Claim Missing Document
Check
Articles

Utilization of EfficientNet-B0 to Identify Oncomelania Hupensis Lindoensis as a Schistosomiasis Host Lamadjido, Moh. Raihan Dirga Putra; Laila, Rahmah; Pusadan, Mohammad Yazdi; Yudhaswana, Yuri; Lapatta, Nouval Trezandy; Ngemba, Hajra Rasmita
Journal of Applied Informatics and Computing Vol. 9 No. 3 (2025): June 2025
Publisher : Politeknik Negeri Batam

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30871/jaic.v9i3.9058

Abstract

Schistosomiasis caused by the Schistosoma japonicum worm is a significant health problem in Indonesia, especially in endemic areas such as the Napu Plateau and Bada Plateau. The main problem in controlling this disease is the difficulty in rapid and accurate identification of Oncomelania hupensis lindoensis snails as intermediate hosts of the parasite. This research aims to develop an artificial intelligence-based system that can efficiently identify the snail species. The stages of this research include collecting snail image data from the Central Sulawesi Provincial Health Office, consisting of 2100 images covering seven snail species, then processed through preprocessing and augmentation stages. The model applied was EfficientNet-B0. The results showed that the EfficientNet-B0 model achieved 98.80% training accuracy and 98.33% validation accuracy. Confusion matrix testing showed good performance, with an accuracy of 98% and for the species Oncomelania hupensis lindoensis had a recall of 93%, precision of 100%, F1-score of 97%, and the resulting AUC value of 99.7%. This research successfully developed an efficient identification system, which is expected to help health surveillance personnel in accelerating the identification process of schistosomiasis intermediate hosts.
Comparison of Machine Learning Algorithms for Predicting Stunting Prevalence in Indonesia Pratama, Moh. Asry Eka; Hendra, Syaiful; Ngemba, Hajra Rasmita; Nur, Rosmala; Azhar, Ryfial; Laila, Rahmah
Jurnal Sisfokom (Sistem Informasi dan Komputer) Vol. 13 No. 2 (2024): JULY
Publisher : ISB Atma Luhur

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32736/sisfokom.v13i2.2097

Abstract

Stunting is a serious public health problem, especially among under-fives, which can cause serious short- and long-term impacts. Efforts to tackle stunting in Indonesia involve national strategies and development priorities. Therefore, this study aims to compare the performance of machine learning regression algorithms in predicting stunting prevalence in Indonesia. The data collected is secondary data. The data collection was done carefully, taking explicit details regarding the source, scope, extent, and analysis of the dataset, and using a careful sampling methodology. The model evaluation results show that the Random Forest Regression algorithm has the best performance, with a success rate of 90.537%. The application of this model to the new dataset shows that East Nusa Tenggara province has the highest percentage of stunting at 31.85%, while Bali has the lowest percentage at 12.07%. Visualization of the dashboard using Tableau provides a clear picture of the distribution of stunting in Indonesia. In conclusion, this research contributes to the development of science, especially in the field of machine learning and public health, and provides policy recommendations for tackling stunting in Indonesia.
Bahasa Inggris Abdillah Sani, Ilham; Lapatta, Nouval Trezandy; Ngemba, Hajra Rasmita; Fahlevi, Mohammad Fazrin
The Indonesian Journal of Computer Science Vol. 13 No. 4 (2024): The Indonesian Journal of Computer Science (IJCS)
Publisher : AI Society & STMIK Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33022/ijcs.v13i4.4307

