A Pioneering Roadmap for ML-Driven Algorithmic Advancements in Electrical Networks
Advanced control, operation, and planning tools of electrical networks with ML are not straightforward. 110 experts were surveyed to show where and how ML algorithms could advance. This paper assesses this survey and research environment. Then, it develops an innovation roadmap that helps align our research community with a goal-oriented realisation of the opportunities that AI upholds. This paper finds that the R&D environment of system operators (and the surrounding research ecosystem) needs adaptation to enable faster developments with AI while maintaining high testing quality and safety. This roadmap serves system operators, academics, and labs advancing next-generation electrical network tools.
Code (0)
등록된 구현이 없습니다.
Methods 이 논문이 사용한 방법론
Similar Papers 제목 키워드 기반
Energy Usage Reports: Environmental awareness as part of algorithmic accountability
The carbon footprint of algorithms must be measured and transparently reported so computer scientists can take an honest and active role in environmental sustainability. In this paper, we take analyses usually applied at…
AI and Deep Learning for THz Ultra-Massive MIMO: From Model-Driven Approaches to Foundation Models
In this paper, we explore the potential of artificial intelligence (AI) to address challenges in terahertz ultra-massive multiple-input multiple-output (THz UM-MIMO) systems. We identify three key challenges for transcei…
Advancing Symbolic Integration in Large Language Models: Beyond Conventional Neurosymbolic AI
LLMs have demonstrated highly effective learning, human-like response generation,and decision-making capabilities in high-risk sectors. However, these models remain black boxes because they struggle to ensure transparenc…
Response GenerationAI-Aided Advancements in Autonomous Underwater Vehicle Navigation
Autonomous underwater vehicles (AUVs) have become indispensable for deep-sea exploration, spanning critical scientific research and commercial applications. The rapid attenuation of electromagnetic waves renders satellit…
Re-imagining Algorithmic Fairness in India and Beyond
Conventional algorithmic fairness is West-centric, as seen in its sub-groups, values, and methods. In this paper, we de-center algorithmic fairness and analyse AI power in India. Based on 36 qualitative interviews and a …
Fairness