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Peningkatan Nilai Keanggotaan Model Segitiga Samakaki Pada Metode Mamdani Dengan Menggunakan Defuzzyfication Mean Of Maximum (MOM) Peniel Sam Putra Sitorus; Poltak Sihombing; Sawaluddin Sawaluddin
InfoTekJar : Jurnal Nasional Informatika dan Teknologi Jaringan Vol 6, No 1 (2021): InfoTekJar September
Publisher : Universitas Islam Sumatera Utara

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30743/infotekjar.v6i1.3911

Abstract

Di dalam paper ini membahas serta menguji mengenai membandingkan dua model segitiga untuk menaikkan fungsi keanggotaannya. Pada model membership function segitiga samakaki terdapat nilai yang menurun dan sedangkan di dalam segitiga siku-siku ternyata tidak terdapat nilai yang turun. Berhitung dengan metode mamdani, hasil input output dengan model segitiga samakaki lebih rendah dari pada model segitiga siku-siku. Ini menyebabkan bahwa model segitiga siku-siku ternyata tak termiliki belahan sisi turun dan titik atas nilai keanggotaannya satu, serta batas pendekatan variabel setelahnya tak termiliki. Di defuzzyfication mean of maximum ternyata model segitiga siku-siku tak meningkatkan membership function.
Memajukan Generasi Muda Melalui Pengabdian Masyarakat Robotika di Lingkungan Siswa SMK Negeri 1 Siantar untuk Tantangan Teknologi Masa Depan Dudes Manalu; Reagan Surbakti Saragih; Peniel Sam Putra Sitorus; Jaya Tata Hardinata
Jurnal TUNAS Vol 4, No 2 (2023): Edisi April
Publisher : LPPM STIKOM Tunas Bangsa

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30645/jtunas.v4i2.96

Abstract

The community service program "Advancing the Young Generation Through Robotics Community Service in the Siantar 1 State Vocational School Students Environment for Future Technological Challenges” aims to prepare future generations to face the complexities of modern technology. The focus of the program is to introduce robotics to SMK students through a community-based approach. Through this program, students will be involved in robotics learning, including programming, design, construction, and robotics applications. Practical training and activities will develop students' creativity, problem-solving and collaboration skills, essential preparation in the world of technology. Collaboration with teachers, parents and local communities is also emphasized, creating a comprehensive educational ecosystem. This program brings together formal and informal approaches to immersive learning experiences. This program has the potential to prepare young people to face a dynamic technological era. The focus on introducing robotics and community engagement is not only about technology, but also inspiring students to reach their full potential in facing the challenges of tomorrow. As such, the program plays an important role in shaping the direction of education towards the continuous development of technology.
PELATIHAN OLIMPIADE SAINS NASIONAL (OSN) BIDANG MATEMATIKA Sianturi, Rektor; Rick Hunter Simanungkalit; Juli Antasari Br Sinaga; Samuel Alex Lubis; Sam Putra Sitorus, Peniel; Voni Roulina Sinaga, Christa; Surbakti Saragih, Reagan; Manalu, Dudes; Tata Hardinata, Jaya; Ojak Immanuel Pardede, Ferri; Exaudi Sirait, Debora
Jurnal Pengabdian Kolaborasi dan Inovasi IPTEKS Vol. 1 No. 6 (2023): Desember
Publisher : CV. Alina

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.59407/jpki2.v1i6.179

Abstract

Olimpiade Sains Nasional merupakan ajang lomba yang difasilitasi oleh tingkat kabupaten/kota, tingkat provinsi maupun nasional. Oleh karena itu setiap sekolah perlu membekali siswa-siswi nya dalam ajang tersebut. Dalam hal membekali siswa-siswi mengikuti lomba tersebut maka perlu persiapan yang matang yaitu dengan melakukan pelatihan Olimpiade Sains nasional (OSN) khusus nya bidang matematika. Setelah melakukan pelatihan olimpiade sains nasional, ternyata masih banyak siswa yang masih belum mengerti apa itu olimpiade sains nasional khususnya bidang matematika dan belum pernah mempelajari sama sekali soal-soal OSN bidang matematika. Akibat dari permasalahan tersebut maka perlu diadakan pelatihan-pelatihan Olimpiade Sains Nasional khusus nya Bidang matematika, setiap guru yang mengajar di kelas tersebut agar memberikan soal tambahan yaitu soal-soal Olimpiade Sains Nasional bidang matematika yang mana tingkatan nya mulai dari tingkat kabupaten/kota, tingkat provinsi dan tingkat nasional dan bahkan tingkat internasional serta setiap guru harus memberikan kunci jawaban nya. Kata Kunci: Olimpiade Sains Nasional, Bidang Matematika.
PENGGUNAAN PYTHON PYSIMPLEGUI UNTUK MENINGKATKAN KETERAMPILAN SKILL SISWA TIK SMP Sudirman T.P Lumbangaol; Sitorus, Peniel Sam Putra; Eduward Situmorang; Rektor Sianturi; Lampola Sitorus
Nusantara Hasana Journal Vol. 4 No. 8 (2025): Nusantara Hasana Journal, January 2025
Publisher : Yayasan Nusantara Hasana Berdikari

