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Fajrin Afandi; Natasya Salsa Sabila; Nadia Khumairoh; Mu’alimin Mu’alimin

Jurnal Manajemen dan Pendidikan Agama Islam 2025 Asosiasi Riset Pendidikan Agama dan Filsafat Indonesia

Quality culture in educational institutions has become a strategic issue to improve learning service quality and school accountability. However, its implementation still faces challenges such as limited human resources, resistance to change, and weak sustainable quality management strategies. This study aims to answer the question: how are the implementation strategies and supporting factors in strengthening quality culture within educational institutions based on previous research findings? This study employs a Literature Review (LR) method by collecting scientific articles from Google Scholar and Publish or Perish (PoP) using the keyword “budaya mutu” (quality culture) with a publication range from 2020 to 2025. From a total of 30 identified articles, a screening and eligibility process was conducted, resulting in 5 main articles analyzed thematically. The synthesis reveals three key themes: (1) the role of leadership and Total Quality Management (TQM) in reinforcing quality culture, (2) the application of the PPEPP/MBBS cycle for sustainable educational quality, and (3) supporting factors and challenges in developing a culture of quality. In conclusion, strengthening quality culture requires effective leadership, systematic management strategies, and cross-sector collaboration; future research is encouraged to develop field-based intervention models to test the effectiveness of quality culture strategies.

Widia Wulandari; Siti Darwa Suryani; Irwandi Irwandi

International Journal of Educational Research 2025 Asosiasi Riset Ilmu Pendidikan Indonesia

Critical thinking ability is one of the important competencies that students must possess in biology learning. This research aims to develop Problem-Based Learning (PBL) Student Worksheets to train students' critical thinking skills in Plant Anatomy courses. This research uses the Research and Development method with a simplified 4-D model consisting of three stages: Define, Design, and Develop. The research subjects were second-semester Biology Education Study Program students at Universitas Muhammadiyah Bengkulu. Research instruments included media and material expert validation sheets, as well as student response questionnaires. Validation was conducted by one media expert and one material expert, then tested on 5 students (limited trial) and 22 students (extensive trial). Validation results showed that the student worksheets received a "very valid" category with 86% from media experts and 88% from material experts. Practicality tests showed "very practical" results with 89% in limited trials and 91% in extensive trials. The developed student worksheets contained contextual problem scenarios, systematic PBL stages, and critical discussion questions that encourage students to analyze, evaluate, and conclude based on empirical data. This research concludes that PBL-based student worksheets are feasible to use as learning media to train students' critical thinking skills in Plant Anatomy courses.

Dian Arsista; Ahmad Hariyadi

Jurnal Manajemen dan Pendidikan Agama Islam 2025 Asosiasi Riset Pendidikan Agama dan Filsafat Indonesia

This study aims to explain the management of Full Day School in shaping the character of students at SD IT Nurul Fikri Sidoarjo. The research employs a descriptive qualitative method, with data collected through interviews, observations, and documentation. The results show that Full Day School management is implemented through three main stages: planning, implementation, and evaluation. In the planning stage, the school formulates visions, missions, and goals focused on developing students' character values. Organization is carried out by clearly assigning duties and authorities to the principal, teachers, and educational staff so that each party can perform their roles in a directed and coordinated manner. Implementation involves integrating character values into learning activities, religious practices, extracurricular programs, and teacher role modeling. Evaluation is conducted regularly through work meetings to review achievements and identify challenges. Supporting programs for character development include habituation of worship such as congregational prayers and tahfidz, social activities, extracurricular programs, and Character Building Life Skills (CBLS), which instill values of independence, leadership, and responsibility. These activities are designed not only to support students’ daily routines but also to instill moral values applicable in daily life. The active role of teachers, staff, and the school environment significantly contributes to the program’s effectiveness, creating an educational system that balances academic aspects with consistent character development.