Abstract

Implementing a digital-based hazardous work licensing management system at PT Citra Palu Minerals is intended to enhance the efficiency and transparency of the work permit process. The research methodology involves a qualitative approach, Agile methodology system development, and integration with WhatsApp for notifications. The research findings indicate that this system simplifies the submission, approval, and monitoring of work permits in a structured manner, thereby reducing the risk of work accidents. Black box testing demonstrates that the system's performance meets expectations, while the questionnaire results indicate a high level of user satisfaction with an average score of 4.3 out of 5. Implementing this system can serve as a model for enhancing occupational safety and health management in similar industries.
Wina Sentosa Bottled Water Distribution System Using Web-Based Distribution Requirement Planning and Trend Moment Algorithms Uswary, Jonathan Albert; Ngemba, Hajra Rasmita; Hendra, Syaiful; Kasim, Anita Ahmad
Advance Sustainable Science, Engineering and Technology Vol 6, No 2 (2024): February - April
Publisher : Universitas PGRI Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.26877/asset.v6i2.18308

Abstract

This research focuses on the problem of PT Anugrah Wina Sentosa, which is a producer of bottled drinking water in Central Sulawesi. The company faces challenges in organizing and improving the efficiency of the distribution of bottled drinking water products. Problems include distribution management that has not been optimized and distribution arrangements at various outlets that have not been mapped. Based on this problem, researcher develop a web-based distribution system with the Distribution Requirement Planning (DRP) algorithm and Trend Moment Algorithm to see the results of sales and distribution predictions. The designed application can carry out data processing, Distribution Requirement Planning processes, Trend moment processes, MAPE calculations, and sales predictions. The application development method uses the Waterfall method. The test results show that the system can manage input, edit, and delete data and run DRP calculations as a whole or per outlet. With an error value of 1.71%, the trend moment forecasting system proved to be very accurate in forecasting sales of drinking water products. Thus, the implementation of a web-based distribution system can improve production efficiency and facilitate stock management and distribution management at PT Anugrah Wina Sentosa. This research has several limitations that need to be considered, namely limited scope, limited data, limited generalization, limited affordability, and limited time.
Enhancing Web Server Security against Layered Cyber Threats in Healthcare Rifai, Muhammad Fajar; Hendra, Syaiful; Ngemba, Hajra Rasmita; Azhar, Ryfial; Laila, Rahmah
Advance Sustainable Science, Engineering and Technology Vol 6, No 2 (2024): February - April
Publisher : Universitas PGRI Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.26877/asset.v6i2.18307

Abstract

Information technology plays an important role in improving operational efficiency at Torabelo Hospital. The server system in use today faces security and optimization challenges. This research analyzes the impact and recommends solutions to improve server security and optimization. The findings show that the server system is vulnerable to various types of attacks and performance degradation. This can negatively impact hospital operations and put patients at risk. The recommended solution is to implement Squid as reverse proxy, WAF (Web Application Firewall), and Snort as IDS (Intrusion Detection System). System testing showed that this solution successfully detected and prevented various common attacks. This research provides insights to health IT professionals to improve the security and performance of their server systems and improve healthcare services to patients at Torabelo Hospital.
AUDIT SISTEM INFORMASI PENYELESAIAN PERKARA (SIMPEL BANDING) MENGGUNAKAN FRAMEWORK COBIT 5 Ngemba, Hajra Rasmita; Amalia, Liza; Hendra, Syaiful; Joefrie, Yuri Yudhaswana; Pradinda, Alda Nur
Jurnal Informatika dan Teknik Elektro Terapan Vol. 11 No. 3s1 (2023)
Publisher : Universitas Lampung

