we can analyse existing value chains and suggest alternative variants, investigate whether there are existing domestic products that can meet the same needs, or whether it is possible to start domestic production or secure the supply of materials for products," says Christina Jönsson.

Can assess which parameters are critical in a crisis

RISE's testing facilities and knowledge of most industries are therefore an asset to authorities who need to ensure that a replacement for an existing product is developed quickly.

"We have extensive experience of testing and trials, but we also do a lot of work evaluating which parameters within a specification need to be maintained in a crisis, and which requirements can be ignored and still have a sufficiently good product," says Christina Jönsson.

During the pandemic, this became a crucial aid for many authorities and industries, and now RISE is working with the Swedish Civil Contingencies Agency, among others, to help more parts of society prepare for this type of event.

"By applying the knowledge and infrastructure we already have in a new way, we can help the Swedish authorities in the event of a crisis, while at the same time contributing to increased learning through the process itself, so that they themselves gain more knowledge about how such processes can work," says Christina Jönsson.

Benny Lyvén

Affärsutvecklare
+46 10 516 52 68 Read more about Benny
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Christina Jönsson

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Security of supply Sekundär områdes navigation:
Innovation management
Risk and security
Production and manufacturing

Visual Inspection of airspace for air traffic safety and SEcuRity

VISER
Illustration airport

With a growing number of drones in the lower airspace, it becomes important to be able to, in a cost-efficient way, identify the drones that do not cooperate with U-Space Service Providers (USSP). This is especially important in areas nearby critical infrastructure.

Coordinator
Completed
Artificial intelligence Digitalisation Risk and safety Total defence and crisis preparedness
Not applicable
3 år
Division: Division Digital Systems and Societal Transformation
Lower air space. Volumes Y and Zu are in focus in the VISER project.

The emergence of a new market and new regulations for drones and aircraft in the lower airspace creates opportunities for a large ecosystem of Swedish industrial actors. However, drones also pose a risk to this market, where actors can intentionally or unintentionally disrupt or destroy.

Addressing security and facilitating the growth of the market is central to creating Swedish competitiveness in the area, with global opportunities. The VISER project (Visual Inspection of airspace for air traffic safety and SEcuRity) is a collaboration between SAAB and RISE where a cost-efficient system is developed and tested for monitoring the lower airspace at a regional level. The system is based on camera sensors and an AI model trained on combinations of acquired data and synthetic data. The system can detect, position and classify unknown aircrafts. Through sensor fusion towards U-space Service Providers, better situational awareness can be created, and anomalies can be detected and raised.

In future scenarios, similar systems could be used to provide large-scale security for future autonomous airports and drone logistics, as well as increased ability to detect non-communicative craft nearby restricted areas and nearby sensitive infrastructure.

Rego Granlund

Senior Forskare
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Jonas Lindqvist

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Project end date: Drones Sekundär områdes navigation:
Risk and security
Artificial intelligence
Sensors and sensor systems
Data Science