首页|Findings on Machine Learning Detailed by Investigators at Beijing Normal Univers ity (Understanding Key Factors Determining the Effect of Particle Scouring Effic iency On Membrane Fouling Mitigation In Anfmbrs: Correlation Analysis Via Machin e ...)

Findings on Machine Learning Detailed by Investigators at Beijing Normal Univers ity (Understanding Key Factors Determining the Effect of Particle Scouring Effic iency On Membrane Fouling Mitigation In Anfmbrs: Correlation Analysis Via Machin e ...)

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By a News Reporter-Staff News Editor at Robotics & Machine Learning Daily News Daily News-Investigators discuss new findings in Machine Learning. According to news originating from Beijing, People's Republic of China, by NewsRx correspondents, research stated, "Particle scouring methods offer several advantages, including low energy consumption, ease of operation, a nd effective fouling control. The anaerobic fluidized bed membrane bioreactor is considered to be the most efficient wastewater treatment method with zero energ y consumption, as it produces bioenergy and has lower energy requirements compar ed to conventional processes." Financial support for this research came from Fundamental Research Funds for the Central Universities. Our news journalists obtained a quote from the research from Beijing Normal Univ ersity, "However, membrane fouling in AnFMBRs can be affected by various factors such as fluidized particle hydrodynamics, particle properties, and operating co nditions. To identify the primary factors affecting membrane fouling control in AnFMBRs, machine learning methods were utilized. Analysis of datasets from previ ous studies revealed several key findings. The location of the membrane in the r eactor, particle momentum, and particle size were identified as the major parame ters that govern membrane fouling reduction. Additionally, the optimal condition for AnFMBRs was determined to involve a membrane height-to-reactor height ratio of <= 0.5 and the use of particles with diameters of 1.5-3.0 mm. Furthermore, the use of smaller fluidized particles was shown to decrea se particle scouring efficacy, making it less cost-effective."

BeijingPeople's Republic of ChinaAsi aCorrelation AnalysisCyborgsEmerging TechnologiesMachine LearningBeiji ng Normal University

2024

Robotics & Machine Learning Daily News

Robotics & Machine Learning Daily News

ISSN:
年,卷(期):2024.(Jun.20)