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.23960/jitet.v11i3s1.3586

Abstract

Abstrak. Audit adalah suatu proses sistematis yang mendapatkan dan mengevaluasi perihal tindakan untuk memastikan kesamaan antara tindakan tersebut dan ketetapan yang telah ada. Dalam prosesnya audit sistem informasi dilakukan dengan cara pengujian terhadap sistem yang ada dalam organisasi dengan tujuan untuk menilai apakah aplikasi/sistem telah berjalan sebagaimana tujuan awal pembangunan. Objek penelitian audit yang digunakan ialah sistem informasi penyelesaian perkara (SIMPEL Banding) dengan menggunakan domain APO, DSS, MEA dengan detail sub domain APO 11 (Manage Quality), APO 12 (Manage Risk), DSS 01 (Manage Operations), DSS 03 (Manage Problem), MEA 3(Monitor, Evaluate and assest Performance and Conformance) pada framework cobit 5. Dari hasil penelitian SIMPEL Banding berada pada tingkat kapabilitas level 4 (Predictible Process) Proses sekarang beroperasi dalam batas yang ditentukan untuk dengan performa yang baik. Namun dalam mengimplementasikan SIMPEL Banding belum menggunakan prosedur yang terstruktur sesuai standar tata kelola IT berdasarkan framework COBIT 5 dan kurangnya dokumen dan efektifitas manajemen dalam mengatur tata kelola IT pada sistem. Oleh karena itu rekomendasi dari hasil audit dapat dijadikan sebagai acuan oleh pihak pengelola untuk meningkatkan sistem tata kelola TI dari SIMPEL BandingAbstrak. Audit adalah suatu proses sistematis yang mendapatkan dan mengevaluasi perihal tindakan untuk memastikan kesamaan antara tindakan tersebut dan ketetapan yang telah ada. Dalam prosesnya audit sistem informasi dilakukan dengan cara pengujian terhadap sistem yang ada dalam organisasi dengan tujuan untuk menilai apakah aplikasi/sistem telah berjalan sebagaimana tujuan awal pembangunan. Objek penelitian audit yang digunakan ialah sistem informasi penyelesaian perkara (SIMPEL Banding) dengan menggunakan domain APO, DSS, MEA dengan detail sub domain APO 11 (Manage Quality), APO 12 (Manage Risk), DSS 01 (Manage Operations), DSS 03 (Manage Problem), MEA 3(Monitor, Evaluate and assest Performance and Conformance) pada framework cobit 5. Dari hasil penelitian SIMPEL Banding berada pada tingkat kapabilitas level 4 (Predictible Process) Proses sekarang beroperasi dalam batas yang ditentukan untuk dengan performa yang baik. Namun dalam mengimplementasikan SIMPEL Banding belum menggunakan prosedur yang terstruktur sesuai standar tata kelola IT berdasarkan framework COBIT 5 dan kurangnya dokumen dan efektifitas manajemen dalam mengatur tata kelola IT pada sistem. Oleh karena itu rekomendasi dari hasil audit dapat dijadikan sebagai acuan oleh pihak pengelola untuk meningkatkan sistem tata kelola TI dari SIMPEL Banding
Voluntary Counseling and Testing (VCT) Application for HIVDS Counselors hendra, syaiful; Ngemba, Hajra Rasmita; Dodu , Albertch Yordanus Erwin; Nur, Rosmala; P. Dominggo, Nenita; Rantung, Vivi; Lintine, Gabriella Bamba Ratih; Tanaem, Penidas Fiodinggo; Putra Ramadhan, Adjie
Tadulako Science and Technology Journal Vol. 1 No. 1 (2020): TADULAKO SCIENCE AND TECHNOLOGY JOURNAL
Publisher : LPPM Universitas Tadulako

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.22487/sciencetech.v1i1.15179

Abstract

program (unreached population) such as clients who visit independent practice health services, clients who seek treatment themselves with alternative medicine or buy drugs at pharmacies that are not in accordance. This study aims to design a model that can help the government in HIV case through counsellors aiming to reduce the spread of the infectious diseases. Methods: The type of research conducted is applied research. This research designed and built a model to help counsellors and clients during the treatment period. The study was conducted in Palu City with a number of samples scattered in 8 Voluntary Counselling and Testing (VCT) clinics . Results: The model developed resulted in an Electronic HIV Control and Counselling Care (E-HC3) application that can help counsellors dealing with large numbers of clients and are private. Applications built have three levels, in which the first level is as a super admin (government), the second level is an admin (counsellor) and level three is the client . Conclusion This app is very helpful for counseling HIV-AIDS counselors and clients based on application testing. It is known that the E-VCT application counselor's assessment of the total percentage value of the five variables tested was 80.10% with a very good acceptance rate from the user of the E-VCT Application.
Decision Support System for the Selection of Poor Families as Recipients of Government Assistance Using the ELECTRE Method Sitti Ainul Yakin; Hajra Rasmita Ngemba; Syaiful Hendra; Syahrullah
Tadulako Science and Technology Journal Vol. 1 No. 2 (2021): Tadulako Science and Technology Journal
Publisher : LPPM Universitas Tadulako

