Research and development publications

North Sea Forecast

Explore the most likely future of the North Sea towards 2050

Insights into suggested Responsible AI (RAI) practices in real-world settings

When planning to use AI-based tools in the healthcare services, it is vital to understand that there are significant differences between ordinary software and AI products.

• Healthcare

Artificial intelligence in the health sector – a guide

When planning to use AI-based tools in the healthcare services, it is vital to understand that there are significant differences between ordinary software and AI products.

• Healthcare

Sea Lice Monitoring of Tomorrow - The Potential of Automated Sea Lice Counters

Explore how automated AI-based sea lice counting technologies can improve sea lice monitoring, management, and regulation – and how DNV's AI assurance method can build the trust to unlock their potential.

• Food and beverage

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

Integration of electrolysers in the energy system

The opportunities and challenges of integrating electrolytic hydrogen production into power systems increasingly dominated by variable renewable electricity generation

• Energy

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