Essays about: "demand forecast"

Showing result 1 - 5 of 91 essays containing the words demand forecast.

  1. 1. Encoder-Decoder Networks for Cloud Resource Consumption Forecasting

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

    Author : Sami Mejdi; [2021]
    Keywords : Telecommunications; Cloud; Time Series; Forecasting; Encoder-Decoder; Deep Learning; Machine Learning; Telekommunikation; Moln; Tidsserie; Prognoser; Envoder-Decoder; Djupinlärning; Maskininlärning;

    Abstract : Excessive resource allocation in telecommunications networks can be prevented by forecasting the resource demand when dimensioning the networks and the allocation the necessary resources accordingly, which is an ongoing effort to achieve a more sustainable development. In this work, traffic data from cloud environments that host deployed virtualized network functions (VNFs) of an IP Multimedia Subsystem (IMS) has been collected along with the computational resource consumption of the VNFs. READ MORE

  2. 2. Uncertainity in Renewable Energy Time Series Prediction using Neural Networks

    University essay from Karlstads universitet/Institutionen för matematik och datavetenskap (from 2013)

    Author : Phil Aupke; [2021]
    Keywords : Time Series Data; Uncertainty; Machine Learning;

    Abstract : With the increasing demand for solar energy, the forecast of the PV station energy production has to be as precisely as possible. To make the prediction more robust, also correlated infor- mation about the weather can be added to the previous energy production of the PV station. READ MORE

  3. 3. Adaptive Algorithm for Forecasting of Medium-term District Heating Demand

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

    Author : Jonathan Jan; [2021]
    Keywords : ;

    Abstract : District heating is one of the most sustainable ways of producing and distributing heat to residential and industrial buildings. District heating load forecasting in the medium- to long-term have an important role in production planning and the strategic development of the district heating market. READ MORE

  4. 4. Developing an optimization model to determine AGV fleet size given the capacity of machines and vehicles in the production industry

    University essay from Blekinge Tekniska Högskola/Institutionen för industriell ekonomi; Blekinge Tekniska Högskola/Institutionen för industriell ekonomi

    Author : Milad Zaher; Ale El Ghazzi; [2021]
    Keywords : AGV; FMS; AGV fleet size; Optimization; Machine capacity; Production; AGV; FMS; AGV fleet size; Optimering; Maskinkapacitet; Produktion;

    Abstract : Background: In the present competitive environment manufacturing firms have shifted their production from mass production to mass customization. In this line, a flexible manufacturing system (or FMS) has evolved to the changing requirements. READ MORE

  5. 5. Phase-Out Demand Forecasting : Predictive modeling on forecasting product life cycle

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

    Author : Shadman Ahmed; [2020]
    Keywords : ;

    Abstract : The phase-out stage in a product life cycle can face unpredictable demand. Accurate forecast of the phase-out demand can help supply chain managers to control the number of obsolete inventories. Consequently, having a positive effect in terms of resources and lower scrap costs. READ MORE