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The integration of autonomous systems in traffic management has become increasingly important as urban populations and vehicle numbers continue to rise, leading to significant congestion. Traditional traffic signal control systems, which rely on fixed timing, are no longer sufficient to handle the dynamic and complex nature of urban traffic. To address these challenges, the proposed explainable Deep Reinforcement Learning (DRL) framework aims to optimize traffic signal control by dynamically adjusting traffic signals based on real-time data. This approach enhances traffic flow efficiency, reduces congestion, and improves overall system performance. The framework leverages Vehicle-to-Everything (V2X) communication, which enables real-time data exchange between vehicles, infrastructure, and other road users, extending the perception range of autonomous vehicles and providing valuable insights for traffic signal optimization. Additionally, the integration of smart infrastructure, such as smart intersections, plays a crucial role in enabling adaptive traffic management and facilitating better coordination across multiple intersections. One of the key advantages of the proposed system is its transparency, achieved through the implementation of explainable AI (XAI) techniques. These mechanisms provide clear insights into the decision-making processes, ensuring that traffic management authorities and system users can understand the rationale behind the system’s decisions. Although challenges such as data accuracy, scalability, and cybersecurity risks remain, the proposed DRL framework shows great promise in revolutionizing traffic management systems. Future research directions include enhancing data collection methods, improving the scalability of the system for larger cities, and further developing explainability features to improve trust and adoption in real-world applications.

Tarakan City as an archipelago with high maritime activity has a significant risk of water accidents, yet students' swimming skills are still low. This study aims to: (1) evaluate the context of swimming learning in the PJOK curriculum, (2) assess input readiness (teachers, facilities, costs), (3) analyze the learning implementation process, and (4) measure learning outcomes related to student skills and safety. The research used a descriptive qualitative approach with the Context, Input, Process, Product (CIPP) evaluation model. Data sources include principals (4 people), physical education teachers (4 people), and students (16 people) from four junior high schools in Tarakan City. The research instruments were semi-structured interview guidelines, observation sheets, and curriculum document analysis. Data collection techniques were conducted through participatory observation, in-depth interviews, and documentation studies. The data were analyzed qualitatively using cost and benefit analysis techniques to identify the suitability of the program to the needs. The results show that the context of swimming learning is in accordance with the curriculum, but the swimming pool facilities depend on public facilities with limited access. The learning process is in accordance with the lesson plan, but the practice time (2 times/semester) is not sufficient to master the skills. Product evaluation results indicated a good understanding of water safety theory, but low practical swimming skills. Recommendations: (1) Increased frequency of swimming practice, (2) collaboration with local government for the provision of school swimming pools, and (3) teacher training in adaptive teaching methods for beginner students.

This community service program at the Class I Correctional Facility SAE L’SIMA Malang was designed to address the urgent need for effective vocational skills development among inmates through productive poultry farming activities. One of the key challenges in poultry farming is the low success rate of egg hatching when relying on conventional, manually operated incubators that often lack precise temperature and humidity control. To overcome this problem, the program introduced the development and implementation of an automatic incubator system as a technological innovation to support both learning and productivity. The program employed a participatory approach, beginning with preliminary site surveys to identify existing resources and limitations within the correctional facility. Subsequently, the team carried out the design and assembly of an automatic egg incubator equipped with a digital system to monitor and regulate temperature and humidity levels. Functional testing was conducted using both chicken and duck eggs to ensure reliability and applicability across different types of poultry. In addition to the incubator prototype, the program also produced a practical user manual to guide inmates in operating and maintaining the equipment independently. The results demonstrated that the automatic incubator significantly improved the hatching success rate compared to traditional manual methods, despite initial challenges such as limited availability of components, restricted funding, and the reliance on outdated manual equipment. The inmates showed high levels of participation and adaptability in learning the operation of the new system, highlighting the potential of this program to enhance not only technical competence but also self-confidence. In conclusion, this initiative successfully integrated vocational training with technological innovation, offering a sustainable and practical solution for small to medium-scale poultry operations. Beyond improving technical skills, the program has broader social implications by equipping inmates with marketable competencies that can support their reintegration into society and contribute to their economic independence after release.

