FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4313831003> ?p ?o ?g. }

• W4313831003 endingPage "112787" @default.
• W4313831003 startingPage "112787" @default.
• W4313831003 abstract "Indoor air quality is crucial to the physical and psychological health of students because they spend a large portion of their time in classrooms. Indoor PM2.5 concentrations are affected by various complex factors, such as outdoor PM2.5, temperature, and relative humidity. However, how and to what extent these factors contribute to PM2.5 concentrations remains unclear. Recently, black-box (e.g., neural networks) and white-box (e.g., linear regression) models have been applied to analyze their contributions. However, these models either have low interpretability or are insufficient for revealing complex nonlinear relationships. To address these issues, indoor PM2.5 concentrations in ten classrooms were monitored for twelve months at a primary school in North China, and the contribution of various influential factors was calculated using partial derivatives based on this approach. This method can automatically identify linear and nonlinear relationship models from a large amount of data without a prior hypothesis. Experimental results showed that: (1) The contribution of each influential factor to indoor PM2.5 varied greatly in the 12 months based on the identified relationships. In addition, no single relationship pattern was identified that could universally describe the factors influencing indoor PM2.5. (2) The method developed in this study can automatically identify linear and nonlinear relationship models with white-box structures from a large amount of data without a prior hypothesis, which is more interpretable and applicable than other baselines. (3) Targeted solutions can be drawn by the contribution of each factor and three types of relationship curves (i.e., N-shaped, M−shaped, and W-shaped), the latter of which is the Pareto front revealed by our results. The study offers informative results regarding the temporal dynamics of indoor PM2.5 concentrations and quantitative contributions of influential factors based on timely long-term data, which promotes the understanding of changes in indoor PM2.5 concentrations. This also demonstrates the promising potential of using low-cost online sensors to conduct informative measurements that guide schools to more effectively improve classroom air quality." @default.
• W4313831003 created "2023-01-09" @default.
• W4313831003 creator A5037128911 @default.
• W4313831003 creator A5039384401 @default.
• W4313831003 date "2023-03-01" @default.
• W4313831003 modified "2023-10-17" @default.
• W4313831003 title "Contribution of influential factors on PM2.5 concentrations in classrooms of a primary school in North China: A machine discovery approach" @default.
• W4313831003 cites W1250478016 @default.
• W4313831003 cites W1964152983 @default.
• W4313831003 cites W1969931954 @default.
• W4313831003 cites W1972041596 @default.
• W4313831003 cites W1977944315 @default.
• W4313831003 cites W1979769287 @default.
• W4313831003 cites W1981330376 @default.
• W4313831003 cites W1997106209 @default.
• W4313831003 cites W1998481607 @default.
• W4313831003 cites W2005800807 @default.
• W4313831003 cites W2006980073 @default.
• W4313831003 cites W2007175303 @default.
• W4313831003 cites W2014187197 @default.
• W4313831003 cites W2014902034 @default.
• W4313831003 cites W2023669129 @default.
• W4313831003 cites W2027298641 @default.
• W4313831003 cites W2060915436 @default.
• W4313831003 cites W2071728107 @default.
• W4313831003 cites W2083849159 @default.
• W4313831003 cites W2110574291 @default.
• W4313831003 cites W2111841011 @default.
• W4313831003 cites W2112299196 @default.
• W4313831003 cites W2115599167 @default.
• W4313831003 cites W2125532396 @default.
• W4313831003 cites W2153185596 @default.
• W4313831003 cites W2159200188 @default.
• W4313831003 cites W2168654029 @default.
• W4313831003 cites W2289156705 @default.
• W4313831003 cites W2422986665 @default.
• W4313831003 cites W2513715766 @default.
• W4313831003 cites W2591925956 @default.
• W4313831003 cites W2619001551 @default.
• W4313831003 cites W2771777547 @default.
• W4313831003 cites W2798133463 @default.
• W4313831003 cites W2883710814 @default.
• W4313831003 cites W2885962231 @default.
• W4313831003 cites W2889955414 @default.
• W4313831003 cites W2902054799 @default.
• W4313831003 cites W2912696304 @default.
• W4313831003 cites W2950911222 @default.
• W4313831003 cites W2962862731 @default.
• W4313831003 cites W2964841911 @default.
• W4313831003 cites W2977184265 @default.
• W4313831003 cites W2997262015 @default.
• W4313831003 cites W3080214373 @default.
• W4313831003 cites W3083825610 @default.
• W4313831003 cites W3087433476 @default.
• W4313831003 cites W3097760720 @default.
• W4313831003 cites W3125407100 @default.
• W4313831003 cites W3179321146 @default.
• W4313831003 cites W4220798204 @default.
• W4313831003 cites W4256359519 @default.
• W4313831003 cites W781123400 @default.
• W4313831003 doi "https://doi.org/10.1016/j.enbuild.2023.112787" @default.
• W4313831003 hasPublicationYear "2023" @default.
• W4313831003 type Work @default.
• W4313831003 citedByCount "3" @default.
• W4313831003 countsByYear W43138310032023 @default.
• W4313831003 crossrefType "journal-article" @default.
• W4313831003 hasAuthorship W4313831003A5037128911 @default.
• W4313831003 hasAuthorship W4313831003A5039384401 @default.
• W4313831003 hasConcept C111472728 @default.
• W4313831003 hasConcept C119857082 @default.
• W4313831003 hasConcept C121332964 @default.
• W4313831003 hasConcept C138885662 @default.
• W4313831003 hasConcept C154945302 @default.
• W4313831003 hasConcept C158622935 @default.
• W4313831003 hasConcept C163175372 @default.
• W4313831003 hasConcept C166957645 @default.
• W4313831003 hasConcept C191935318 @default.
• W4313831003 hasConcept C205649164 @default.
• W4313831003 hasConcept C2779530757 @default.
• W4313831003 hasConcept C2781067378 @default.
• W4313831003 hasConcept C39432304 @default.
• W4313831003 hasConcept C41008148 @default.
• W4313831003 hasConcept C48921125 @default.
• W4313831003 hasConcept C62520636 @default.
• W4313831003 hasConcept C94966114 @default.
• W4313831003 hasConceptScore W4313831003C111472728 @default.
• W4313831003 hasConceptScore W4313831003C119857082 @default.
• W4313831003 hasConceptScore W4313831003C121332964 @default.
• W4313831003 hasConceptScore W4313831003C138885662 @default.
• W4313831003 hasConceptScore W4313831003C154945302 @default.
• W4313831003 hasConceptScore W4313831003C158622935 @default.
• W4313831003 hasConceptScore W4313831003C163175372 @default.
• W4313831003 hasConceptScore W4313831003C166957645 @default.
• W4313831003 hasConceptScore W4313831003C191935318 @default.
• W4313831003 hasConceptScore W4313831003C205649164 @default.
• W4313831003 hasConceptScore W4313831003C2779530757 @default.
• W4313831003 hasConceptScore W4313831003C2781067378 @default.
• W4313831003 hasConceptScore W4313831003C39432304 @default.

• next