Essays about: "demand forecasting system"

Showing result 16 - 20 of 52 essays containing the words demand forecasting system.

  1. 16. Short-term electricity consumption forecasting using deep learning and external variables

    University essay from Luleå tekniska universitet/Institutionen för system- och rymdteknik

    Author : Nils Widmark; [2022]
    Keywords : ;

    Abstract : Maintaining the electricity balance in the Swedish national power grid is a continuous challenge for both Svenska kraftnät and electricity suppliers. If an unbalance occurs it can damage or even destroy equipment and lead to power outages. READ MORE

  3. 17. Analysing User Viewing Behaviour in Video Streaming Services

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

    Author : Ioannis Markou; [2021]
    Keywords : log analysis; user viewing demand; over the top; proactive resource scaling; time series forecasting; log analys; användarens visningsbehov; streamingtjänster; proaktiv resursskalning; videostreaming; prognoser av tidsserier;

    Abstract : The user experience offered by a video streaming service plays a fundamental role in customer satisfaction. This experience can be degraded by poor playback quality and buffering issues. These problems can be caused by a user demand that is higher than the video streaming service capacity. READ MORE

  4. 18. Machine Learning for Power Demand, Availability and Outage Forecasting for a Microgrid in Tezpur University-India

    University essay from Uppsala universitet/Institutionen för elektroteknik

    Author : Veera Venkata Satya Surya Anil Babu Thumpala; [2021]
    Keywords : Machine Learning; Microgrid; Outage Forecasting; PV Production Forecasting; Energy Demand; Artificial Neural Network;

    Abstract :  A sudden extreme change in the weather can result in significant impact onthe life system in the present-day scenario. A well-planned prediction for damage during extreme weather conditions can have minimal impact on the grid components and efficient response and recovery models. READ MORE

  5. 19. Predictive Autoscaling of Systems using Artificial Neural Networks

    University essay from Linnéuniversitetet/Institutionen för datavetenskap och medieteknik (DM)

    Author : Christoffer Lundström; Camilla Heiding; [2021]
    Keywords : autoscaling; predictive autoscaling; machine learning; artificial neural networks; multilayer preceptrons; MLP-regressor; time series forecasting;

    Abstract : Autoscalers handle the scaling of instances in a system automatically based on specified thresholds such as CPU utilization. Reactive autoscalers do not take the delay of initiating a new instance into account, which may lead to overutilization. READ MORE

  6. 20. Techno-economic analysis of Battery Energy Storage Systems and Demand Side Management for peak load shaving in Swedish industries

    University essay from KTH/Kraft- och värmeteknologi

    Author : Benjamin Skog Nestorovic; Douglas Lindén; [2020]
    Keywords : Peak load shaving; battery energy storage system; demand side management; Fast Frequency Reserve market; power tariff; Effektoppsreducering; batterilagringssystem; efterfrågeflexibilitet; Fast Frequency Reserve; effekttariffer;

    Abstract : The Swedish electrical grid has historically been robust and reliable, but with increased electrification in numerous sectors, out-phasing of nuclear power and a high market diffusion of wind power, the system is now facing challenges. The rotational energy in the system is expected to decrease as a result of higher shares of intermittent energy sources, which can affect the stability of the grid frequency negatively. READ MORE