The development of information technology in the Industrial Revolution 4.0 era requires the younger generation to possess digital literacy skills, one of which is computer programming. Programming is not only a technical skill but also helps in developing logical, systematic, and creative thinking. This study aims to describe the implementation and results of Java-based basic programming literacy training for 30 SMA 3 students. The students were selected based on their interests and recommendations from teachers. The training was held in a computer laboratory, utilizing a learning-by-doing approach with methods that included material delivery, demonstrations, and hands-on practice. Evaluation was conducted through both theory tests and simple programming tasks. The results indicated an average 30% increase in understanding of structured programming concepts compared to before the training. Additionally, 85% of the students were able to successfully complete tasks involving the creation of simple programs using variables, operators, branching, and loops. Beyond the technical skills, the training also had a positive impact on non-technical skills such as self-confidence, teamwork, and critical thinking. In conclusion, this training program successfully met its goal of enhancing students’ basic programming literacy and can serve as a practical learning model that aligns with the needs of the digital era, encouraging active participation in the digital world.

The development of the increasingly advanced times brings serious challenges to the formation of the character of the younger generation, especially at the elementary school levels. The phenomenon of declining religious values, discipline, and responsibility for students is a crucial issue that needs to be addressed immediately. This study aims to analyze the collaboration model between parents and schools in supporting tahfidz programs and their contribution to the formation of religious character, discipline, and student responsibility. The research method uses the Systematic Literature Review (SLR) approach by examining various relevant previous research results, as well as a qualitative descriptive approach to understand the dynamics of the collaboration. The results of the study show that strong collaboration between parents and schools in the tahfidz program has a significant impact on the formation of students' character. Effective forms of collaboration include intensive communication, active participation in the tahfidz process, and moral and material support at home. Children who receive optimal assistance from their parents tend to show stronger religious character, discipline in managing time, and a higher sense of responsibility for memorization. On the contrary, limited parental time, lack of understanding of memorization methods, and differences in commitment are the main inhibiting factors in the success of the program. The conclusion of this study emphasizes that synergy between parents and schools is the main key to the success of the tahfidz program to build a generation of character. Recommendations for schools are to strengthen the communication system with parents, provide training in memorization techniques for families, and create a conducive learning environment both at school and at home. Further research is recommended to involve field studies to get a more comprehensive picture of the implementation of this collaboration.

This study examines the development of an industry-oriented business curriculum to enhance graduate competitiveness in the global market. The research employs a qualitative approach using content analysis to evaluate curriculum structures, experiential learning models, digital competency integration, and industry collaboration practices in higher education institutions. The findings reveal that industry-oriented curricula significantly improve graduate employability by aligning academic learning with labor market requirements. Experiential learning methods, including internships, project-based learning, and business simulations, contribute to the development of practical and professional competencies. In addition, collaboration between universities and industries strengthens curriculum relevance and supports innovation in teaching and learning processes. The study also highlights the importance of digital literacy, global perspectives, and communication skills in preparing graduates for international competition. Ultimately, curriculum innovation is essential for producing adaptive, competitive, and professionally prepared graduates capable of responding to rapid economic and technological transformations

Student learning engagement plays a crucial role in character development, especially at the elementary school level. To foster a positive learning environment and encourage active participation, active learning approaches based on games are considered effective. This study aims to analyze the relationship between the active learning model using word-building games and the learning engagement of third-grade students at SDN 3 Jepang, Kudus Regency. The research was motivated by the low level of student participation, which is still dominated by conventional teaching methods. A correlational quantitative approach was used, with a population consisting of all 20 third-grade students, who were also taken as the sample through total sampling technique. Data were collected using a questionnaire to measure learning engagement and observation of the implementation of the word-building game model. The Shapiro-Wilk test was used for normality testing, and since one of the variables was not normally distributed, the data were analyzed using the Spearman correlation test. The results showed a correlation coefficient of r = -0.097 with a significance value of 0.686 (> 0.05), indicating no significant relationship between the word-building game model and student engagement. Other factors such as individual learning styles or classroom atmosphere may influence student engagement. Nonetheless, this model still holds potential and should be further developed to align with elementary students' characteristics.

