FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4286208812> ?p ?o ?g. }

• W4286208812 endingPage "5408" @default.
• W4286208812 startingPage "5408" @default.
• W4286208812 abstract "In micro-electro-mechanical systems (MEMS) testing high overall precision and reliability are essential. Due to the additional requirement of runtime efficiency, machine learning methods have been investigated in recent years. However, these methods are often associated with inherent challenges concerning uncertainty quantification and guarantees of reliability. The goal of this paper is therefore to present a new machine learning approach in MEMS testing based on Bayesian inference to determine whether the estimation is trustworthy. The overall predictive performance as well as the uncertainty quantification are evaluated with four methods: Bayesian neural network, mixture density network, probabilistic Bayesian neural network and BayesFlow. They are investigated under the variation in training set size, different additive noise levels, and an out-of-distribution condition, namely the variation in the damping factor of the MEMS device. Furthermore, epistemic and aleatoric uncertainties are evaluated and discussed to encourage thorough inspection of models before deployment striving for reliable and efficient parameter estimation during final module testing of MEMS devices. BayesFlow consistently outperformed the other methods in terms of the predictive performance. As the probabilistic Bayesian neural network enables the distinction between epistemic and aleatoric uncertainty, their share of the total uncertainty has been intensively studied." @default.
• W4286208812 created "2022-07-21" @default.
• W4286208812 creator A5026694402 @default.
• W4286208812 creator A5043191519 @default.
• W4286208812 creator A5080735645 @default.
• W4286208812 creator A5091750497 @default.
• W4286208812 date "2022-07-20" @default.
• W4286208812 modified "2023-10-05" @default.
• W4286208812 title "Towards Reliable Parameter Extraction in MEMS Final Module Testing Using Bayesian Inference" @default.
• W4286208812 cites W1809764701 @default.
• W4286208812 cites W2005630995 @default.
• W4286208812 cites W2018492830 @default.
• W4286208812 cites W2020604243 @default.
• W4286208812 cites W2033178790 @default.
• W4286208812 cites W2055825262 @default.
• W4286208812 cites W2064675550 @default.
• W4286208812 cites W2081023708 @default.
• W4286208812 cites W2111959010 @default.
• W4286208812 cites W2116080338 @default.
• W4286208812 cites W2116136616 @default.
• W4286208812 cites W2345658363 @default.
• W4286208812 cites W2523513185 @default.
• W4286208812 cites W2559930768 @default.
• W4286208812 cites W2560517525 @default.
• W4286208812 cites W2563283759 @default.
• W4286208812 cites W2745809538 @default.
• W4286208812 cites W2787894218 @default.
• W4286208812 cites W2789606218 @default.
• W4286208812 cites W2920828134 @default.
• W4286208812 cites W2962730596 @default.
• W4286208812 cites W2962732683 @default.
• W4286208812 cites W2982876407 @default.
• W4286208812 cites W3010849941 @default.
• W4286208812 cites W3012496101 @default.
• W4286208812 cites W3014295050 @default.
• W4286208812 cites W3022634314 @default.
• W4286208812 cites W3043426275 @default.
• W4286208812 cites W3101380508 @default.
• W4286208812 cites W3113545549 @default.
• W4286208812 cites W3128827037 @default.
• W4286208812 cites W3134774296 @default.
• W4286208812 cites W3137922557 @default.
• W4286208812 cites W3157900223 @default.
• W4286208812 cites W3158436118 @default.
• W4286208812 cites W3178946670 @default.
• W4286208812 cites W3208321177 @default.
• W4286208812 doi "https://doi.org/10.3390/s22145408" @default.
• W4286208812 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/35891087" @default.
• W4286208812 hasPublicationYear "2022" @default.
• W4286208812 type Work @default.
• W4286208812 citedByCount "3" @default.
• W4286208812 countsByYear W42862088122023 @default.
• W4286208812 crossrefType "journal-article" @default.
• W4286208812 hasAuthorship W4286208812A5026694402 @default.
• W4286208812 hasAuthorship W4286208812A5043191519 @default.
• W4286208812 hasAuthorship W4286208812A5080735645 @default.
• W4286208812 hasAuthorship W4286208812A5091750497 @default.
• W4286208812 hasBestOaLocation W42862088121 @default.
• W4286208812 hasConcept C101112237 @default.
• W4286208812 hasConcept C107673813 @default.
• W4286208812 hasConcept C119857082 @default.
• W4286208812 hasConcept C121332964 @default.
• W4286208812 hasConcept C127413603 @default.
• W4286208812 hasConcept C154945302 @default.
• W4286208812 hasConcept C160234255 @default.
• W4286208812 hasConcept C163258240 @default.
• W4286208812 hasConcept C200601418 @default.
• W4286208812 hasConcept C2776214188 @default.
• W4286208812 hasConcept C32230216 @default.
• W4286208812 hasConcept C33724603 @default.
• W4286208812 hasConcept C37977207 @default.
• W4286208812 hasConcept C41008148 @default.
• W4286208812 hasConcept C43214815 @default.
• W4286208812 hasConcept C49937458 @default.
• W4286208812 hasConcept C50644808 @default.
• W4286208812 hasConcept C62520636 @default.
• W4286208812 hasConcept C99173435 @default.
• W4286208812 hasConceptScore W4286208812C101112237 @default.
• W4286208812 hasConceptScore W4286208812C107673813 @default.
• W4286208812 hasConceptScore W4286208812C119857082 @default.
• W4286208812 hasConceptScore W4286208812C121332964 @default.
• W4286208812 hasConceptScore W4286208812C127413603 @default.
• W4286208812 hasConceptScore W4286208812C154945302 @default.
• W4286208812 hasConceptScore W4286208812C160234255 @default.
• W4286208812 hasConceptScore W4286208812C163258240 @default.
• W4286208812 hasConceptScore W4286208812C200601418 @default.
• W4286208812 hasConceptScore W4286208812C2776214188 @default.
• W4286208812 hasConceptScore W4286208812C32230216 @default.
• W4286208812 hasConceptScore W4286208812C33724603 @default.
• W4286208812 hasConceptScore W4286208812C37977207 @default.
• W4286208812 hasConceptScore W4286208812C41008148 @default.
• W4286208812 hasConceptScore W4286208812C43214815 @default.
• W4286208812 hasConceptScore W4286208812C49937458 @default.
• W4286208812 hasConceptScore W4286208812C50644808 @default.
• W4286208812 hasConceptScore W4286208812C62520636 @default.
• W4286208812 hasConceptScore W4286208812C99173435 @default.
• W4286208812 hasFunder F4320323803 @default.
• W4286208812 hasIssue "14" @default.

• next