Matches in SemOpenAlex for { <https://semopenalex.org/work/W2913374922> ?p ?o ?g. }
Showing items 1 to 92 of
92
with 100 items per page.
- W2913374922 abstract "Abstract To realize the quick, nondestructive detection of pesticide residues in lettuce leaves, a new method based on deep brief network (DBN) combined with near‐infrared transmission spectroscopy, was studied in this article. Two kinds of pesticide residues (fenvalerate and triazoline) and distilled water were sprayed on the surface of lettuce leaves, respectively. In addition, near infrared transmission spectroscopy was used for collecting spectral data of 240 lettuce samples. Furthermore, Savitzky–Golay combined with multiplicative scatter correction was used to denoise the raw spectral data. Then, after preprocessing spectral data, DBN was used to extract features and identify kinds of pesticide residues in lettuce leaves. Moreover，successive projection algorithm (SPA) was used to select characteristic wavelengths. After all, support vector machine (SVM), PLS‐DA, and k ‐nearest neighbor were carried out to establish classification models based on full spectral data, data extracted by DBN and data extracted by SPA. Consequently, DBN–SVM performed best and the accuracy of training set and test set reached 98.89 and 95.00%, respectively. Hence, the method of near infrared transmission spectroscopy combined with DBN–SVM is practical for the qualitative analysis of pesticide residues in lettuce leaves. Practical applications Using near infrared spectroscopy could detect the kinds of pesticide residues in lettuce leaves quickly and effectively. A new method involving deep brief network (DBN) was proposed to extract the features of spectral data. Results in this study showed that the DBN is feasible and effective for building classification models of different pesticide residues." @default.
- W2913374922 created "2019-02-21" @default.
- W2913374922 creator A5010842155 @default.
- W2913374922 creator A5021228357 @default.
- W2913374922 creator A5021562972 @default.
- W2913374922 creator A5048089199 @default.
- W2913374922 creator A5067563426 @default.
- W2913374922 creator A5080213192 @default.
- W2913374922 date "2019-02-07" @default.
- W2913374922 modified "2023-10-17" @default.
- W2913374922 title "Application of deep brief network in transmission spectroscopy detection of pesticide residues in lettuce leaves" @default.
- W2913374922 cites W1696305814 @default.
- W2913374922 cites W1973445088 @default.
- W2913374922 cites W2064630666 @default.
- W2913374922 cites W2071709160 @default.
- W2913374922 cites W2072407970 @default.
- W2913374922 cites W2076063813 @default.
- W2913374922 cites W2100495367 @default.
- W2913374922 cites W2116064496 @default.
- W2913374922 cites W2124895976 @default.
- W2913374922 cites W2156753997 @default.
- W2913374922 cites W2254371410 @default.
- W2913374922 cites W2288009996 @default.
- W2913374922 cites W2304001889 @default.
- W2913374922 cites W2334704904 @default.
- W2913374922 cites W2490223215 @default.
- W2913374922 cites W2511683089 @default.
- W2913374922 cites W2560289077 @default.
- W2913374922 cites W2593787681 @default.
- W2913374922 cites W2738561771 @default.
- W2913374922 cites W2776202363 @default.
- W2913374922 cites W279903978 @default.
- W2913374922 cites W2804482253 @default.
- W2913374922 doi "https://doi.org/10.1111/jfpe.13005" @default.
- W2913374922 hasPublicationYear "2019" @default.
- W2913374922 type Work @default.
- W2913374922 sameAs 2913374922 @default.
- W2913374922 citedByCount "14" @default.
- W2913374922 countsByYear W29133749222019 @default.
- W2913374922 countsByYear W29133749222020 @default.
- W2913374922 countsByYear W29133749222021 @default.
- W2913374922 countsByYear W29133749222022 @default.
- W2913374922 countsByYear W29133749222023 @default.
- W2913374922 crossrefType "journal-article" @default.
- W2913374922 hasAuthorship W2913374922A5010842155 @default.
- W2913374922 hasAuthorship W2913374922A5021228357 @default.
- W2913374922 hasAuthorship W2913374922A5021562972 @default.
- W2913374922 hasAuthorship W2913374922A5048089199 @default.
- W2913374922 hasAuthorship W2913374922A5067563426 @default.
- W2913374922 hasAuthorship W2913374922A5080213192 @default.
- W2913374922 hasConcept C106848363 @default.
- W2913374922 hasConcept C12267149 @default.
- W2913374922 hasConcept C153180895 @default.
- W2913374922 hasConcept C154945302 @default.
- W2913374922 hasConcept C161176658 @default.
- W2913374922 hasConcept C185592680 @default.
- W2913374922 hasConcept C186060115 @default.
- W2913374922 hasConcept C41008148 @default.
- W2913374922 hasConcept C58489278 @default.
- W2913374922 hasConcept C6557445 @default.
- W2913374922 hasConcept C86803240 @default.
- W2913374922 hasConceptScore W2913374922C106848363 @default.
- W2913374922 hasConceptScore W2913374922C12267149 @default.
- W2913374922 hasConceptScore W2913374922C153180895 @default.
- W2913374922 hasConceptScore W2913374922C154945302 @default.
- W2913374922 hasConceptScore W2913374922C161176658 @default.
- W2913374922 hasConceptScore W2913374922C185592680 @default.
- W2913374922 hasConceptScore W2913374922C186060115 @default.
- W2913374922 hasConceptScore W2913374922C41008148 @default.
- W2913374922 hasConceptScore W2913374922C58489278 @default.
- W2913374922 hasConceptScore W2913374922C6557445 @default.
- W2913374922 hasConceptScore W2913374922C86803240 @default.
- W2913374922 hasFunder F4320326182 @default.
- W2913374922 hasIssue "3" @default.
- W2913374922 hasLocation W29133749221 @default.
- W2913374922 hasOpenAccess W2913374922 @default.
- W2913374922 hasPrimaryLocation W29133749221 @default.
- W2913374922 hasRelatedWork W2073666188 @default.
- W2913374922 hasRelatedWork W2136100524 @default.
- W2913374922 hasRelatedWork W233388505 @default.
- W2913374922 hasRelatedWork W2367335875 @default.
- W2913374922 hasRelatedWork W2998684058 @default.
- W2913374922 hasRelatedWork W3081170447 @default.
- W2913374922 hasRelatedWork W3137444714 @default.
- W2913374922 hasRelatedWork W3139516263 @default.
- W2913374922 hasRelatedWork W4205845197 @default.
- W2913374922 hasRelatedWork W4386629890 @default.
- W2913374922 hasVolume "42" @default.
- W2913374922 isParatext "false" @default.
- W2913374922 isRetracted "false" @default.
- W2913374922 magId "2913374922" @default.
- W2913374922 workType "article" @default.