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.59003/nhj.v4i8.1319

Abstract

Schools in Indonesia are an important environment for developing character, communication and the growth of students' minds in pursuing science and technology. Science and technology continue to develop, and human resources must be improved to keep up with these developments. The Indonesian state has a target to become a Golden Indonesia by 2045, with a focus on developing science and technology in balance with existing human resources. In the era of technology 5.0, schools in Indonesia are faced with the challenge of integrating increasingly advanced technology into education, so curriculum changes are being made to maintain the relevance of education with technological developments. Basic education in Indonesia has included programming language subjects, which are important in the development of technology and applications. At this time, the Python programming language is increasingly popular, because it is easy to understand by novice users and has many uses in various industrial fields. Python can be used to create desktop, mobile, game and other based programs. Its easy-to-understand nature makes it popular among technology developers. Python also has many benefits, such as flexibility in using libraries to create applications and analysis. This programming language allows the implementation of the concepts of inheritance and polymorphism, so it is widely used in various operating systems. Secondary schools in Indonesia also focus on developing students' individual skills through an independent learning curriculum, which includes ICT subjects and programming languages. The Python programming language and the use of pysimplegui are encouraged to improve students' skills in technology. Through this research, it is hoped that it can increase understanding and use of the Python programming language pysimplegui in junior high schools (SMP) to help students develop skills and knowledge in technology. 
PERAN TEKNOLOGI PENDIDIKAN DALAM MEMBENTUK KOMPETENSI GURU DI ERA DIGITAL Situmorang, Eduward; Sitorus, Peniel Sam Putra
JURNAL TEKNOLOGI INFORMASI & KOMUNIKASI DALAM PENDIDIKAN Vol. 11 No. 2 (2024): Desember - Jurnal Teknologi Informasi dan Komunikasi dalam Pendidikan
Publisher : Pascasarjana Universitas Negeri Medan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24114/jtikp.v11i2.66776

Abstract

Penelitian ini bertujuan untuk mengkaji peran teknologi pendidikan dalam membentuk kompetensi guru di era digital. Pendekatan yang digunakan dalam penelitian ini adalah kualitatif dengan desain studi kasus fenomenologi. Data dikumpulkan melalui wawancara mendalam, observasi partisipatif, dan dokumentasi dari 30 guru di beberapa sekolah dasar dan menengah yang telah mengintegrasikan teknologi dalam pembelajaran. Hasil penelitian menunjukkan bahwa meskipun teknologi memiliki potensi untuk meningkatkan kualitas pembelajaran, banyak guru yang hanya menggunakannya secara terbatas untuk hal-hal dasar seperti presentasi dan pengajaran materi. Hambatan utama yang dihadapi adalah kurangnya pelatihan yang memadai dan dukungan dari pihak sekolah, yang mengakibatkan terbatasnya pemahaman guru tentang cara mengintegrasikan teknologi secara efektif dalam pengajaran. Namun, guru yang telah mendapatkan pelatihan dan dukungan yang tepat menunjukkan kemampuan yang lebih baik dalam memanfaatkan teknologi untuk menciptakan pembelajaran yang lebih interaktif dan menarik. Penelitian ini menyimpulkan bahwa untuk meningkatkan kompetensi guru dalam menggunakan teknologi pendidikan, diperlukan pelatihan yang berkelanjutan, dukungan kebijakan yang memadai, serta pengembangan kemampuan pedagogis yang lebih mendalam agar teknologi dapat diterapkan secara optimal dalam proses pembelajaran.
PENGENALAN DAN PEMANFAATAN SOFTWARE SPSS DALAM PEMBELAJARAN STATISTIKA UNTUK MENINGKATKAN LITERASI DATA DAN KETERAMPILAN ANALISIS SISWA DI ERA DIGITAL Sianturi, Rektor; Azarya N J Siahaan; Vina Merina Br Sianipar; Peniel Sam Putra Sitorus; Eduward Situmorang; Jaya Tata Hardinata
Nusantara Hasana Journal Vol. 4 No. 12 (2025): Nusantara Hasana Journal, May 2025
Publisher : Yayasan Nusantara Hasana Berdikari

