Matches in SemOpenAlex for { <https://semopenalex.org/work/W4288033558> ?p ?o ?g. }
Showing items 1 to 99 of
99
with 100 items per page.
- W4288033558 abstract "The deep-level mining industry is experiencing narrowing profit margins due to increasing operating costs and decreasing production. The industry is known for its lack of dynamic control across complex integrated systems running deep underground, making IoT technologies difficult to implement. An important integrated system in a typical underground mine is the refrigeration-ventilation system. In practice, the two systems are still controlled independently, often due to a lack of continuous measurements. However, their integrated effects ultimately affect energy usage and production. This study develops and compares various machine learning prediction techniques to predict the integrated behavior of a key component operating on the boundary of the refrigeration-ventilation system, while also addressing the lack of continuous measurements. The component lacks sensors and the developed industrial machine learning models negate the effect thereof using integrated control. The predictive models are compared based on accuracy, prediction time, as well as the amount of data required to obtain the required level of accuracy. The “Support Vector Machines” method achieved the lowest average error (1.97%), but the “Artificial Neural Network” method is more robust (with a maximum percentage error of 12.90%). A potential energy saving of 215 kW or 2.9% of the ventilation and refrigeration system, equivalent to R1.33-million per annum ($82 900 1 ) is achievable using the “Support Vector Machines” method." @default.
- W4288033558 created "2022-07-27" @default.
- W4288033558 creator A5019436414 @default.
- W4288033558 creator A5022455334 @default.
- W4288033558 creator A5082048463 @default.
- W4288033558 creator A5085248391 @default.
- W4288033558 date "2022-07-27" @default.
- W4288033558 modified "2023-09-30" @default.
- W4288033558 title "Integration of machine learning with complex industrial mining systems for reduced energy consumption" @default.
- W4288033558 cites W1583061999 @default.
- W4288033558 cites W1594344279 @default.
- W4288033558 cites W1979467892 @default.
- W4288033558 cites W1995785396 @default.
- W4288033558 cites W2070338099 @default.
- W4288033558 cites W2152779201 @default.
- W4288033558 cites W2465288575 @default.
- W4288033558 cites W2593193389 @default.
- W4288033558 cites W2754778708 @default.
- W4288033558 cites W2757351132 @default.
- W4288033558 cites W2883130875 @default.
- W4288033558 cites W2898285999 @default.
- W4288033558 cites W2898903427 @default.
- W4288033558 cites W2899668854 @default.
- W4288033558 cites W2907938044 @default.
- W4288033558 cites W2985209271 @default.
- W4288033558 cites W2987283808 @default.
- W4288033558 cites W3014782705 @default.
- W4288033558 cites W3015637750 @default.
- W4288033558 cites W3032416879 @default.
- W4288033558 cites W3041093658 @default.
- W4288033558 cites W3160209675 @default.
- W4288033558 cites W3206746466 @default.
- W4288033558 doi "https://doi.org/10.3389/frai.2022.938641" @default.
- W4288033558 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/35968035" @default.
- W4288033558 hasPublicationYear "2022" @default.
- W4288033558 type Work @default.
- W4288033558 citedByCount "0" @default.
- W4288033558 crossrefType "journal-article" @default.
- W4288033558 hasAuthorship W4288033558A5019436414 @default.
- W4288033558 hasAuthorship W4288033558A5022455334 @default.
- W4288033558 hasAuthorship W4288033558A5082048463 @default.
- W4288033558 hasAuthorship W4288033558A5085248391 @default.
- W4288033558 hasBestOaLocation W42880335581 @default.
- W4288033558 hasConcept C105795698 @default.
- W4288033558 hasConcept C119599485 @default.
- W4288033558 hasConcept C119857082 @default.
- W4288033558 hasConcept C121332964 @default.
- W4288033558 hasConcept C12267149 @default.
- W4288033558 hasConcept C127413603 @default.
- W4288033558 hasConcept C133731056 @default.
- W4288033558 hasConcept C154945302 @default.
- W4288033558 hasConcept C168167062 @default.
- W4288033558 hasConcept C186370098 @default.
- W4288033558 hasConcept C21880701 @default.
- W4288033558 hasConcept C2780165032 @default.
- W4288033558 hasConcept C33923547 @default.
- W4288033558 hasConcept C41008148 @default.
- W4288033558 hasConcept C50644808 @default.
- W4288033558 hasConcept C69907114 @default.
- W4288033558 hasConcept C78519656 @default.
- W4288033558 hasConcept C97355855 @default.
- W4288033558 hasConceptScore W4288033558C105795698 @default.
- W4288033558 hasConceptScore W4288033558C119599485 @default.
- W4288033558 hasConceptScore W4288033558C119857082 @default.
- W4288033558 hasConceptScore W4288033558C121332964 @default.
- W4288033558 hasConceptScore W4288033558C12267149 @default.
- W4288033558 hasConceptScore W4288033558C127413603 @default.
- W4288033558 hasConceptScore W4288033558C133731056 @default.
- W4288033558 hasConceptScore W4288033558C154945302 @default.
- W4288033558 hasConceptScore W4288033558C168167062 @default.
- W4288033558 hasConceptScore W4288033558C186370098 @default.
- W4288033558 hasConceptScore W4288033558C21880701 @default.
- W4288033558 hasConceptScore W4288033558C2780165032 @default.
- W4288033558 hasConceptScore W4288033558C33923547 @default.
- W4288033558 hasConceptScore W4288033558C41008148 @default.
- W4288033558 hasConceptScore W4288033558C50644808 @default.
- W4288033558 hasConceptScore W4288033558C69907114 @default.
- W4288033558 hasConceptScore W4288033558C78519656 @default.
- W4288033558 hasConceptScore W4288033558C97355855 @default.
- W4288033558 hasLocation W42880335581 @default.
- W4288033558 hasLocation W42880335582 @default.
- W4288033558 hasLocation W42880335583 @default.
- W4288033558 hasLocation W42880335584 @default.
- W4288033558 hasOpenAccess W4288033558 @default.
- W4288033558 hasPrimaryLocation W42880335581 @default.
- W4288033558 hasRelatedWork W1996541855 @default.
- W4288033558 hasRelatedWork W2169790708 @default.
- W4288033558 hasRelatedWork W2355927362 @default.
- W4288033558 hasRelatedWork W2379533788 @default.
- W4288033558 hasRelatedWork W2914113010 @default.
- W4288033558 hasRelatedWork W2961085424 @default.
- W4288033558 hasRelatedWork W2969580338 @default.
- W4288033558 hasRelatedWork W3195168932 @default.
- W4288033558 hasRelatedWork W4306674287 @default.
- W4288033558 hasRelatedWork W4224009465 @default.
- W4288033558 hasVolume "5" @default.
- W4288033558 isParatext "false" @default.
- W4288033558 isRetracted "false" @default.
- W4288033558 workType "article" @default.