Vevi Arini Azizatus Sufaidah; Ariyadi Wijaya

International Journal of Science and Mathematics Education 2025 Asosiasi Riset Ilmu Matematika dan Sains Indonesia

This research aims to: (1) produce mathematics learning media in the form of interactive e-modules with a learning approach.realistic mathematics education (RME) which is oriented towards numerical ability and mathematical growth mindset students and describe their characteristics; (2) describe the quality of the learning e-module which meets the criteria of being valid, practical and effective so that it is suitable for use by junior high school students using the approach realistic mathematics education (RME). The development model used in this development research is the ADDIE development model (Analysis, Design, Development, Implementation, and Evaluation). The research subjects consisted of one teacher and 32 seventh grade students of SMP Negeri 3 Pajangan in Bantul Regency, Yogyakarta, who participated in this research.The results of the study show that the developed e-module has the following main characteristics: (1) using the RME approach in learning strategies; (2) facilitating the improvement of numeracy through learning videos, LKPD, and quizzes; (3) fostering growth mindset through motivational videos, inspirational sentences, discussion spaces, as well as feedback and self-evaluation features; and (4) using test- and questionnaire-based evaluation instruments. Validity tests showed very good results with an average score of 96% from media experts and 98% from material experts. The practicality of the e-module was assessed as very good by teachers (96.19%) and good by students (80.47%), and the implementation of learning reached 96.8%. Effectiveness was proven through MANOVA and t-tests which showed a significant increase in numeracy and mathematical growth mindset after using the e-module. Thus, the RME-based interactive e-module is suitable for use as an innovative mathematics learning medium at the junior high school level.

Genrawan Hoendarto; Thommy Willay; Pavan Kumar

Journal of Information Technology and Computer Science 2025 International Forum of Researchers and Lecturers

The rapid advancement of intelligent systems has accelerated the adoption of data-driven solutions across diverse industries, creating an increasing need for models that are both efficient and privacy-preserving. While traditional centralized machine learning approaches offer strong predictive capabilities, they often struggle with challenges related to data privacy, network latency, and computational inefficiency-especially in distributed environments with heterogeneous devices. To address these limitations, recent research has explored hybrid learning frameworks that integrate federated learning, edge computing, and dynamic model optimization techniques. These hybrid approaches enable models to process and learn from data closer to the source while maintaining stringent privacy requirements by keeping raw data localized. Additionally, the incorporation of pruning strategies, adaptive model compression, or multimodal data fusion contributes to improved speed, scalability, and accuracy in real-time inference tasks. Such frameworks have demonstrated notable promise in settings characterized by high data volume, operational complexity, and the necessity for fast anomaly detection or decision-making. However, despite these advancements, several challenges remain, including synchronization delays across edge nodes, variability in hardware capabilities, and the need for more efficient aggregation algorithms. Future developments may involve leveraging next-generation pruning techniques, energy-aware edge scheduling, decentralized orchestration protocols, or the integration of digital twin technologies to further enhance performance. Overall, hybrid distributed learning frameworks represent an important evolution toward more intelligent, secure, and autonomous computational ecosystems capable of supporting the next wave of smart applications.

Adam Majid Bahrudin

World Journal of Islamic Learning and Teaching 2025 Asosiasi Riset Ilmu Pendidkan Agama dan Filsafat Indonesia

Digital books are a transformation from printed books into digital media that can be accessed through devices such as computers, tablets, or smartphones. Digital books not only display text but can also contain multimedia elements such as images, audio, video, animations, and interactive quizzes. This makes the learning process more engaging and less monotonous. In the context of learning Hajj and Umrah material, digital books can display simulations of Hajj rituals, videos of worship in the Holy Land, and maps of Hajj and Umrah journeys, all of which can strengthen students' understanding. This study aims to explore the use of digital books as a learning medium for Islamic Religious Education (PAI) on Hajj and Umrah material at the Junior High School (SMP) level. Digital books are considered capable of overcoming the limitations of conventional learning media, which are static and less interactive. By utilizing multimedia elements such as manasik simulations, videos, prayer audio, interactive maps, and educational quizzes and games, digital books provide a more contextual, visual, and enjoyable learning experience. In addition, advantages in terms of accessibility, portability, and the ability to be adapted to students' learning styles make digital books relevant to the demands of 21st-century learning. The implementation of digital textbooks in learning was carried out through online, face-to-face, and blended learning models. Effectiveness evaluations included improvements in students' conceptual understanding, learning motivation, and digital skills. The study results indicate that digital textbooks play a significant role in improving the quality of Islamic Religious Education (PAI) learning, particularly on the topics of Hajj and Umrah, and supporting digital transformation in education.