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.22487/sciencetech.v1i2.17294

Abstract

Introduction: Poverty is a global problem that is often associated with needs, difficulties, and shortages in various life circumstances. The problem that occurs in Bahodopi District, Morowali Regency where there are often problems in determining the recipients of this assistance, because it still uses subjective assessments, based on manual calculations and there is still a lot of assistance aimed at poor families and not on target. Method: Researchers conducted research with the ELECTRE method of completion based on ranking and influenced by many criteria such as Employment, Number of Dependents, Income, House Condition, and House Status. For each alternative that determines the decision by ranking the best alternative. Result and Discussion: Based on testing on this system using two tests, namely black box testing and Beta Testing. In the Blackbox testing that the author did, the results showed that each function of the components in the system had run well and correctly. In the beta testing, the author conducted a questionnaire distribution process to five respondents in the aid recipient sector who would use the application to provide an assessment of the system and 30 people in the community. Based on the questionnaire, it will be obtained how accurate or suitable it is for the system that has been created Conclusion: This system was created to facilitate decision-making in selecting poor families as recipients of government assistance so that the sub-district office can make decisions correctly with computerized data.
Expert System for Diagnosing Eye Diseases in Teenagers Using the Forward Chaining Method Nur Muliyana; Syaiful Hendra; Hajra Rasmita Ngemba; Alamsyah; Muhamad Aristo Indrajaya
Tadulako Science and Technology Journal Vol. 1 No. 2 (2021): Tadulako Science and Technology Journal
Publisher : LPPM Universitas Tadulako

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.22487/sciencetech.v1i2.17295

Abstract

Introduction: Eye disease, especially in adolescents, has various symptoms. Currently, most adolescents pay little attention to the condition of the eyes. The assumption circulating in society is that the disease will heal on its own without the need for medical treatment. As a result, many adolescents experience delays in treatment. Method: This method is used because forward chaining uses a search value or reasoning that starts from facts to get conclusions from these facts to assume the degree of confidence of an expert. The data in this study are data on symptoms and eye types in adolescents aged 12-15 years obtained through interviews with experts at the Smec Palu eye clinic. This study uses 3 tests namely Alpha testing, beta testing, and accuracy testing. Results and Discussion: System testing is done through alpha testing, beta testing, and accuracy testing. Alpha testing shows that the system components function as expected. Beta testing uses a questionnaire that produces a percentage of 86% for System Quality, 86% for Information Quality, and 88% for User Satisfaction. Accuracy testing shows that the system has 100% accuracy because all test data matches the results of expert analysis. This shows that the system has very good accuracy. Conclusion: Expert system testing to diagnose eye diseases in adolescents aged 12-15 years with the forward chaining method shows positive results. Alpha testing ensures that all features function properly, while beta testing gives a score of 86% for System and Information Quality, and 88% for User Satisfaction. Accuracy testing showed 100% results. This system is effective for diagnosing eye diseases based on symptoms.
The Influence of Three Forms of Collaboration on the Performance of Food SMEs in Indonesia Hadi, Suryadi; Dwiwijaya, Kadek Agus; Murad, Mohammad Ali; Anjany, Ni Luh Verha; Hendra, Syaiful; Ngemba, Hajra Rasmita
Jurnal Aplikasi Manajemen Vol. 23 No. 3 (2025)
Publisher : Universitas Brawijaya, Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21776/

