Predicting Optimal Temperature in The Transmission System • Maria Jensen • GOTO 2023

This presentation was recorded at GOTO Aarhus 2023. #GOTOcon #GOTOaar https://gotoaarhus.com Maria Jensen - Co-Founder & Machine Learning Engineer at neurospace RESOURCES https://twitter.com/MLEnthusiastic https://linkedin.com/in/mariajensenai ABSTRACT Centralkommunernes Transmissionsselskab (CTR) has in collaboration with neurospace explored whether already existing data and Machine Learning can predict the optimal supply temperature, without risking universal service obligations, while optimizing the supply temperature to provide cheaper and greener district heating. Two Machine Learning models are created; one to predict the optimal temperature, and another to estimate whether the predicted supply temperature causes network congestion. During this presentation, we will discuss the challenge at hand, the significance of working in closely collaboration with domain experts, and the proposed solution. [...] TIMECODES 00:00 Intro 02:56 User story 04:30 Why? 06:20 What is "district heating"? 09:20 The challenge with district heating 14:37 The challenge with machine learning 19:16 ML model 1: Predicting optimal supply temperature 22:04 ML model 2: Predicting hydraulic limitations 23:48 Key takeaways 30:20 Outro Download slides and read the full abstract here: https://gotoaarhus.com/2023/sessions/2662 RECOMMENDED BOOKS Adi Polak • Machine Learning with Apache Spark • https://amzn.to/3ppdUkB Holden Karau, Trevor Grant, Boris Lublinsky, Richard Liu & Ilan Filonenko • Kubeflow for Machine Learning • https://amzn.to/3JVngcx Stefan Helzle • Low-Code Application Development with Appian • https://amzn.to/3rAC0Xq Phil Winder • Reinforcement Learning • https://amzn.to/3t1S1VZ Kelleher & Tierney • Data Science (The MIT Press Essential Knowledge series) • https://amzn.to/3AQmIRg Lakshmanan, Robinson & Munn • Machine Learning Design Patterns • https://amzn.to/2ZD7t0x https://twitter.com/GOTOcon https://www.linkedin.com/company/goto- https://www.facebook.com/GOTOConferences #MachineLearning #ML #ArtificialIntelligence #AI #DataScience #CTR #neurospace #MariaJensen #MLFlywheel Looking for a unique learning experience? Attend the next GOTO conference near you! Get your ticket at https://gotopia.tech Sign up for updates and specials at https://gotopia.tech/newsletter SUBSCRIBE TO OUR CHANNEL - new videos posted almost daily. https://www.youtube.com/user/GotoConferences/?sub_confirmation=1