Amalia Kusuma Dewi; Ernita Vika Aulia; Muhamad Arif Mahdiannur

Konstanta : Jurnal Matematika dan Ilmu Pengetahuan Alam 2025 International Forum of Researchers and Lecturers

The development of digital media and innovative learning models in Junior High School Science education reflects a sustained commitment to meeting the demands of 21st-century skills and improving the quality of science instruction. A comprehensive literature review (2019–2024) reveals the dominance of the Research and Development (R&D) approach, which consistently yields highly valid, practical, and effective digital resources, such as Augmented Reality (AR), Android-based applications, and interactive educational games. These digital tools are synergistically integrated with modern instructional models, including Problem-Based Learning (PBL), Inquiry-Based Learning (IBL), and Predict-Observe-Explain (POE), which are proven effective in increasing student engagement, enhancing cognitive outcomes, and honing essential competencies such as Science Process Skills (SPS) and Higher-Order Thinking Skills (HOTS). Ultimately, this integration contributes significantly to overcoming learning difficulties in complex and abstract Science topics (e.g., the human digestive system) while also effectively addressing contemporary educational challenges, fostering meaningful learning experiences, and supporting long-term academic success for students.

Rahmi Putri; Marwah Hidayah; Gusmaneli Gusmaneli

Hidayah : Cendekia Pendidikan Islam dan Hukum Syariah 2025 Asosiasi Riset Ilmu Pendidikan Agama dan Filsafat Indonesia

This study aims to describe the implementation of an active learning model based on collaboration to improve students’ conceptual understanding in Islamic Religious Education (PAI). The background of this research stems from the low level of student engagement in the learning process, which has resulted in less optimal understanding of religious concepts. The research employed a qualitative approach with a classroom action research (CAR) design conducted in two cycles. The subjects were eleventh-grade students at a senior high school in City X. Data were collected through observation, interviews, and conceptual understanding tests. The findings revealed that the implementation of the collaborative active learning model increased students’ participation in learning activities, fostered critical thinking skills, and enhanced their conceptual understanding of Islamic Education materials. Through group discussions, problem-solving activities, and reflection sessions, students became more cognitively and affectively engaged in the learning process. Therefore, the collaborative active learning model can serve as an effective alternative strategy to improve both the process and outcomes of Islamic Religious Education learning.

Nur Khasanah, Rahma; Kusumadani, Annur Indra; Mulyono, Yatin

JOURNAL OF BIOLOGY LEARNING 2025 Universitas Veteran Bangun Nusantara Sukoharjo

This study aims to analyze the application of SSPBLS (Socio-Scientific Problem based Learning with Spiritual Value) on digestive system materials at SMA Muhammadiyah 1 Sragen for the academic year 2024/2025 and to find out whether this model can improve student learning outcomes. The type of research used is quantitative with experimental design. Data collection was carried out through learning outcome tests, observations, and interviews. Based on the results of the t-test, a significance value (sig.) of 0.22 was obtained, which was more than 0.05, which showed that there was no significant difference between the experimental group using the SSPBLS model and the control group using conventional learning methods. The results of this study show that the application of the SSPBLS model to the digestive system material in terms of final average scores can improve student learning outcomes. These results show that SSPBLS has the potential to improve student understanding through a problem-based approach that connects scientific phenomena with social issues, and its application in the field has met expectations. This research contributes to enriching contextual learning approaches through the application of the SSPBLS model which is proven to improve student learning outcomes by integrating social issues, critical thinking skills, and character values and provides alternative effective learning strategies to improve learning outcomes, with an emphasis on students' active involvement in solving problems based on social issues.

