• Assessing the impact of employing machine learning-based baseline load prediction pipelines with sliding-window training scheme on offered flexibility estimation for different building categories 

      Campodonico Avendano, Italo Aldo; Javan, Farzad Dadras; Najafi, Behzad; Moazami, Amin Nitter; Rinaldi, Fabio (Peer reviewed; Journal article, 2023)
      The present study is focused on assessing the impact of the performance of baseline load prediction pipelines on the estimation (by the grid operator) accuracy of the flexibility offered by different categories of buildings. ...
    • BioCreative III interactive task: an overview 

      Arighi, Cecilia N; Roberts, Phoebe M; Shashank, Agarwal; Bhattacharya, Sanmitra; Gianni, Cesareni; Chatr-aryamontri, Andrew; Clematide, Simon; Gaudet, Pascale; Giglio, Michelle Gwinn; Harrow, Ian; Huala, Eva; Krallinger, Martin; Leser, Ulf; Li, Donghui; Liu, Feifan; Lu, Zhlyong; Maltais, Lois J; Okazaki, Naoaki; Perfetto, Livia; Rinaldi, Fabio; Sætre, Rune; Salgado, David; Srinivasan, Padmini; Thomas, Philippe E; Toldo, Luca; Hirschman, Lynette; Wu, Cathy H. (Journal article; Peer reviewed, 2011)
      Background: The BioCreative challenge evaluation is a community-wide effort for evaluating text mining and information extraction systems applied to the biological domain. The biocurator community, as an active user of ...
    • Machine learning-based estimation of buildings' characteristics employing electrical and chilled water consumption data: Pipeline optimization 

      Raymand, Farhang; Najafi, Behzad; Mamaghani, Alireza Haghighat; Moazami, Amin Nitter; Rinaldi, Fabio (Peer reviewed; Journal article, 2023)
      Smart meter-driven remote auditing of buildings, as an alternative to the labor-intensive on-site visits, permits large-scale and rapid identification of buildings with low energy performance. The existing literature has ...
    • Machine-Learning-Based Prediction of HVAC-Driven Load Flexibility in Warehouses 

      Javan, Farzad Dadras; Avendano, Italo Aldo Campodonico; Najafi, Behzad; Moazami, Amin Nitter; Rinaldi, Fabio (Peer reviewed; Journal article, 2023)
      This paper introduces a methodology for predicting a warehouse’s reduced load while offering flexibility. Physics-based energy simulations are first performed to model flexibility events, which involve adjusting cooling ...