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.59003/nhj.v4i12.1435

Abstract

In the digital era, the ability to understand and analyze data is very important for students. Statistics, a part of mathematics, is widely used in various fields, but its learning in schools is still often only theoretical and manual. SPSS is a data analysis software that can help students learn statistics in a more practical and interactive way. With SPSS, students can more easily understand concepts, hone analytical skills, and be ready to face the data-driven world of work. However, there are still many students who are not familiar with using SPSS due to lack of access and training. Therefore, this service aims to introduce and train students to use SPSS so that they are better prepared in the digital era. The method of this service activity is training by means of lectures to explain the basic concepts and introduction of SPSS, demonstrations to show how to use SPSS features and exercises so that participants can directly practice data processing with SPSS. SPSS is a software used to easily process and analyze statistical data. Data can be entered directly or copied from Excel into SPSS. Analysis is done through the menus, and results can be copied to Word, Excel, or PowerPoint for reports or presentations. One of the features of SPSS is Descriptive Statistics, which shows the minimum, maximum, mean and standard deviation of data. With SPSS, students can directly process and analyze data, making it easier to understand and present data correctly. Their analytical skills also improve, especially in using basic statistics to solve real problems. Learning with SPSS helps students better understand statistics and be ready to face the digital world that requires data analysis skills.
Anomaly-Based Financial Fraud Detection Using Autoencoder A Case Study on the Kaggle Credit Card Dataset Andri Nata; Dudes Manalu; Jaya Tata Hardinata; Peniel Sam Putra Sitorus
Journal of ICT Applications System Vol 4 No 1 (2025): Journal of ICT Aplications and System
Publisher : Lembaga Penelitian dan Pengabdian Masyarakat

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.56313/jictas.v4i1.431

Abstract

Financial fraud remains a critical challenge for banking systems and digital payment platforms worldwide. With the rapid growth of electronic transactions, effective fraud detection mechanisms are essential to ensure security and user trust. This study explores the application of an unsupervised deep learning model—Autoencoder—for anomaly-based financial fraud detection. Utilizing the publicly available Kaggle Credit Card Fraud Detection dataset, which comprises 284,807 transactions including 492 fraudulent cases, the model is trained exclusively on legitimate transactions to learn typical behavioral patterns. Prior to training, the dataset underwent feature anonymization using Principal Component Analysis (PCA), and numerical columns such as "Amount" and "Time" were normalized using Min-Max Scaling. The Autoencoder architecture includes three encoder and decoder layers with ReLU activations, and is optimized using the Adam optimizer with Mean Squared Error (MSE) as the loss function. Experimental results show that the model achieves a classification accuracy of 94% and an AUC score of 0.931, indicating strong potential for detecting anomalies. However, the precision for identifying fraudulent transactions remains relatively low (5%), reflecting the challenges posed by imbalanced datasets. Despite this, the study demonstrates that Autoencoder offers a promising foundation for fraud detection systems, with further improvements possible through model integration and hybrid ensemble techniques
SISTEM INFORMASI PEMBELANJAAN TAS WANITA BERBASIS WEBSITE DALAM MENINGKATKAN USAHA Sitorus, Peniel Sam Putra; Hardinata, Jaya Tata; Simorangkir, Marhite
JOURNAL OF SCIENCE AND SOCIAL RESEARCH Vol 8, No 3 (2025): August 2025
Publisher : Smart Education