Poppy Lariski; Siti Darwa Suryani; Kashardi Kashardi

International Journal of Educational Research 2025 Asosiasi Riset Ilmu Pendidikan Indonesia

This study aims to determine the effect of Problem Based Learning (PBL) and Inquiry learning models on students’critical thinking skills and cognitive learning outcomes on the topic of the human respiratory system. This research used a quasi-experimental design with a Non-Equivalent Pretest-Posttest Control Group Design. The research subjects were three eighth-grade classes at SMP Negeri 13 Lebong, consisting of two experimental classes taught using the PBL and Inquiry models and one control class using conventional methods. The research instruments included essay tests to measure critical thinking and multiple-choice tests to assess cognitive learning outcomes. Data were analyzed using ANOVA and LSD tests. The results showed significant differences among the three groups. The PBL model produced the highest improvement in both variables, followed by Inquiry, and lastly the control group. Therefore, PBL is proven to be the most Effective model inimproving students' critical thinking and cognitive learning outcomes in science education.

Ruwadi Ruwadi

Jurnal Budi Pekerti Agama Buddha 2025 Asosiasi Riset Pendidikan Agama dan Filsafat Indonesia

Local religious traditions play a crucial role in maintaining spirituality, cultural identity, and social cohesion within communities, particularly in rural areas that continue to uphold traditional values. This study aims to examine in depth the influence of the Puja Bhakti Keliling tradition on the level of participation of Buddhist devotees in various religious activities in Sumogawe Village. The study employs a quantitative approach with an associative design, involving 60 purposively selected respondents, and the data were analyzed using simple linear regression. The findings indicate that this tradition contributes significantly to the active engagement of the devotees, with an R² value of 0.634 and a regression coefficient of 0.756, confirming its positive effect. Dimensions of togetherness, social interaction, and spiritual meaning were identified as the main factors driving active participation. The results also reveal low participation in Dhamma learning sessions, highlighting the need for innovation in educational methods and more engaging learning approaches within lay communities. The Puja Bhakti Keliling tradition has proven to serve as a spiritual, social, and educational medium that holistically supports community resilience and the sustainability of religious practices. This study recommends strengthening this traditional model through intergenerational support, innovative participatory learning methods, and contextual approaches that align with community needs.

Andik Prakasa Hadi; Rudjiono Rudjiono

Jurnal Riset Rumpun Seni, Desain dan Media 2025 Pusat Riset dan Inovasi Nasional

This study explores the development and implementation of an Augmented Reality (AR)-based learning medium to enhance students’ understanding of tajwid at Madrasah Aliyah. The background of this research stems from the limited effectiveness of conventional teaching methods and the relatively low interest of students in learning tajwid. AR-based learning was chosen because it provides a more interactive and contextualized learning experience that actively engages learners. The research employed a Research and Development (R&D) approach using the ADDIE model, which consists of analysis, design, development, implementation, and evaluation stages. The participants were Madrasah Aliyah students selected as the experimental group. The findings reveal that the AR learning medium significantly improves students’ comprehension of tajwid rules compared to traditional learning approaches. Moreover, students reported high levels of satisfaction, noting that the media was engaging, user-friendly, and capable of visualizing abstract tajwid rules in a clear and accessible manner. In conclusion, integrating AR technology into Islamic education, particularly tajwid learning, holds great potential to improve learning quality while fostering students’ motivation to explore the subject more deeply.

Nurul Hidayah; Jailani Jailani

International Journal of Science and Mathematics Education 2025 Asosiasi Riset Ilmu Matematika dan Sains Indonesia

