Outputs

Publications

• Markovic, M., Li, A., Ayall, T.A., Watson, N.J., Bowler, A.L., Woods, M., Edwards, P., Ramsey, R., Beddows, M., Kuhnert, M. and Leontidis, G., 2024. Embedding AI-Enabled Data Infrastructures for Sustainability in Agri-Food: Soft-Fruit and Brewery Use Case Perspectives. Sensors, 24(22), p.7327.
• Markovic, M.; Germano, S.; Garijo, D.; Edwards, P.; Li, A.; Ayall, T.A.; Ramsey, R.; Leontidis, G. Farm Explorer: A Tool for Calculating Transparent Greenhouse Gas Emissions. In Proceedings of the ISWC 2024 Posters, Demos and Industry Tracks: From Novel Ideas to Industrial Practice Co-Located with 23th International Semantic Web Conference (ISWC 2024), Baltimore, MD, USA, 13–15 November 2024.
• Li, A., Markovic, M., Edwards, P. and Leontidis, G., 2024. Model pruning enables localized and efficient federated learning for yield forecasting and data sharing. Expert Systems with Applications, 242, p.122847.
• Markovic, M., Garijo, D., Germano, S. and Naja, I., 2023, October. TEC: Transparent Emissions Calculation Toolkit. In International Semantic Web Conference (pp. 76-93). Cham: Springer Nature Switzerland.
• Bowler, A.L., Rodgers, S., Meng, F., McKechnie, J., Cook, D.J. and Watson, N.J., 2024. Development of an open-source carbon footprint calculator of the UK craft brewing value chain. Journal of Cleaner Production, 435, p.140181.
• Bowler, A.L., Rodgers, S., Cook, D.J. and Watson, N.J., 2023. Bayesian and ultrasonic sensor aided multi-objective optimisation for sustainable clean-in-place processes. Food and Bioproducts Processing, 141, pp.23-35.

Tools

• Open-Source Carbon Footprint Calculator for the UK Craft Brewing Value Chain. Download from FigShare.com
• Transparent Emissions Calculations (TEC) Toolkit. The TEC toolkit consists ontologies for modelling ECFs in KGs and describing provenance traces of emissions calculations, public Knowledge Graphs built from open data with over 42400 Emission Conversion Factors, and the Semantic Machine Lerning Impact Calculator. For documentation and download see here.
• Farm Explorer Demo presented at 23nd International Semantic Web Conference, Maryland, USA, November 11-15, 2024.

Press Release

• Carbon calculator to improve sustainability in craft beer sector, University of Leeds, 24th January, 2024
• A free carbon calculator for small craft brewers, beertoday , 24th January, 2024
• Carbon Calculator to Improve Sustainability in the Craft Beer Sector, The British Guild of Beer Writers, 25th January 2024