On Students' Computational Thinking Skills for Solving SRAC and its Theoretical Framework on Multi-Step Time Series Forecasting on River Erosion using GNN under RBL-STEM Learning Stages
Journal Title: International Journal of Current Science Research and Review - Year 2024, Vol 7, Issue 06
Abstract
Computational thinking involves the use of computer science principles to solve complex problems, extending beyond simple programming to various life applications. In today’s educational landscape, the promotion of these skills in the classroom is critical, yet students’ computational thinking skills remain underdeveloped due to inadequate learning models. Key indicators of computational thinking include problem decomposition, algorithmic thinking, pattern recognition, abstraction, and generalization. This study presents RBL-STEM learning activities aimed at enhancing students’ computational thinking through solving the Strong Rainbow Antimagic Coloring or SRAC problem and applying it to multi-step time series forecasting on river erosion using Graph Neural Networks or GNN. The research adopts a qualitative narrative method, beginning with the development of a prototype for multi-step time series forecasting on river erosion using SRAC and GNN, and progressing to the formulation of RBL-STEM learning steps. The results include a comprehensive RBL-STEM learning framework ready for implementation in future research. Learning framework offers student and educator a structured approach to integrating STEM on real life issues. By employing RBL-STEM, students are encouraging to solve river erosion problem systematically based on RBL stages. These finding suggest that the implementation of RBL-STEM with innovative mathematical problems such as SRAC can enhance students’ combinatorial skills, leading to practical solutions for everyday issues through education.
Authors and Affiliations
Wahyu Lestari, Dafik . , Susanto . , Dian Kurniati,
Keywords
Related Articles
- EP ID EP738250
- DOI 10.47191/ijcsrr/V7-i6-71
- Views 6
- Downloads 0
Relationships between Organizational Culture, Organizational Commitment, and Organizational Citizenship Behavior
Organizations that are going to prosper and grow, particularly in the area of human resource management, must be able to recognize new opportunities in order to be ready for the future. The researcher is eager to look at...
Single Phase Inverter Design for Solar Panel Output Voltage
Inverter is a devices that functions to convert DC input voltage to AC. One technique for optimizing the inveter output is SPWM. In this final project, a single–phase SPWM inverter with bipolar SPWM switching is designed...
Nature as a Legal Subject in the Preparation of Environmental Impact Assessments (Amdal): A Green Constitution Perspective for Social-Ecological Justice
The analysis of Environmental Impact Assessments (Amdal) in project plans and/or activities has been considered crucial to anticipate environmental pollution and damage within the environmental legal system regulated by...
Gender Existence in Japanese Bushu Kanji
The term gender refers to differences in the character of men and women based on socio-cultural construction, which is related to their nature, status, position, and role in society. Gender is a human perspective or perc...
Avoiding the Weaknesses that can be seen in Writing According to the Size and Shape of the Handwriting of Fourth Grade Students
Focusing on Sri Lankan education in particular, this research investigates remedial teaching programs to overcome deficiencies in handwriting according to the size and shape of students in primary education. In this stud...