This study aims to develop a junior high school mathematics e-module based on local culture at the Van der Wijck Fortress complex to enhance students’ mathematical reasoning skills and learning interest. Specifically, the objectives are: (1) to describe the characteristics of the local culture-based e-module that can improve reasoning ability and learning motivation, and (2) to produce a high-quality e-module that meets the criteria of validity, practicality, and effectiveness. The research employed the ADDIE development model (Analysis, Design, Development, Implementation, and Evaluation). The participants consisted of one teacher, 31 students in the experimental class, and 32 students in the control class at a public junior high school in Kebumen Regency. The instruments used included validation sheets for media and material, competency tests, mathematical reasoning tests, learning interest questionnaires, and practicality assessment forms for teachers and students. The results showed that the e-module possesses characteristics of being self-instructional, self-contained, stand-alone, adaptive, and user-friendly. Product validity was confirmed through expert validation with average scores of 4.26 for media and 4.35 for material (very valid). The validation of instruments obtained average scores ranging from 4.5 to 4.92, categorized as very valid. Practicality was demonstrated through teacher assessments of 92%, student assessments of 85%, and learning implementation of 94% (all very practical). Effectiveness testing using the Multivariate Hotelling’s T² test indicated significant differences between experimental and control classes in competency test scores, mathematical reasoning, and learning interest. Therefore, the local culture-based mathematics e-module is proven valid, practical, and effective in enhancing students’ mathematical reasoning and learning motivation.

Meriana Malo; Vinsensius Aprila Kore Dima; Agustina Purnami Setiawi

Router : Jurnal Teknik Informatika dan Terapan 2025 Asosiasi Profesi Telekomunikasi dan Informatika Indonesia

This research aims to develop a web-based e-learning application at Sekolah Dasar Masehi Tanggaba by applying the Waterfall software development model. The background of this study stems from the need for interactive, flexible, and easily accessible learning media in the digital era, considering that conventional face-to-face methods are still predominantly used in schools. The Waterfall model was chosen because it provides a systematic workflow through the stages of requirements analysis, system design, implementation, testing, and maintenance. Data collection was carried out through observations, teacher interviews, and documentation studies to identify the actual needs of users.The results of this study produced an e-learning application with key features, including learning material management, interactive quizzes, discussion forums, and automated assessment. Teachers can upload structured materials and assignments, while students can access learning content, complete exercises, and interact through forums more flexibly. System testing was conducted using the black box method to ensure that each function runs according to user requirements and specifications. Based on the testing results, the application was proven to function properly, be practical to use, and effective in supporting the learning process. Teachers found it helpful in managing materials and assignments, while students experienced more independent and interactive learning that was not limited to the classroom. Therefore, the developed e-learning application can be considered valid, practical, and effective as a supporting learning medium in elementary schools and has the potential to improve learning quality in the digital era.

Ika Putra Viratama; Ludya Fatmawati; Nabila Fitri Angelika; Rimba Rahmawati; Silvi Laila Rista Fauziah

Algoritma : Jurnal Matematika, Ilmu pengetahuan Alam, Kebumian dan Angkasa 2025 Asosiasi Riset Ilmu Matematika dan Sains Indonesia

Active and innovative learning is crucial in improving students' critical thinking skills, especially in science learning at the elementary level. The Problem Based Learning (PBL) model is an effective approach to stimulate critical thinking, analysis, and problem-solving skills in fifth-grade students. This study aims to describe the implementation of the PBL model in science learning to improve fifth-grade students' critical thinking skills. The approach used is a literature study by collecting data from various written sources such as scientific journals and relevant publications regarding the application of technology and innovative learning models. The results of this study indicate that the implementation of the PBL model can increase students' learning motivation and critical thinking skills, while also assisting teachers in creating an interesting and enjoyable learning atmosphere. Thus, the PBL model can be an effective solution in developing students' higher-order thinking competencies in an educational era that demands creativity and innovation.

