Enhancement of membrane system performance using artificial intelligence technologies for sustainable water and wastewater treatment: A critical review

Viet, Nguyen Duc; Jang, Duksoo; Yoon, Yeomin; Jang, Am

doi:10.1080/10643389.2021.1940031

Cited by 48 publications

(15 citation statements)

References 95 publications

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“…In addition, the fundamental principles of membrane processes and the current state of application of artificial intelligencebased techniques in simulating the performance of these membrane systems were systematically reviewed. Finally, the implications and suggestions for future research were discussed [6]. Raknys et al presented 21st century concepts and products of the Fourth Industrial Revolution, big data and artificial intelligence technologies, and their application opportunities in public governance and social policy.…”

Section: Related Workmentioning

confidence: 99%

“…D(v) is assumed as the safety score of the online shopping platform, which is a weighted sum of data including the safety duration of the online shopping platform, the number of visits, browsing time, and the number of favorites. e formula for calculating this score is given by formula (6).…”

Section: Legal Protection Mechanismmentioning

confidence: 99%

“…According to the above formula (6), it can be known that when D(v) ≥ B 1 , the security level of the online shopping platform is extremely high; when B 0 ≤ D(v) ≤ B 1 , the security level of the online shopping platform is extremely low. Among them, B 0 and B 1 refer to the threshold D(v) of the safety score of the online shopping platform.…”

Section: Legal Protection Mechanismmentioning

confidence: 99%

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Construction of Online Shopping Legal Protection Mechanism Based on Artificial Intelligence Technology

Yan¹,

Zhang²

2022

Mobile Information Systems

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With the rapid development of the Internet and social economy, in the process of online shopping, a series of problems frequently occur, the most serious of which is tort and rights protection, but laws and regulations often lag behind the development of e-commerce transactions. Artificial intelligence technology embodies the exchange and use of digital information, which is an inevitable trend in the development of modern society. The research object of this research is students. Based on the connotation and significance of artificial intelligence technology, it aims to put forward effective solutions and suggestions to the law problems that arise in the online shopping process of students through some data analysis obtained by artificial intelligence technology, so as to provide reference for guiding student groups to form correct consumption concepts and promoting relevant institutions to maintain a safe and reasonable online shopping mechanism and platform environment. According to the above goals, this research combines the Agent technology in the field of artificial intelligence, proposes and builds a legal protection system framework that meets the requirements of online shoppers, discusses how to use the law to regulate infringement and rights protection in the process of online shopping, and has implications for improving the legal system in the process of online shopping.

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Section: Related Workmentioning

confidence: 99%

Section: Legal Protection Mechanismmentioning

confidence: 99%

Section: Legal Protection Mechanismmentioning

confidence: 99%

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Construction of Online Shopping Legal Protection Mechanism Based on Artificial Intelligence Technology

Yan¹,

Zhang²

2022

Mobile Information Systems

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“…The information obtained from ASPEN Plus was useful because it mimics the physical RO process, as discussed in the prior study "Using Artificial Intelligence for Reverse Osmosis Desalination." In order to plan for and acquire the data, the actual effect of temperature, pressure, salt concentration, and feed flow rate would be studied and monitored [10].…”

Section: A Acquiring Data From Simulating Reverse Osmosismentioning

confidence: 99%

Analyzing Multi-stage Reverse Osmosis Desalination Using Artificial Intelligence

Tekle¹,

Alazzam²,

Ibrahim³

et al. 2022

IJACSA

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Population growth has resulted in a decrease in readily available sources of potable water. Desalination is one of many approaches that has been studied and proposed as a way out of this predicament. In this study, multistage Reverse Osmosis desalination process is used in the model, since it has the potential to achieve a higher purity percentage than the single-stage RO desalination process. Some researchers have studied the distinctive tools of AI, specifically Artificial Neural Network as regression model and the genetic Algorithms as an optimization technique in the process of desalination and water treatments. This paper aims to examine multistage RO desalination by employing various artificial intelligence (AI) techniques, including Artificial Neural Network (ANN) and Support Vector Machine (SVM). Both training methods used for this research come under the category of regression algorithms, which are used to establish a predictive link between variables and labels. The main finding of this study was the noticeable decrease of Mean Square Error (MSE) in second stage when data was trained using the ANN. While on the other hand the MSE increased in second stage when the data was trained using the SVM. It can be concluded that the results of this research indicate that applying ANN and SVM to RO desalination process modelling would yield substantial improvements. Future work will be focusing on predicting and improving the performance of ANN and SVM prediction with other function variables.

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“…For the characteristic data with obvious correlation, the relevant data can be combined into one piece of data by operating the data, and other data can be deleted. Data merging is realized and the amount of calculation is reduced [24,25].…”

Section: Data Collection For Evaluation Of College Financial Internal...mentioning

confidence: 99%

Evaluation Method of Financial Internal Control in Colleges and Universities Based on Artificial Intelligence Technology

Guo¹

2022

Mobile Information Systems

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The internal financial control of colleges and universities is the main tool to restrain the behavior of financial managers. With the improvement of the economic operation efficiency of colleges and universities, the application effect of internal control management system is poor. Therefore, the evaluation method of the university financial internal control based on artificial intelligence technology is proposed. First put forward the artificial intelligence technology in the application of financial internal control in colleges and universities, and then construct the financial internal organizational structure, on this basis, to meet the enormous workload processing requirements, the creation of financial internal control evaluation in colleges and universities, the chain at the same time use of financial system of general function, the university financial internal control evaluation data output to the financial system. The data acquisition program is used to obtain the relevant data in the evaluation report so as to realize the evaluation of internal financial control in colleges and universities under the artificial intelligence technology. The experimental results show that the evaluation acceleration is faster with the increase of the evaluation time of the key elements. The evaluation effect is the best; the closest to the ideal value of 0.01, and the error detection rate curve is relatively stable, with good effect.

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Enhancement of membrane system performance using artificial intelligence technologies for sustainable water and wastewater treatment: A critical review

Cited by 48 publications

References 95 publications

Construction of Online Shopping Legal Protection Mechanism Based on Artificial Intelligence Technology

Construction of Online Shopping Legal Protection Mechanism Based on Artificial Intelligence Technology

Analyzing Multi-stage Reverse Osmosis Desalination Using Artificial Intelligence

Evaluation Method of Financial Internal Control in Colleges and Universities Based on Artificial Intelligence Technology

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