FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W834325343> ?p ?o ?g. }

• W834325343 abstract "This Ph. D. work is motivated by the possibility of monitoring the conditions of components of energy systems for their extended and safe use, under proper practice of operation and adequate policies of maintenance. The aim is to develop a Support Vector Regression (SVR)-based framework for predicting time series data under stationary/nonstationary environmental and operational conditions. Single SVR and SVR-based ensemble approaches are developed to tackle the prediction problem based on both small and large datasets. Strategies are proposed for adaptively updating the single SVR and SVR-based ensemble models in the existence of pattern drifts. Comparisons with other online learning approaches for kernel-based modelling are provided with reference to time series data from a critical component in Nuclear Power Plants (NPPs) provided by Electricite de France (EDF). The results show that the proposed approaches achieve comparable prediction results, considering the Mean Squared Error (MSE) and Mean Relative Error (MRE), in much less computation time. Furthermore, by analyzing the geometrical meaning of the Feature Vector Selection (FVS) method proposed in the literature, a novel geometrically interpretable kernel method, named Reduced Rank Kernel Ridge Regression-II (RRKRR-II), is proposed to describe the linear relations between a predicted value and the predicted values of the Feature Vectors (FVs) selected by FVS. Comparisons with several kernel methods on a number of public datasets prove the good prediction accuracy and the easy-of-tuning of the hyperparameters of RRKRR-II." @default.
• W834325343 created "2016-06-24" @default.
• W834325343 creator A5085352453 @default.
• W834325343 date "2015-02-12" @default.
• W834325343 modified "2023-09-23" @default.
• W834325343 title "Failure prognostics by support vector regression of time series data under stationary/nonstationary environmental and operational conditions" @default.
• W834325343 cites W146791031 @default.
• W834325343 cites W1489867037 @default.
• W834325343 cites W1534477342 @default.
• W834325343 cites W1540155273 @default.
• W834325343 cites W1554663460 @default.
• W834325343 cites W1580104600 @default.
• W834325343 cites W1580637085 @default.
• W834325343 cites W1587559447 @default.
• W834325343 cites W1596717185 @default.
• W834325343 cites W1625941627 @default.
• W834325343 cites W1648445109 @default.
• W834325343 cites W1663792126 @default.
• W834325343 cites W1797539709 @default.
• W834325343 cites W1839113334 @default.
• W834325343 cites W1964357740 @default.
• W834325343 cites W1967232170 @default.
• W834325343 cites W1972820653 @default.
• W834325343 cites W1972972294 @default.
• W834325343 cites W1973756582 @default.
• W834325343 cites W1976606095 @default.
• W834325343 cites W1976682519 @default.
• W834325343 cites W1981653086 @default.
• W834325343 cites W1984668800 @default.
• W834325343 cites W1985155683 @default.
• W834325343 cites W1988559352 @default.
• W834325343 cites W1990079212 @default.
• W834325343 cites W1995357300 @default.
• W834325343 cites W2000454347 @default.
• W834325343 cites W2008094317 @default.
• W834325343 cites W2009727399 @default.
• W834325343 cites W2011544593 @default.
• W834325343 cites W2024228246 @default.
• W834325343 cites W2035221948 @default.
• W834325343 cites W2040177480 @default.
• W834325343 cites W2041302083 @default.
• W834325343 cites W2041406732 @default.
• W834325343 cites W2051903196 @default.
• W834325343 cites W2052345845 @default.
• W834325343 cites W2054291723 @default.
• W834325343 cites W2054570131 @default.
• W834325343 cites W2059115408 @default.
• W834325343 cites W2062349655 @default.
• W834325343 cites W2064769840 @default.
• W834325343 cites W2069231281 @default.
• W834325343 cites W2071901586 @default.
• W834325343 cites W2074988520 @default.
• W834325343 cites W2079166250 @default.
• W834325343 cites W2081770587 @default.
• W834325343 cites W2088032561 @default.
• W834325343 cites W2090425484 @default.
• W834325343 cites W2090696802 @default.
• W834325343 cites W2096846143 @default.
• W834325343 cites W2097048139 @default.
• W834325343 cites W2097918186 @default.
• W834325343 cites W2098545770 @default.
• W834325343 cites W2098949458 @default.
• W834325343 cites W2102544846 @default.
• W834325343 cites W2106622203 @default.
• W834325343 cites W2108728387 @default.
• W834325343 cites W2108995755 @default.
• W834325343 cites W2109943925 @default.
• W834325343 cites W2114229504 @default.
• W834325343 cites W2118021080 @default.
• W834325343 cites W2119821739 @default.
• W834325343 cites W2121854064 @default.
• W834325343 cites W2124983207 @default.
• W834325343 cites W2129564505 @default.
• W834325343 cites W2132870739 @default.
• W834325343 cites W2132915908 @default.
• W834325343 cites W2139269942 @default.
• W834325343 cites W2140095548 @default.
• W834325343 cites W2142635246 @default.
• W834325343 cites W2143833218 @default.
• W834325343 cites W2145940431 @default.
• W834325343 cites W2147898188 @default.
• W834325343 cites W2150430727 @default.
• W834325343 cites W2150579376 @default.
• W834325343 cites W2150796457 @default.
• W834325343 cites W2152761983 @default.
• W834325343 cites W2153290280 @default.
• W834325343 cites W2155319834 @default.
• W834325343 cites W2155399784 @default.
• W834325343 cites W2156415837 @default.
• W834325343 cites W2158994553 @default.
• W834325343 cites W2160218441 @default.
• W834325343 cites W2161208102 @default.
• W834325343 cites W2162006657 @default.
• W834325343 cites W2166063021 @default.
• W834325343 cites W2167917621 @default.
• W834325343 cites W2169384781 @default.
• W834325343 cites W2171343216 @default.
• W834325343 cites W2171566706 @default.
• W834325343 cites W2180044790 @default.
• W834325343 cites W2299567191 @default.

• next