Istiqomah Istiqomah; Rachmat Panca Putera; Muhammad Zamzam

Hikmah : Jurnal Studi Pendidikan Agama Islam 2025 Asosiasi Riset Ilmu Pendidikan Agama dan Filsafat Indonesia

This study examines Azyumardi Azra’s interpretation of Islamization in the Malay-Indonesian Archipelago, highlighting its significance in both historical and contemporary discourse. Using a qualitative library research approach, the analysis draws on Azra’s key works, especially The Ulama Network: Southeast Asia and the Middle East in the Seventeenth and Eighteenth Centuries, and is supported by recent scholarly literature. Azra challenges conventional theories that attribute Islamization mainly to trade, political authority, or intermarriage. Instead, he underscores the central role of ulama networks, the transmission of religious knowledge, and the influence of Sufism. His perspective reveals how intellectual chains connected Southeast Asian scholars to Middle Eastern centers of learning, particularly Mecca and Medina, thus situating Islam in the archipelago as an integral part of global Islamic scholarship. Furthermore, Azra emphasizes the adaptive and dialogical character of Islamization, whereby Islamic teachings were internalized through cultural accommodation, shaping the distinctive identity of Islam Nusantara as moderate, inclusive, and cosmopolitan. The findings suggest that Azra’s framework not only advances historiography but also contributes to contemporary debates on religious moderation and Indonesian Islamic identity. This study concludes that his intellectual model provides a valuable foundation for further research that incorporates social, political, and economic dimensions of Islamization.

Elisabeth Aska Apriliana; Sri Suwartini; Isna Rahmawati

GARUDA : Jurnal Pendidikan Kewarganegaraan dan Filsafat 2025 International Forum of Researchers and Lecturers

This research aims to improve the learning outcomes of grade 1 students at SD Negeri 2 Brangkal using the Discovery Learning learning model in the Pancasila Education subject. This research is divided into two images, where each cycle consists of four research stages, namely: 1) Planning, 2) Implementation, 3) Observation, and 4) Reflection. This research was conducted over a period of 3 months starting from February to April 2024. In this research the researcher acted as an observer by involving the class I Pancasila Education maple teacher as a colleague/collaborator. This Classroom Action Research (PTK) uses the Kemmis & Mc Taggart model. This research was carried out in two cycles where each cycle was held in one meeting. The subjects of this research were 18 grade 1 students at SD Negeri 2 Brangkal. Data collection techniques through evaluation tests, observation and documentation. The research results show that: (1) students become more active in learning activities. (2) there was an increase in Pancasila Education learning outcomes for grade 1 students at SD Negeri 2 Brangkal. This increase was proven by the results of the pre-cycle test, the average class score was 66.22, then it increased in cycle I to 82.5 and increased again in cycle II to 90.5. The percentage of completeness of learning outcomes in the pre-cycle was 40%, in cycle I was 75%, and in cycle II was 94% which achieved a KKTP ≥ 75. From the results of the above research it can be concluded that by implementing the Discovery Learning learning model it can improve learning outcomes in students. Pancasila education lesson for grade 1 students at SD Negeri 2 Brangkal.

irawan, Ferry; Pertiwi, Sri Ananda; Zakiyah R, Nur; A, Henita

JOURNAL OF BIOLOGY LEARNING 2025 Universitas Veteran Bangun Nusantara Sukoharjo

Literacy skills play an important  role in helping students clarify basic concepts, build relationships between concepts, reason and test each detail of each interrelated information and are able to derive each concept, thus students are accustomed to understanding each scientific process and activity carried out in Biology learning. The relationship between these two skills trains students to actively carry out in-depth scientific investigations.The purpose of this study was to identify the relationship between scientific literacy skills and scientific explanation skills in empowering scientific reasoning skills through the application of the Remap-NHT (Reading Concept Map-Numbered Head Together) learning model. This study included a quasi-experiment using a non-equivalent pretest-post-test control group design with a total sample of 85 eleventh grade students in the Natural Sciences department at SMAN 4 Malang in the 2023/2024 academic year. The population was distributed into 3 groups. Scientific literacy skills and scientific reasoning skills were assessed using an essay test, while scientific explanation skills were assessed using an assessment rubric. Data analysis was tested using multiple regression analysis. The results showed that (1) there was a significant relationship between scientific literacy skills and scientific reasoning skills; (2) there is a significant relationship between scientific explanation skills and scientific reasoning skills; and (3) there is a significant relationship between scientific literacy skills and scientific explanation skills that have an integral effect on scientific reasoning skills. The interrelationship between scientific literacy skills, scientific explanation skills and scientific reasoning skills can be observed in the regression equation Y = 0.317 * X1 + 0.995 * X2 + 30.113. Based on the findings, it is concluded that Remap-NHT is able to improve students' scientific literacy skills, scientific explanation skills, and scientific reasoning skills, the interrelationships of which influence each other.

