Essays about: "energibesparande"

Showing result 1 - 5 of 15 essays containing the word energibesparande.

  1. 1. Utilizing energy-saving techniques to reduce energy and memory consumption when training machine learning models : Sustainable Machine Learning

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Khalid El Yaacoub; [2024]
    Keywords : Sustainable AI; Machine learning; Quantization-Aware Training; Model Distillation; Quantized Distillation; Siamese Neural Networks; Continual Learning; Experience Replay; Data Efficient AI; Energy Consumption; Energy-Savings; Sustainable ML; Computation resources; Hållbar maskin inlärning; Hållbar AI; Maskininlärning; Quantization-Aware Training; Model Distillation; Quantized Distillation; siamesiska neurala nätverk; Continual Learning; Experience Replay; Dataeffektiv AI; Energiförbrukning; Energibesparingar; Beräkningsresurser;

    Abstract : Emerging machine learning (ML) techniques are showing great potential in prediction performance. However, research and development is often conducted in an environment with extensive computational resources and blinded by prediction performance. READ MORE

  3. 2. A Study on Building Energy Modelling and Energy Efficiency Strategies for Educational Buildings

    University essay from KTH/Skolan för industriell teknik och management (ITM)

    Author : Robertson Manuel André Gil Castro; Raúl Vera Martínez; [2023]
    Keywords : Energy Saving Measures; Building Energy Efficiency; Energy Modeling of Educational Buildings; IDA ICE; Academic Buildings; Campus Energy Utilization; Energibesparande åtgärder; Byggnaders Energieffektivitet; Energimodellering av Undervisningsbyggnader; IDA ICE; Akademsiska Byggnader; Campus energiavnändning;

    Abstract : The building sector is one of the sectors with the highest energy utilization and is one of the largest sources of CO2 emissions worldwide. At the same time, energy prices in Europe have significantly increased in recent years. READ MORE

  4. 3. Predicting room occupancy based on carbon dioxide concentration levels : And potential energy-saving use cases in HVAC (heating, ventilation and air conditioning) control systems.

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Elias Eliasson Schuhmacher; Markus Ledung; [2023]
    Keywords : ;

    Abstract : This thesis aims to explore the possibilities of recording room occupancy based on measured CO2 (carbon dioxide) concentration levels, and potential energy-saving uses in HVAC (heating, ventilation and air conditioning) - control systems. Furthermore, this thesis specifically aims to use unsupervised machine learning methods, which removes the need for generating correct occupancy labels and training the models before deploying them. READ MORE

  5. 4. Air Recirculation System for Electrolyte Filling Room : A CFD study of VOCs Distribution in Clean & Dry room

    University essay from KTH/Skolan för industriell teknik och management (ITM)

    Author : Lin Chen; [2022]
    Keywords : Clean Dry room; Air Recirculation; Air Recovery; ANSYS FLUENT; Energy-saving; Environmental impact; Building Automation system; Rent torrt rum; luftåtercirkulation; luftåtervinning; ANSYS FLUENT; energibesparande; miljöpåverkan; byggnadsautomationssystem;

    Abstract : Energy storage development is an important step for the energy transition, meanwhile Lithium-ion battery is the most common core component of electric vehicles. Over the past decade, investment has been poured into lithium-ion battery production, as a result, the production environment (Clean & Dry room) used for some processes such as Stacking, Electrolyte filling and so on and the energy consumption to maintain this special environment which precise control of air humidity and air cleanliness have become major concerns. READ MORE

  6. 5. Energy-saving impacts of intelligent speed guidance at signalized intersections for different driver behaviors and vehicle powertrains

    University essay from KTH/Geoinformatik

    Author : Yuxuan Yang; [2022]
    Keywords : Signalized Intersection; Bounded Rationality; Speed Guidance; Energy-saving; Electric Vehicle;

    Abstract : In order to control the energy consumed by vehicles for crossing signalized intersections, this project designs and tests a speed guidance energy-saving strategy for signalized intersections, taking drivers’ bounded rationality into consideration. This research achieves speed guidance by developing theoretical foundation of speed guidance, dividing scenarios for practise of speed guidance, and calculating optimal trajectories for vehicles. READ MORE