FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3116183085> ?p ?o ?g. }

• W3116183085 endingPage "119" @default.
• W3116183085 startingPage "108" @default.
• W3116183085 abstract "Abstract Tool failure detection is a crucial task for continuous safe machining operations. In this study, a novel approach is proposed to develop an accurate and simple tool condition classification model (TCCM) for early failure detection during machining processes. Signals from current, vibration, and acoustic emission sensors were preprocessed and used for feature extraction in both time and frequency domains, leading to a total of 152 features. Next, a feature reduction was carried out based on relative importance, computed using a fully-grown random forest, which reduced the number of features to 15. To find out the best combination of relevant signal features, a total of 32,767 optimized support vector classifiers were developed. The comparison between different candidate models was based on both accuracy and complexity. The results showed that a classification accuracy up to 0.911 is attainable for a process-independent classification model using only current sensors. Besides, developing an ensemble of material-dependent models showed a good potential for improvement, recording a classification accuracy up to 0.958 while using features extracted only from the current sensors. The novelty in the present study is in its focus on developing a single sensor-based high-accuracy TCCM. This opens the door for wider utilization of such technology, especially that all existing studies focused on increasing the accuracy using multi-sensor TCCMs, which increases the cost of this technology and makes it inaccessible, especially for small and medium enterprises." @default.
• W3116183085 created "2021-01-05" @default.
• W3116183085 creator A5010605131 @default.
• W3116183085 creator A5011553395 @default.
• W3116183085 creator A5055747782 @default.
• W3116183085 creator A5082416494 @default.
• W3116183085 creator A5087880279 @default.
• W3116183085 date "2021-01-01" @default.
• W3116183085 modified "2023-10-18" @default.
• W3116183085 title "Sensors selection for tool failure detection during machining processes: A simple accurate classification model" @default.
• W3116183085 cites W1775659408 @default.
• W3116183085 cites W1967257921 @default.
• W3116183085 cites W1994236046 @default.
• W3116183085 cites W2000304567 @default.
• W3116183085 cites W2002501967 @default.
• W3116183085 cites W2004805964 @default.
• W3116183085 cites W2010994188 @default.
• W3116183085 cites W2015452969 @default.
• W3116183085 cites W2025031481 @default.
• W3116183085 cites W2033579447 @default.
• W3116183085 cites W2038011913 @default.
• W3116183085 cites W2070882938 @default.
• W3116183085 cites W2081768791 @default.
• W3116183085 cites W2141663819 @default.
• W3116183085 cites W2174148036 @default.
• W3116183085 cites W2257429831 @default.
• W3116183085 cites W2401471387 @default.
• W3116183085 cites W2463378445 @default.
• W3116183085 cites W2482166701 @default.
• W3116183085 cites W2598333277 @default.
• W3116183085 cites W2729015950 @default.
• W3116183085 cites W2789646893 @default.
• W3116183085 cites W2799710991 @default.
• W3116183085 cites W2802000294 @default.
• W3116183085 cites W2809024381 @default.
• W3116183085 cites W2810853631 @default.
• W3116183085 cites W2889494903 @default.
• W3116183085 cites W2897462742 @default.
• W3116183085 cites W2900470244 @default.
• W3116183085 cites W2901335959 @default.
• W3116183085 cites W2903512850 @default.
• W3116183085 cites W2911964244 @default.
• W3116183085 cites W2958239514 @default.
• W3116183085 cites W2962414238 @default.
• W3116183085 cites W2967036568 @default.
• W3116183085 cites W2984855924 @default.
• W3116183085 cites W2985371178 @default.
• W3116183085 cites W2997196767 @default.
• W3116183085 cites W3003767554 @default.
• W3116183085 cites W3010834209 @default.
• W3116183085 cites W3021766399 @default.
• W3116183085 cites W3024408270 @default.
• W3116183085 cites W3049009807 @default.
• W3116183085 cites W3087189602 @default.
• W3116183085 cites W3094344830 @default.
• W3116183085 cites W581690295 @default.
• W3116183085 cites W822801274 @default.
• W3116183085 cites W2572421041 @default.
• W3116183085 doi "https://doi.org/10.1016/j.cirpj.2020.12.002" @default.
• W3116183085 hasPublicationYear "2021" @default.
• W3116183085 type Work @default.
• W3116183085 sameAs 3116183085 @default.
• W3116183085 citedByCount "18" @default.
• W3116183085 countsByYear W31161830852021 @default.
• W3116183085 countsByYear W31161830852022 @default.
• W3116183085 countsByYear W31161830852023 @default.
• W3116183085 crossrefType "journal-article" @default.
• W3116183085 hasAuthorship W3116183085A5010605131 @default.
• W3116183085 hasAuthorship W3116183085A5011553395 @default.
• W3116183085 hasAuthorship W3116183085A5055747782 @default.
• W3116183085 hasAuthorship W3116183085A5082416494 @default.
• W3116183085 hasAuthorship W3116183085A5087880279 @default.
• W3116183085 hasBestOaLocation W31161830851 @default.
• W3116183085 hasConcept C111472728 @default.
• W3116183085 hasConcept C127413603 @default.
• W3116183085 hasConcept C138885662 @default.
• W3116183085 hasConcept C154945302 @default.
• W3116183085 hasConcept C200601418 @default.
• W3116183085 hasConcept C2780586882 @default.
• W3116183085 hasConcept C41008148 @default.
• W3116183085 hasConcept C523214423 @default.
• W3116183085 hasConcept C78519656 @default.
• W3116183085 hasConcept C81917197 @default.
• W3116183085 hasConceptScore W3116183085C111472728 @default.
• W3116183085 hasConceptScore W3116183085C127413603 @default.
• W3116183085 hasConceptScore W3116183085C138885662 @default.
• W3116183085 hasConceptScore W3116183085C154945302 @default.
• W3116183085 hasConceptScore W3116183085C200601418 @default.
• W3116183085 hasConceptScore W3116183085C2780586882 @default.
• W3116183085 hasConceptScore W3116183085C41008148 @default.
• W3116183085 hasConceptScore W3116183085C523214423 @default.
• W3116183085 hasConceptScore W3116183085C78519656 @default.
• W3116183085 hasConceptScore W3116183085C81917197 @default.
• W3116183085 hasLocation W31161830851 @default.
• W3116183085 hasOpenAccess W3116183085 @default.
• W3116183085 hasPrimaryLocation W31161830851 @default.
• W3116183085 hasRelatedWork W1485063768 @default.
• W3116183085 hasRelatedWork W18977309 @default.

• next