Essays about: "load forecasts"

Showing result 16 - 20 of 31 essays containing the words load forecasts.

  1. 16. Multiple Time Series Forecasting of Cellular Network Traffic

    University essay from Linköpings universitet/Statistik och maskininlärning

    Author : Emma Wallentinsson Wallentinsson; [2019]
    Keywords : time series analysis; cellular networks; traffic load; arima; sarima; forecasting; machine learning; statistics; load prediction;

    Abstract : The mobile traffic in cellular networks is increasing in a steady rate as we go intoa future where we are connected to the internet practically all the time in one wayor another. To map the mobile traffic and the volume pressure on the base stationduring different time periods, it is useful to have the ability to predict the trafficvolumes within cellular networks. READ MORE

  3. 17. Anomaly detection in electricity demand time series data

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

    Author : Mahmood Bakhtawar Shah; [2019]
    Keywords : LSTM; FFNN; electricity load forecasting; anomaly detection;

    Abstract : The digitalization of the energy industry has made tremendous energy data available. This data is utilized across the entire energy value chain to provide value for customers and energy providers. READ MORE

  4. 18. Load and Demand Forecasting in Iraqi Kurdistan using Time series modelling

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

    Author : Ershad Taherifard; [2019]
    Keywords : ARIMA; Capacity planning; Energy; Kurdistan; Time series; Load forecasting.; ARIMA; Kapacitetsplanering; Energi; Kurdistan; Tidserier; Prognoser.;

    Abstract : This thesis examines the concept of time series forecasting. More specifically, it predicts the load and power demand in Sulaymaniyah, Iraqi Kurdistan, who are today experiencing frequent power shortages. This study applies a commonly used time series model, the autoregressive integrated moving average model, which is compared to the naïve method. READ MORE

  5. 19. Opportunities, Barriers and Preconditions for Battery Energy Storage in Sweden : A Study Investigating the Possibilities of Grid Connected Lithium-Ion Battery Energy Storage Systems in the Swedish Electricity Market

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

    Author : Maja Isaksson; Ellen Stjerngren; [2019]
    Keywords : Energy storage; Battery energy storage system; Lithium-ion batteries; Stationary applications; Grid flexibility; Electricity market; Regulatory framework;

    Abstract : The global energy system is under transformation. The energy transition from a centralized, fossil fuel based energy system to a more decentralized, renewable energy based system will challenge the balancing of electricity supply and demand. This stresses the importance of grid flexibility. READ MORE

  6. 20. Short-Term Heat Load Forecasting in District Heating Systems : A Comparative Study of Various Forecasting Methods

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

    Author : Zacharias Poutiainen; [2019]
    Keywords : ;

    Abstract : Short term heat load forecasts are vital for optimal production planning and commitment of generation units. The generation utility also bares a balance responsibility toward the electricity market as a result of CHP generation. Sub-optimal load forecasts can lead to high costs relating to unit commitment, fuel usage and balancing costs. READ MORE