Fadlur Rochman Irgi Feriawan

Konstruksi: Publikasi Ilmu Teknik, Perencanaan Tata Ruang dan Teknik Sipil 2025 Asosiasi Riset Ilmu Teknik Indonesia

The rapid advancement of science and technology requires universities to provide safe, comfortable, and representative learning facilities. One such initiative is the construction of a five-story lecture building at Dr. Soetomo University, designed with a steel structure as an alternative to reinforced concrete. Steel was chosen due to its high tensile strength, uniform material properties, lighter weight, ease of installation, and strong resistance to earthquake loads. This study aims to design a five-story lecture building with a steel structure that meets the requirements of strength, stability, and safety in accordance with applicable standards. The method applied is structural planning based on SNI 1729:2020, SNI 1727:2020, and SNI 1726:2019 using the Load and Resistance Factor Design (LRFD) approach. Structural analysis was conducted with SAP2000 version 2014 through three-dimensional modeling that considers geometry, material properties, loading, and placement. The results show that the selected steel profiles for beams, columns, and connections are capable of supporting the combination of dead loads, live loads, and seismic loads with safe performance. The maximum stress remains below the allowable limit, and the deflection values do not exceed the permitted deviation. These findings confirm that steel provides efficiency in dimensions and materials while offering practicality and earthquake resistance, and the design produced can serve as a useful reference for future multi-story building projects in earthquake-prone regions.

Sitlong, Nengak I.; Evwiekpaefe, Abraham E.; Irhebhude, Martins E.

Journal of Computing Theories and Applications 2025 Universitas Dian Nuswantoro

The integration of Internet of Things (IoT) with cloud computing has revolutionized healthcare systems, offering scalable and real-time patient monitoring. However, optimizing response times and energy consumption remains crucial for efficient healthcare delivery. This research evaluates various algorithmic approaches for workload migration and resource management within IoT cloud-based healthcare systems. The performance of the implemented algorithm in this research, Hybrid Dynamic Programming and Long Short-Term Memory (Hybrid DP+LSTM), was analyzed against other six key algorithms, namely Gradient Optimization with Back Propagation to Input (GOBI), Deep Reinforcement Learning (DRL), improved GOBI (GOBI2), Predictive Offloading for Network Devices (POND), Mixed Integer Linear Programming (MILP), and Genetic Algorithm (GA) based on their average response time and energy consumption. Hybrid DP+LSTM achieves the lowest response time (82.91ms) with an energy consumption of 2,835,048 joules per container. The outcome of the analysis showed that Hybrid DP+LSTM have significant response times improvement, with percentage increases of 89.3%, 79.0%, 83.8%, 97.0%, 99.8%, and 99.94% against GOBI, GOBI2, DRL, POND, MILP, and GA, respectively. In terms of energy consumption, Hybrid DP+LSTM outperforms other approaches, with GOBI2 (3,664,337 joules) consuming 29.3% more energy, DRL (2,973,238 joules) consuming 4.9% more, GOBI (4,463,010 joules) consuming 57.4% more, POND (3,310,966 joules) consuming 16.8% more, MILP (3,005,498 joules) consuming 6.0% more, and the GA (3,959,935 joules) consuming 39.7% more. The result of ablation of the Hybrid DP+LSTM model achieves a 47.05% improvement over DP-only (156.57ms) and a 70.64% improvement over LSTM-only (282.41ms) in response time. On the energy efficiency side, Hybrid DP+LSTM shows 22.80% improvement over LSTM-only (3,671,51 joules), but 7.34% underperformance compared to DP-only (2,640,93). These research findings indicate that the Hybrid DP+LSTM technique provides the best trade-off between response time and energy efficiency. Future research should further explore hybrid approaches to optimize these metrics in IoT cloud-based healthcare systems.