Abstract

The increasing complexity of supply chains, driven by globalization and technological advancements, necessitates effective logistics collaboration, particularly for food SMEs in Indonesia. Despite its recognized benefits, many SMEs face fragmented supply chains, inefficient distribution networks, and resource limitations that hinder competitiveness. Addressing these challenges is crucial for improving supply chain resilience and efficiency. This research examines the influence of horizontal, vertical, and lateral logistics collaboration on the supply chain performance of food SMEs in Indonesia. Using a quantitative approach and Partial Least Squares Structural Equation Modeling (PLS-SEM), the study analyzes data from food SMEs in Palu, Indonesia. A purposive sampling technique was employed, targeting SME owners and managers involved in logistics collaboration, resulting in a final sample size of 92 respondents. The findings reveal that horizontal logistics collaboration has the most significant impact, enhancing efficiency and effectiveness through partnerships among SMEs and distributors. Vertical collaboration also demonstrates a strong influence, improving integration and synchronization between producers and distributors. However, lateral logistics collaboration does not exhibit a statistically significant effect, likely due to coordination challenges and a lack of resources. This research contributes to logistics literature by empirically validating the varying impacts of collaboration types on SMEs' supply chains in an emerging market. The findings highlight the superior role of horizontal partnerships and suggest fostering collaboration through digital platforms, training, and the adoption of technology. Future research should explore government policies, digitalization, and sustainability practices to develop comprehensive strategies for optimizing logistics collaboration among SMEs.
Co-Authors - Ifandi A Djufri, Isdar Abd. Rahman Sholeh Abdillah Sani, Ilham Abdul Mahatir Najar Aimar Anand Alamsyah Alamsyah - Alda Nur Pradinda Amalia, Liza Angraeni, Dwi Shinta Anita Ahmad Kasim Anjany, Ni Luh Verha Anugrah Aidin Yotolembah Anwar, Asriani Azizah Azizah Chandra, Ferri Rama Deny Wiria Nugraha Dharmakirti, Dharmakirti Djohari, Riyandi Dwitama Dodu , Albertch Yordanus Erwin Dwi Shinta Angreni Dwi Wijaya, Kadek Agus Dwiwijaya, Kadek Agus Elyana Aulia Chandra Fahlevi, Mohammad Fazrin Fathul Wahid Habibu, Rahmawati Hamid, Odai Amer Hardianti Hardianti, Hardianti I Gusti Ngurah Agung Kade Dwi Arsana Iman Setiawan Indrajaya, Muhammad Aristo Junaidi Junaidi Junus Widjaja Kade Dwi Arsana, I Gusti Ngurah Agung Laila, Rahma Lakatjinda, Adiatma Lamadjido, Moh. Raihan Dirga Putra Lintine, Gabriella Bamba Ratih Liza Amalia Mohamad Irfan, Mohamad Mohammad Fajri Mohammad Yazdi Pusadan Muh Alif Alghifari Muh. Aristo Indrajaya Muhamad Aristo Indrajaya Muhammad Jindan Muhammad Nauval Daffa Ulhaq Muhammad Nur Alamsyah Muhammad Yazdi Nouval Trezandy Lapatta Nur Muliyana Nurpati Nurpati Nursalim P. Dominggo, Nenita Penidas Fodinggo Tanaem Pradinda, Alda Nur Pratama, Moh. Asry Eka Putra Ramadhan, Adjie Putra, Adhitya Pramana Putri Febrina, Annisa Rahmah Laila Raivandy, I Made Randhy Rifai, Muhammad Fajar Rina Marlina Risaldi Pata’Dungan, Adi Rizana Fauzi, Rizana Rizka Ardiansyah Rosmala Nur Ryfial Azhar, Ryfial Setijadi, Eko Sitti Ainul Yakin Smith, Jennifer Suryadi Hadi Suryani Putri, Fadiah Syahrullah Syahrullah Syahrullah Syaiful Hendra Ulhaq, Muhammad Naufal Daffa Uswary, Jonathan Albert Vivi Peggie Rantung Winarta, Ardhiansyah Wirdayanti Yudhaswana, Yuri Yuri Yudhaswana Joefrie Yusuf Anshori Zaharuddin