This community service program was implemented to strengthen the digital literacy and competencies of health cadres in Simogirang Village, Prambon Sub-district, Sidoarjo Regency, particularly in the recording and management of Posyandu (integrated health service post) data. The initiative responded to ongoing issues stemming from manual documentation methods, which were prone to human error, inefficiency, and lack of integration with regional health information systems. To address these challenges, the program delivered an IT-based training module using a combination of direct instruction, demonstrations, and hands-on simulations. The training emphasized the use of accessible and cost-effective tools such as Google Forms and Google Sheets, designed in alignment with the principles of adult learning (andragogy) and Kurt Lewin’s change management model to facilitate behavioral adaptation and technology acceptance among the participants. A total of 25 health cadres participated in the program. Pre- and post-training evaluations demonstrated significant improvement in digital skills, with 80% of participants achieving a minimum of 85% accuracy in completing digital forms and managing records. In addition, a prototype digital system based on Google Workspace was successfully piloted in two Posyandu locations. This system enhanced the timeliness, accuracy, and integration of health data reporting to local health centers (Puskesmas), offering a scalable and sustainable solution for grassroots healthcare data management. Despite the positive outcomes, the program also identified key challenges, notably limited internet infrastructure and varying levels of prior digital exposure among cadres. These findings underscore the need for continuous mentoring, support from local government stakeholders, and potential investment in digital infrastructure. Overall, the initiative contributes to Indonesia’s broader goals of digital transformation in public health, particularly at the village level.

This study explores the integration of blockchain technology with federated learning (FL) to enhance cross-organizational healthcare analytics while ensuring privacy and data security. Federated learning allows multiple institutions to collaboratively train machine learning models without sharing sensitive patient data. Instead, local data is used to train models, and only model parameters are exchanged. However, privacy concerns and data sharing inefficiencies have hindered broader healthcare collaboration. Blockchain, a decentralized ledger technology, addresses these concerns by ensuring data integrity and transparency, providing an immutable and tamper-proof record of all transactions. This study investigates how the combination of blockchain and federated learning can overcome these challenges, facilitating secure and efficient data sharing between healthcare institutions. The study uses synthetic multi-institution healthcare datasets to simulate real-world collaboration scenarios. The blockchain-enabled federated learning system ensures that no raw patient data is shared, significantly reducing the risk of privacy breaches while still allowing healthcare institutions to collaborate on predictive model development. The results show that while there is a slight decrease in model accuracy compared to centralized methods, the trade-off is outweighed by the privacy and security benefits. Blockchain’s integration ensures that model updates are transparent, enhancing trust between institutions and reducing concerns about data integrity. Moreover, the use of blockchain’s smart contracts automates and enforces compliance, further streamlining collaboration. This research contributes to the field by demonstrating how blockchain-integrated federated learning can create a secure, scalable, and privacy-preserving framework for collaborative healthcare analytics. The findings underscore the potential for this approach to enhance healthcare outcomes and improve decision-making across institutions while ensuring patient data protection.

This study aims to analyze the impact of recruiting Vocational High School (SMK) Mechanical Engineering graduates on the quality of education at the Naval Academy (AAL) Technical Corps. Using a mixed methods approach with quasi-experimental design, the research involved 160 Naval Academy cadets consisting of 80 cadets with SMK Mechanical Engineering background and 80 cadets with Senior High School Science background as control. Data were collected over 4 semesters through academic achievement instruments, technical competency tests, academic adaptation scales, and in-depth interviews. Results showed that although SMK cadets experienced initial academic adaptation challenges with lower GPA in the first semester (3.12 vs 3.28), this gap narrowed over time and even showed positive trends in the final semester (3.41 vs 3.38). SMK cadets demonstrated significant superiority in technical subjects such as Ship Propulsion Systems (85.2 vs 78.9) and Auxiliary Machinery (83.7 vs 76.4), particularly in practical components. In terms of social adaptation, the SMK group consistently showed higher scores throughout the research period. Learning style analysis revealed dominance of kinesthetic (47%) and visual (31%) preferences in the SMK group, different from the SHS group which preferred read/write (38%) and auditory (29%). These findings indicate that recruiting SMK Mechanical Engineering graduates has a positive impact on the quality of AAL education, particularly in applied technical competencies and social adaptation abilities. Educational background diversity can become a strategic strength if managed through appropriate bridging programs and diversification of learning methods that accommodate the diversity of cadet learning styles.