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.54314/jssr.v8i3.4286

Abstract

Abstract: The design system for creating website-based applications, such as shopping, is a rapidly growing and popular e-commerce platform. Designing an electronic-based application for a website requires several software tools, including XAMPP, Sublime, HTML, and a database (MySQL). XAMPP is software for running user-created programs. Sublime is software for creating HTML programs, among others. MySQL is software for creating databases. The software discussed above is essential for accelerating the development of website-based electronic applications. It's true that traditional marketing is ineffective in today's modern or advanced era. Therefore, this research aims to create a website-based online marketing or sales application to improve the efforts of entrepreneurs, small and medium enterprises (SMEs), and others Keyword: Xampp; Sublime; Myqsl; Website. Abstrak: Sistem rancangan pada pembuatan aplikasi berbasis website seperti pembelanjaan-pembelajaan merupakan e-commerce yang sangat berkembang dan populer saat ini. Perancangan sebuah aplikasi berbasis elektonik ini yang dibuatkan untuk website memerlukan beberapa software yaitu Xampp, Sublime, HTML, Database (Mysql). Xampp merupakan suatu sofware untuk menjalankan program yang dibuat oleh pengguna. Sublime merupakan software untuk membuat program dalam bentuk HTML dan lain-lain. Mysql merupakan software untuk membuat suatu database yang diperlukan. Dengan keberadaan software yang dibicarakan tadi sangatlah diperlukan untuk mempercepat mengerjakan suatu aplikasi elektronik berbasis website. Tepat rasanya bahwa pemasaran yang tradisonal tidak lah efektif dimasa moderen atau masa maju sekarang ini. Maka itu penelitian ini membuat aplikasi pemasaran atau penjualan online yang berbasis website untuk meningkatkan usaha-usaha yang dilakukan oleh seperti pengusaha penjualan, UMKM dan lain-lain. Kata kunci: Xampp; Sublime; Myqsl; Website
judul Meningkatkan Minat Baca Siswa SMK melalui Sosialisasi Budaya Literasi : Meningkatkan Minat Baca Siswa SMK melalui Sosialisasi Budaya Literasi Rektor Sianturi; Juli Antasari Br Sinaga; Gayus Simarmata; Peniel Sam Putra Sitorus; Jaya Tata Hardinata
PaKMas: Jurnal Pengabdian Kepada Masyarakat Vol 4 No 1 (2024): Mei 2024
Publisher : Yayasan Pendidikan Penelitian Pengabdian Algero

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.54259/pakmas.v4i1.2716

Abstract

Amid the onslaught of technology and social media, vocational school students' interest in reading in Indonesia is still like a fading fire. Lack of access to books, minimal interest in reading, and an undeveloped literacy culture in the school environment are the dominant factors. This condition hampers the learning achievement and critical thinking abilities of vocational school students. The first step is to delve into the reading habits of vocational school students and the factors that influence them. The time has come for the promotion of literacy culture to be launched. Various interesting and interactive activities are packaged to attract the interest of vocational school students. Starting from counseling about the importance of reading, introduction to various types of books, to discussions and reading competitions. This is clear evidence that the socialization of literacy culture is able to revive interest in reading among vocational school students. This research concludes that literacy culture socialization is an effective way to increase vocational school students' interest in reading. Sustainable efforts are needed to instill a culture of literacy in the school environment, involving collaboration between schools, parents and the community.
Aplikasi, Pembelajaran, Siswa PEMANFAATAN APLIKASI PEMBELAJARAN PADA SMP YP HKBP 1 PEMATANGSIANTAR UNTUK MENINGKATKAN KEMAMPUAN PARA SISWA: PEMANFAATAN APLIKASI PEMBELAJARAN PADA SMP YP HKBP 1 PEMATANGSIANTAR UNTUK MENINGKATKAN KEMAMPUAN PARA SISWA Peniel Sam Putra Sitorus; Jaya Tata Hardinata; Reagan Surbakti Saragih; Dudes Manalu; Ferri Ojak Immanuel Pardede
PaKMas: Jurnal Pengabdian Kepada Masyarakat Vol 4 No 1 (2024): Mei 2024
Publisher : Yayasan Pendidikan Penelitian Pengabdian Algero

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.54259/pakmas.v4i1.2809

Abstract

SMP YP HKBP 1 Pematangsiantar School is currently conducting face-to-face learning in class. The learning process is carried out by the teacher explaining in front of the class and writing the material given on the board and then the students note it down in a notebook to read again at home. However, not all students want to re-read the notes they have taken at home, but the grades given by the teacher to the students are less than satisfactory. Children now have gone through a health emergency and still like to read using digital information technology. The development of information technology means that information can be conveyed very quickly in all fields, including education. During a global disaster emergency several years ago, information technology was really needed to get the latest information. In the field of education, distance information technology is used to support learning. Education practitioners in Indonesia must learn again to use information technology in applications that are very developed and require the name of the internet. The internet makes it easier for people to get information quickly and affordably. In the field of education, the internet provides global access to information. There are various educational applications in the learning process, one of which is Padlet. The padlet application can be used by SMP YP HKBP 1 Pematangsiantar School to improve the abilities of SMP YP HKBP 1 Pematangsiantar School students in the learning process which interacts between teachers and students over long or near distances.  Therefore, this service is carried out to improve the abilities of SMP YP HKBP 1 Pematangsiantar School students by using the Padlet application.