Data-Centric Engineering Blog – DCE-blog

The views expressed in this blog are those of the listed author and do not represent the formal view of the DCE team.

Open Energy Services: Making Energy Forecasting and Optimisation Affordable at Scale

Paper summary

Translational

David Wölfle (FZI Research Center for Information Technology) explains how providing forecasting and optimisation as services could make energy management affordable for thousands of buildings.

Editor’s Insights: Physics-Aware Machine Learning, Scientific Machine Learning and Real-Time Computation

Editorial

Academic

Prof. Luca Magri (Imperial College London) introduces his research focus and some of the key challenges facing data-driven engineering.

Open-Source Datasets to Support the Community of Digital Prosthetic Limb Researchers and Designers

Translational

Paper summary

Prof. Alex Dickinson from the University of Southampton discusses the OpenLimb initiative, which generates open-access synthetic datasets for prosthetics research.

Bringing 3D Vision to Infrastructure: Target-free Monitoring with Remotely Paired Drones

Academic

Translational

Dr. Alessandro Sabato from the University of Massachusetts Lowell discusses target-free structural health monitoring using remotely paired drones and 3D vision.

Alessandro Sabato

A Spectrum of Physics-informed Gaussian Processes for Engineering

Academic

Editorial

Paper summary

Prof. Elizabeth Cross and Dr. Matthew Jones from the University of Sheffield discuss Gaussian process regression for physics-informed ML

Elizabeth Cross, Matthew Jones

Towards Net Zero Aviation with AI

Academic

Dr Pranay Seshadri explores opportunities presented by the use of AI within the aviation industry.

Pranay Seshadri

Why the Built Environment Needs Innovations in Data-Centric Engineering

Academic

Translational

Dr Ramaseshan Kannan discusses how, despite first appearances, the built environment requires Data-Centric Engineering.

Ramaseshan Kannan

Engineering, Emulators, Digital Twins and Performance Engineering

Academic

Seminar

Prof. Ron Kenett discusses his recent DCE webinar, and how statistical tools can be used to build Digital Twins.

Editor’s Insights: Data-Centric Engineering of Monitored Systems

Editorial

Academic

Prof. Eleni Chatzi (ETH) discusses emerging themes of physics-informed ML, DTs, and systems thinking.

The World Avatar: Revolutionising Human-in-the-Loop

Academic

Prof. Markus Kraft discusses work towards human-in-the-loop modelling at scale.

Sharing Benchmarks to Improve Maritime Safety

Translational

Adrian Clifton (HiLo) explains why data sharing in the maritime industry is critical.

Managing Fleets Dynamically Will Be Possible, Thanks to Digitalisation

Translational

Adolfo Crespo del Castillo discusses the digitalisation of rail fleet asset management.

Adolfo Crespo del Castillo

Characterising Extreme Environments

Academic

Translational

Matthew Jones and Philip Jonathan (Shell, Lancaster University) introduce ideas from extreme value statistics in weather modelling and oceanography.

Matthew Jones, Philip Jonathan

Automating Supply Chains: How Heavy is My Shopping?

Translational

Adrià Salvador and Ponç Palau (Glovo) present the development of Glovo’s language modelling tools.

Adrià Salvador, Ponç Palau

Working Together for Safer Seas

Translational

Adrian Clifton (HiLo) explains why data sharing in the maritime industry is critical.

Remote Sensing for Methane: Monitoring and Reducing Greenhouse Gas Emission

Translational

Academic

Matthew Jones and Philip Jonathan (Shell, Lancaster University) discuss the importance of monitoring methane to reduce global warming.

Matthew Jones, Philip Jonathan

Materials Informatics: Urgently Needed for a Sustainable Future

Translational

Paper summary

Hannah Melia (Citrine Informatics) discusses the growing field of Materials Informatics.

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