Science continues to advance over time. This development has led to the birth of various new technologies that mark the progress of the times. Currently, technology has entered the digital era, where almost all areas of life are beginning to utilize these advances to increase work efficiency and effectiveness. In Indonesia, digital transformation has also penetrated various sectors, including education. This change presents a significant opportunity for the world of education to expand access, improve the quality of learning, and encourage innovation in teaching methods. As an entity closely linked to human culture and civilization, education has undergone significant changes in the era of globalization. The use of digital technologies, such as online learning, learning management systems (LMS), and interactive media, has become an integral part of the educational process. This not only facilitates the delivery of material but also opens up more flexible and inclusive learning opportunities for various levels of society. However, behind these opportunities, challenges also arise, such as disparities in technology access, low digital literacy in some communities, and the need to adapt curricula and teaching methods to be relevant to current developments. Therefore, the success of educational transformation in the digital era depends not only on the availability of technology but also on the readiness of human resources, including educators and students, to optimize its use. Therefore, the development of digital science and technology has become a driving force for global educational change. Education is required to adapt quickly and accurately to produce a generation that is not only academically intelligent.

This study examined the effectiveness of applying the Logan Avenue Problem Solving (LAPS-Heuristic) learning model on mathematics learning outcomes among Class VII students at Wusto Imam An-Nasai Gowa using a one-group pretest–posttest design. The population consisted of all seventh-grade students enrolled in the even semester of the 2024/2025 academic year. A learning outcome test was employed as the primary research instrument to measure students’ performance before and after the implementation of the learning model. The data analysis involved descriptive statistical methods combined with gain tests to assess the extent of improvement. The findings revealed that students’ mathematics achievement fell predominantly within the very high category, with 53.85% of learners classified in this range, indicating a notable increase in category levels compared to their pretest performance. Furthermore, the percentage of students who successfully met the required minimum competency standards after the application of the LAPS-Heuristic model reached 96.15%. This outcome clearly illustrates that the vast majority of students—over 85%—achieved or exceeded the established passing threshold, suggesting that the integration of the LAPS-Heuristic approach was highly effective in enhancing mathematics learning outcomes. Overall, the results underscore that the LAPS-Heuristic learning model can serve as a practical and impactful strategy to improve student engagement, comprehension, and mastery of mathematical concepts in junior high school settings.

This study aims to analyze the effectiveness of mathematics learning implementation at SMK Negeri 6 Padang, reviewed from three main stages: preliminary activities, core activities, and closing activities. The method used is a combination of qualitative and quantitative approaches. Data collection techniques include participatory observation, in-depth interviews with teachers and students, as well as documentation. The research instruments consist of observation guidelines, interview guidelines, and questionnaires. The results of the study indicate that during the preliminary stage, teachers have conducted apperception but have not yet optimally implemented diagnostic assessments. The core activities are still dominated by conventional methods without the integration of contextual approaches or educational technology. The closing activities fully reflect in-depth reflection and are accompanied by adequate follow-up learning.Overall, the effectiveness of mathematics learning implementation at SMK Negeri 6 Padang is 77.77% in grade X and 77.77% in grade XI, which falls into the effective category. It is necessary to develop innovative learning strategies, utilize technology-based learning media, and enhance student engagement to make the learning process more active, meaningful, and aligned with the needs of vocational education.

This research aims to review the teaching tools used at Madrasah Aliyah Negeri (MAN) 2 Kota Padang in order to support the implementation of the Independent Curriculum. Observations were carried out for two months, focusing on analysis of learning documents, interviews with teachers, and direct observation of the learning process in the classroom. Observation results show that the teaching tools at MAN 2 Padang City have been prepared in accordance with the principles of the Independent Curriculum, including teaching modules, student worksheets, and formative assessments that support differentiated learning. The teachers at this madrasa show good adaptability to curriculum changes, by applying varied and contextual learning methods. Students also show a positive response to learning that is more interactive and relevant to everyday life. However, several challenges were found, such as the need for further training for teachers and the provision of more diverse learning resources. Overall, the teaching tools at MAN 2 Padang City support a more meaningful and student-centered learning process, in line with the objectives of the Independent Curriculum.  

Mastery of English as an international language is an international language is an important need in the word of education, including at the elementary school level. However, the monotonous and less varied learning processes often causes low interest and motivation of  students in learning English. This Community Service Activity (PKM) was carried out in class V at SDN Roworeke 2 with 11 students which aims to improve the quality of English learning trough the use of media and fun learning techniques. The methods used included demonstration, question and answer methods as well as the use of activite learning techniques such as educational games and songs. The result of the activity showed an uncrease in student enthusiasm and participation in learning, this activity was also able to increase interest and motivation in learning English.

