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Evaluating Compressed Sensing Matrix Techniques: A Comparative Study of PCA and Conventional Methods
Advance Sustainable Science, Engineering and Technology
Vol 7
, No 2
(2025)
This research examines the performance of various compressed sensing matrix techniques, with a focus on Principal Component Analysis (PCA) compared to conventional methods. By applying these techniques to a range of high-dimensional datasets, we assess their effectiveness in reducing data dimensionality while preserving essential information. Our results demonstrate that PCA consistently outperforms traditional methods in terms of both accuracy and computational efficiency. These findings have s...
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ANALYSIS OF FACTORS THAT CREATE PURCHASE DECISIONS AT MYKAN CAFE BEKASI: ANALYSIS OF FACTORS THAT CREATE PURCHASE DECISIONS AT MYKAN CAFE BEKASI
International Journal of Management, Business and Social Sciences
Vol 3
, No 02
(2025)
This study is based on the decline in revenue experienced by Mykan Cafe during 2023 compared to the previous year, which indicates a decline in consumer purchasing decisions. In the context of increasingly competitive culinary business competition, it is important to understand the factors that influence purchasing decisions to formulate an effective marketing strategy. So, this study was conducted to examine the factors that influence purchasing decisions at Mykan Cafe Bekasi. With the determin...
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Development and Application of Physics Learning Video Based on Problem Based Learning with Canva Application to Improve Process Skills
Jurnal Penelitian Pembelajaran Fisika
Vol 16
, No 2
(2025)
This study aims to develop and apply Problem Based Learning (PBL)-based instructional videos using the Canva application and to determine the extent of the improvement in students' process skills on the topic of quantities and measurements, as well as to understand students' responses to the physics instructional videos. The research method used was Research and Development (R&D) with the 4D model (Define, Design, Develop, Disseminate). The research subjects consisted of 33 tenth-grade stude...
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Development of E-Modules Based on Socio-Scientific Issues to Improve The Creative Thinking Skills of High School Students
Jurnal Penelitian Pembelajaran Fisika
Vol 16
, No 2
(2025)
The research aims to develop e-modules based on socio-scientific issues that are feasible to use, determine the response of grade X students to the use of e-modules based on socio-scientific issues and determine the increase in creative thinking of grade X students. This development research is based on the 4-D model which includes four steps namely Define, Design, Develop, Disseminate. This research was conducted until the Develop stage due to the limited time of researchers in conducting resea...
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Design of Smart Door Lock as A Teaching Aid for Magnetic Field Material in High School
Jurnal Penelitian Pembelajaran Fisika
Vol 16
, No 2
(2025)
This research aims to 1) produce a product in the form of a smart door lock teaching aid based on the RFID RC522 sensor and Arduino Uno as a teaching aid for magnetic field material in high school, 2) determine the suitability of the teaching aid that has been created and developed, and 3) to determine students’ responses to props developed. This type of research is research and development (Research and Development, R&D), by applying the ADDIE development model, namely Analysis, Design, Dev...
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A Novel Classification Framework Using Transformer-Based Encoding and Low-Rank Tensor Fusion for Enhanced Classification and Efficiency
Advance Sustainable Science, Engineering and Technology
Vol 7
, No 2
(2025)
This paper proposes a transformer-based framework for sentiment analysis, designed to improve both accuracy and computational efficiency across diverse datasets. The model incorporates a low-rank tensor fusion mechanism to reduce computational complexity, optimizing the transformer encoder’s performance. Through an extensive evaluation on three benchmark datasets—Airlines, CrowdFlower, and Apple—our approach demonstrates superior performance in sentiment classification tasks, achieving accuracy...
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Molecular Identification of Color Variants of Procambarus clarkii Using the COI Gene for Taxonomic Validation
Bhagawati, Dian
; Husein Sastranegara, Muhammad
; Agus Nuryanto
; Anastasia Endang Pulungsari
; Elly Tuti Winarni
; Atang
; Hanan Hassan Alsheikh Mahmoud
Advance Sustainable Science, Engineering and Technology
Vol 7
, No 2
(2025)
This study addresses taxonomic uncertainty surrounding color variants of Procambarus clarkii in aquaculture and conservation contexts. We investigated whether commercially significant color morphs represent distinct subspecies or phenotypic variations of a single species. Using the cytochrome c oxidase subunit I (COI) gene as a molecular marker, we analyzed four color morphs (blue, white, orange, and brown) from aquaculture facilities in Banyumas Regency. DNA extraction, PCR amplification, and s...
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The Effectiveness of Using Smartphone-Based Phyphox in Field Practice Tilt to Improve Students' Creative Thinking Skills
Rusdin, Muhammad Epi
; Prasetyo, Erwin
; Anwar, Zaina
; Pujianti Bejahida Donuata
; Nurfadilah
; Farizi, Zakaria Al
Jurnal Penelitian Pembelajaran Fisika
Vol 16
, No 2
(2025)
The use of technology is a solution to overcome problems in physics learning. This study aims to determine the effectiveness of using Smartphone-based Phyphox in improving students' creative thinking skills. The design used in this research is a nonequivalent pre-test and post-test control group design. This study used a purposive sampling technique to get two groups. The statistical analysis used was independent sample t-test. The results of the analysis showed that there was an effect of using...
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Development of Diagnostic Tests to Identify Students' Problem-Solving Difficulties in Static Fluid Material
Jurnal Penelitian Pembelajaran Fisika
Vol 16
, No 2
(2025)
The availability of diagnostic instruments specifically designed to identify students' difficulties in solving problems related to static fluids is still limited, even though this material often leads to misconceptions and conceptual difficulties. This article aims to present the results of the development of a diagnostic test instrument to identify students' problem-solving difficulties in the static fluid material. This study employs the R&D (Research and Development) method using the ADDI...
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Analysis of Physics Assessments Designed by Science Teachers at Junior High School
Jurnal Penelitian Pembelajaran Fisika
Vol 16
, No 2
(2025)
This study aims to analyze the suitability of physics assessments designed by science teachers at the junior high school level by paying attention to good assessment criteria. This type of research is descriptive-qualitative, involving three teachers in junior high school. The data collection technique is in the form of assessment archive documentation. The assessment analyzed was divided into three documents, namely motion and force, simple aircraft and static electricity. Data analysis techni...
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