Research and development publications

Ensuring Safe and Trustworthy AI

Explore the EU AI Act from a healthcare perspective

• Healthcare

DigiHeart

Explore how AI can be applied to assess heart deformities in salmon aquaculture.

• Food and beverage

AgriView – Navigating Agricultural Policy and Regulations

Explore the European approach to regulating agriculture and its effects on the food, feed, and energy sectors

• Food and beverage

Navigating the Biodiversity Disclosure Landscape

Explore the opportunities and challenges in the biodiversity-related disclosure landscape

• Other sectors

Energy Transition Outlook 2024

DNV's annual Energy Transition Outlook presents the results from our independent model of the world's energy system and provides a detailed forecast through to 2050 of how the shift from fossil energy to renewables is likely to unfold and what it means for global greenhouse gas emissions.

• Corporate
• Energy

Seaweed Forecast

Explore the future prospects of the seaweed sector

• Food and beverage

Future-proof renewables revisisted

This report revisits the 2018 paper ‘Future-Proof Renewables – Implications of a High Percentage of Solar and Wind in the Power System’.

• Energy

Trustworthy AI for healthcare

Integrating AI into healthcare is complex and fraught with challenges. Yet, the pursuit of trustworthy AI is a journey worth undertaking. It promises a future where healthcare is not only powered by intelligence but also grounded in trust—a future where AI acts as a partner in healthcare delivery, augmenting clinicians’ capabilities and enhancing patient care.

• Healthcare

Availability of green and blue ammonia in 2030 to 2050

Ammonia has attracted wide interest as a source of zero-emission fuel for shipping.

• Maritime

Managing Risk and Quality of AI in Healthcare

Artificial intelligence (AI) provides a unique opportunity to help meet the demands of the future healthcare system. However, hospitals may not be well equipped to handle safe and effective development and/or procurement of AI systems.

• Healthcare

Can I trust my fake data?

A comprehensive quality assessment framework for synthetic tabular data in healthcare

• Healthcare

Seafood Forecast

Explore the most likely future for the global seafood system within the Blue Economy

• Food and beverage

Precision Medicine Treatment in Psychiatry

Precision medicine has the ambition to improve treatment response and clinical outcomes through patient stratification. To enable this in psychiatry; access to relevant data sources, development and validation of stratification and prediction tools, and clinically useful management platforms are required.

• Healthcare

The AI-Mind clinical study protocol

Intelligent digital tools for screening of brain connectivity and dementia risk estimation in people affected by mild cognitive impairment

• Healthcare

Energy Transition Outlook Norway 2024

Energy Transition Outlook Norway 2024 describes DNV’s view of the most likely development of Norway’s energy future. It is the fifth year we publish this forecast for Norway, building on DNV’s independent, global model of the world’s energy system.

• Other sectors

Energy Transition Norway 2023

Energy Transition Norway 2023 presents DNV's view of the Norwegian energy system, as well as greenhouse gas emissions, through to 2050. It showcases the advances and challenges of the Norwegian energy system, some of the opportunities that the energy transition brings, and where Norway can capitalize on those.

• Other sectors

From sea to soil: seaweed biochar for carbon dioxide removal

Exploring seaweed biochar as a carbon dioxide removal solution

Transport in Transition

Our Transport in Transition is a deep-dive into availability, technology development, costs, policy drivers, and likely uptake of sustainable energy sources in transport sectors through to 2050.

• Other sectors

Industry electrification in a renewable power system

This paper is about the gradual electrification of industry and its relation to the growing penetration of variable renewable electricity generation. The interaction between these developments can significantly reduce the challenges associated with either of them.

• Energy

How do I turn this on? What to consider when adopting AI-based tools into clinical practice

Artificial intelligence (AI) has great potential to transform healthcare, making it more efficient, equitable, and safe. There are hundreds of AI-based tools available on the market today, yet few get adopted into clinical practice because of numerous barriers and challenges.

• Healthcare