Sökning: "Consumption forecasting"

Visar resultat 1 - 5 av 76 uppsatser innehållade orden Consumption forecasting.

1. 1. Predicting Electricity Consumption with ARIMA and Recurrent Neural Networks

   Kandidat-uppsats, Uppsala universitet/Statistiska institutionen

   Författare :Klara Enerud; [2024]
   Nyckelord :time series forecasting; ARIMA; recurrent neural networks; LSTM; electricity forecasting; EED forecasting;

   Sammanfattning : Due to the growing share of renewable energy in countries' power systems, the need for precise forecasting of electricity consumption will increase. This paper considers two different approaches to time series forecasting, autoregressive moving average (ARMA) models and recurrent neural networks (RNNs). LÄS MER

3. 2. Long-term Forecasting Heat Use in Sweden's Residential Sector using Genetic Algorithms and Neural Network

   Master-uppsats, Högskolan i Halmstad/Akademin för företagande, innovation och hållbarhet

   Författare :Alireza Momtaz; Mohammad Befkin; [2024]
   Nyckelord :Genetic Algorithm; Neural Network; Forecasting; Heat Use;

   Sammanfattning : In this study, the parameters of population, gross domestic product (GDP), heat price, U-value, and temperature have been used to predict heat consumption for Sweden till 2050. It should be noted that the heat consumption has been considered for multi-family houses. Most multi-family houses (MFH) get their primary heat from district heating (DH). LÄS MER

4. 3. Condition Monitoring Of Machine Components From Drive Data Using Semi-Supervised Anomaly Detection Methods

   Master-uppsats, Uppsala universitet/Institutionen för informationsteknologi

   Författare :Tim Leon WyWiol; [2023]
   Nyckelord :;

   Sammanfattning : The mission of the machine manufacturer is to gain insights from machine data to increase their machines' efficiency and sustainability. Continuously monitoring the machine data with machine learning helps to detect emerging mechanical problems and prevents unexpected failures. LÄS MER

5. 4. A Different Kinda Healthcare : En registerstudie av den nuvarande och framtida sjukvårdskonsumtionen i Kinda kommun

   Master-uppsats, Linköpings universitet/Nationalekonomi; Linköpings universitet/Filosofiska fakulteten

   Författare :Isadora Freberg; Emma Högdahl; [2023]
   Nyckelord :vårdcentrum; förändrat vårdutbud; närvård; vårdplatser; vårdkonsumtion;

   Sammanfattning : Life expectancy is increasing in Sweden, and the population is expected to continue to grow. In addition to the population getting older, the number of chronic diseases is increasing, and more people are becoming multimorbid. This results in patients often needing care from multiple healthcare providers. LÄS MER

7. 5. COMPARATIVE ANALYSIS OF MACHINE LEARNING LOAD FORECASTING TECHNIQUES

   Magister-uppsats, Stockholms universitet/Institutionen för data- och systemvetenskap

   Författare :Humphry Takang Bate; [2023]
   Nyckelord :;

   Sammanfattning : Load forecasting plays a critical role in energy management, and power systems, enabling efficient resource allocation, improved grid stability, and effective energy planning and distribution. Without accurate very short term load forecasting, utility management companies face uncertain load patterns, unrealistic prices, and poor infrastructure planning. LÄS MER