Optimal Scheduling of Real-Time Learning Resources Using Intelligent Algorithms in Online Learning Environments DOI

Jinrong Li

Опубликована: Дек. 22, 2023

The rapid development of Internet technology has made learning in the environment gradually become a new trend. Traditional resources cannot meet people's needs for rich and diverse resources. application brought real-time characteristics to online provides people with more flexible convenient method. However, as continue increase, how effectively allocate schedule these an urgent problem be solved. resource scheduling methods rely on manual intervention automated. This article believes that intelligent algorithms have adaptability strong self-learning ability, so applying this method can optimize In order verify advantages algorithm, compares performance traditional genetic algorithms, artificial neural network particle swarm optimization conducts quantitative analysis based nature results. Experimental results show algorithm shortest response time highest utilization rate (89%).

Язык: Английский

The Impact of E-learning Techniques on Education Process. Platform Selection and Comparison DOI

K. Kurteva,

Slavka Tzanova, Nikolay Kurtev

и другие.

Опубликована: Сен. 13, 2023

This paper explores the impact of e-learning educational process over classical form. It examines benefits and challenges e-learning, ranging from increased accessibility flexibility to personalized learning experiences. By analyzing various platforms, including Coursera, Udemy, Khan Academy others, this study highlights their features, pricing models engagement strategies. Based on a selection suitable platforms for different sciences is proposed.

Язык: Английский

Процитировано

2
Analysis of Frequently Appearing Words in the Titles of 2023 Research Grant Winners in Indonesia Using the TF-IDF Method DOI Creative Commons
Rudi Setiawan, Zainul Kisman,

Asep Imam

и другие.

Journal of Information Systems and Informatics, Год журнала: 2023, Номер 5(4), С. 1508 - 1522

Опубликована: Дек. 3, 2023

Research activities are an obligation to be carried out by a lecturer, each year the Government of Indonesia through Ministry Education, Culture, and Technology encourages improvement research large amount funding aid several schemes grant competition. By 2023, percentage proposals funded was only 22.7% total submitted as 28.404. One problems that arises for lecturer who follows is determine title research. The aims identify words often appear on titles escape from scheme performing word grinding using TF-IDF method. results this indicate in novice (PDP) appears "based" with 434 proposals, regular fundamental (PFR) "development" 374 , domestic cooperation (PKDN) 117 post-graduate doctoral dissertation (PPS-PDD) "model" 154 master's thesis (PTS-PTM) 191 downstream applied (PT-JH) 82 proposals. This can provide overview names based highest number occurrences all funded. "based", 3 largest PFR, PKDN, PPS-PDD, PPS-PTM, PT-JH schemes. For PDP scheme, order proposal "regency", "development".

Язык: Английский

Процитировано

1
Optimal Scheduling of Real-Time Learning Resources Using Intelligent Algorithms in Online Learning Environments DOI

Jinrong Li

Опубликована: Дек. 22, 2023

The rapid development of Internet technology has made learning in the environment gradually become a new trend. Traditional resources cannot meet people's needs for rich and diverse resources. application brought real-time characteristics to online provides people with more flexible convenient method. However, as continue increase, how effectively allocate schedule these an urgent problem be solved. resource scheduling methods rely on manual intervention automated. This article believes that intelligent algorithms have adaptability strong self-learning ability, so applying this method can optimize In order verify advantages algorithm, compares performance traditional genetic algorithms, artificial neural network particle swarm optimization conducts quantitative analysis based nature results. Experimental results show algorithm shortest response time highest utilization rate (89%).

Язык: Английский

Процитировано

0