In the teaching and learning process, teachers have the task of encouraging guiding and providing learning facilities for students to achieve their goals. On of the factors that influences interest in learning is teacher creativity. This study aims to determine teacher Creativity in improving learning at SDK MBOMBA This study takes a qualitative approach. One of the Teachers creative abilities in learning is creating aids in the form of family cards. The descriptive nature of this study makes teacher creativity very involved. Data collection in this study includes observation, documentation studies and analysis. The results of this study indicate that there are four key components in the development of this qualitative study related to teacher creativity in improving the quality of SDK MBOMBA learning, such as teacher creativity in understanding learning materials that will be taught creativity in managing the classroom environment, creativity in using various learning methods and teacher creativity in use of learning media.

Mastery of English as an international language is an international language is an important need in the word of education, including at the elementary school level. However, the monotonous and less varied learning processes often causes low interest and motivation of  students in learning English. This Community Service Activity (PKM) was carried out in class V at SDN Roworeke 2 with 11 students which aims to improve the quality of English learning trough the use of media and fun learning techniques. The methods used included demonstration, question and answer methods as well as the use of activite learning techniques such as educational games and songs. The result of the activity showed an uncrease in student enthusiasm and participation in learning, this activity was also able to increase interest and motivation in learning English.

This community service activity aims to introduce financial literacy from an early age to children in Siantar Narumonda Village through an interactive and educational tutoring program. Financial literacy is an important skill that must be instilled from an early age so that children are able to manage their finances wisely in the future. This activity uses a qualitative descriptive approach to describe the execution process systematically. The program was implemented by students of the Tarutung State Christian Institute as part of the Community Service and Service Lecture (KPPM), targeting 35 children aged 1–12 years. The program was implemented for one month and two weeks, three times a week. The material presented was in five main topics: the importance of financial literacy, tips for managing finances, saving, getting to know money and how to manage it, and getting to know banks and financial institutions. The delivery of the material was carried out through fun methods such as games, simulations, short stories, and group discussions. Evaluation was carried out through participant observation, question and answer sessions, and visual documentation. The results of the activity showed that the children experienced an increase in understanding of the basic concepts of financial literacy and began to apply positive habits in managing finances. This activity is also a means of meaningful learning for implementing students. With an interesting and structured approach, this activity provides significant educational and social impacts. Early financial literacy has proven effective in forming a generation that is financially intelligent and responsible in managing economic resources.

This research discusses the comparison of Mandarin curriculum in six ASEAN member countries, namely Indonesia, Malaysia, Singapore, Thailand, Vietnam and the Philippines. Mandarin is increasingly considered strategic in the ASEAN region as economic, educational and cultural ties with China increase. However, teaching approaches and curriculum policies in each country show significant variations. This research uses the literature review method to analyze the policies, curriculum structure, teaching methods, and challenges faced in each country. The results show that Singapore and Malaysia have the most structured and responsive approaches, while countries such as Indonesia and the Philippines still face various barriers in the provision of learning infrastructure and teaching staff. This study recommends the importance of regional collaboration in the development of curriculum standards, teacher training, and the development of contextualized teaching materials so that the quality of Chinese language learning in the ASEAN region can be improved equally.

This study aims to describe the implementation of mathematics learning based on the Independent Curriculum at MAN 2 Kota Padang, focusing on teacher-student interaction and the overall effectiveness of the learning process. The observation covered three main phases: introductory, core, and closing activities. A phenomenological approach was applied using both qualitative and quantitative methods. Data were collected through direct classroom observations, interviews with mathematics teachers and students, as well as analysis of teaching documents. Instruments included Yes-No questionnaires, interview guidelines, and documentation review. The findings indicate that the learning process aligns with the principles of the Independent Curriculum, as reflected in the varied instructional strategies, active student engagement, and teacher readiness in applying learning modules. The effectiveness of learning was very high, with 95.21% in grade X and 92.99% in grade XI. Challenges included limited time and lack of participation from some students. Overall, the learning process fostered an active, meaningful environment that supports character development.