Sökning: "Echo State Network"

Hittade 4 uppsatser innehållade orden Echo State Network.

  1. 1. Machine Learning for Air Flow Characterization : An application of Theory-Guided Data Science for Air Fow characterization in an Industrial Foundry

    Master-uppsats, Karlstads universitet

    Författare :Robin Lundström; [2019]
    Nyckelord :Machine learning; ML; Echo State Map; ESM; Echo State Network; ESN; Gaussian Process; GP; Computational Fluid Dynamics; CFD; Theory-Guided Data Science; TGDS; Physics-Guided Data Science; Data science; Cross-discipline; Hybrid model; MatLab; Maskininlärning; ML; Echo State Map; ESM; Echo State Network; ESN; Gaussiska Processer; GP; Beräkningsströmningsdynamik; CFD; MatLab;

    Sammanfattning : In industrial environments, operators are exposed to polluted air which after constant exposure can cause irreversible lethal diseases such as lung cancer. The current air monitoring techniques are carried out sparely in either a single day annually or at few measurement positions for a few days. LÄS MER

  3. 2. Hippocampus as an Echo State Network

    Master-uppsats, KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Författare :Prabhanjan Mutalik; [2018]
    Nyckelord :;

    Sammanfattning : The Hippocampus is a brain region responsible for learning, memoryand spatial navigation. In that, the interactions between the CA3 andCA1 subregions have been the most studied due to the interesting dynamicsbetween the two regions. LÄS MER

  4. 3. Event Detection and Predictive Maintenance using Component Echo State Networks

    Master-uppsats, Lunds universitet/Matematisk statistik

    Författare :Jonatan Westholm; [2018]
    Nyckelord :Mathematics and Statistics;

    Sammanfattning : With a growing number of sensors collecting information about systems in indus- try and infrastructure, one wants to extract useful information from this data. The goal of this project is to investigate the applicability of Echo State Net- work techniques to time-varying classification of multivariate time series from primarily mechanical and electrical systems. LÄS MER

  5. 4. Multiband functional magnetic resonance imaging (fMRI) for functional connectivity assessments

    Uppsats för yrkesexamina på avancerad nivå, Umeå universitet/Institutionen för fysik

    Författare :Cecilia Björnfot; [2018]
    Nyckelord :;

    Sammanfattning : During resting state the brain exhibits synchronized activity within all major brain networks. Using blood oxygen level dependent (BOLD) resting state functional magnetic resonance imaging (fMRI) based detection it is possible to quantify the degree of correlation, connectivity, between regions of interest and assess information regarding the integrity of the inter-regional functional integration. LÄS MER