Abstract:Abstract: Literacy education is education for anyone who is illiterate, whether children or parents or even the elderly. What must be considered in this matter is that literacy education is a very sensitive education, an…
attitude that seems to be patronizing tends to be responded negatively. They tend to avoid, reject and feel offended when treated like children. They will reject learning situations that conflict with their self-concept as independent individuals. the method is carried out after observation and study of the material, the results achieved after the presentation of the material read, write, count are quantitative results. The ability of citizens to learn after functional literacy learning in the advanced literacy sector was assessed in the good category. This can be seen from the results that show that the results obtained by residents from those who are not yet fluent in reading, writing, and arithmetic, are now fluent in reading, writing, and arithmetic.
Keywords: illiterate
Abstrak: Pendidikan keaksaraan merupakan pendidikan bagi siapa saja yang menyandang buta aksara, baik anak-anak maupun orang tua atau lansia sekalipun. Harus diperhatikan dalam persoalan ini adalah pendidikan keaksaraan merupakan pendidikan yang sangat sensitif, sikap yang terkesan menggurui cenderung ditanggapi negative. Mereka cenderung menghindar, menolak dan merasa tersinggung apabila diperlakukan seperti anak-anak. Mereka akan menolak situasi belajar yang bertentangan dengan konsep dirinya sebagai individu yang mandiri. metode yang dilakukan setelah observasi dan pengajian materi, maka hasil yang dicapai setelah penyajian materi baca, tulis, hitung ialah hasil secara kuantitaif. Kemampuan warga belajar setelah pembelajaran keaksaraan fungsional bidang buta aksara lanjutan dinilai dalam kategori baik. Hal ini dapat dilihat dari hasil yang menunjukkan bahwa hasil yang diperoleh oleh warga dari yang belum lancar membaca, menulis, dan berhitung, sekarang menjadi lancar membaca, menulis, dan berhitung.
Kata kunci: buta aksara
Abstract:Nowadays almost all aspects of life use technology. Progress in technology will also be accompanied by developments in information and communication technology. The development of technology and communication using internet…
net media that is widely used today is social media. Some people use social media for means of social integration, communication and publicizing activities, but in its development social media can also be used for business activities in terms of promotion and marketing. The use of social media for business activities has a very positive impact on improving the welfare of the community economically. To achieve these objectives, training and coaching to the public regarding the use of social media are held. The training was carried out at the Pesona Rhabayu Housing Community of Patam Lestari Village, Sekupang District, Batam. The training was conducted by monitoring and tutorials on how to use social media properly, including information dissemination on the Information and Electronic Transaction Law (UU ITE) so that the community has a legal basis for using social media. The first result of this dedication is that people's understanding of the ITE Law can be seen from discussions and questions and answers, secondly, people's ability to access and utilize social media for business facilities by forming a social media group as a forum for the community to promote their efforts.
Keywords: Law, social media and ITE
Abstract:Abstract: Community service activities in the form of training of multimedia-based interactive learning media for teachers of SMAN 02 Tanjung BALAI aims to provide knowledge, skills, which are expected to result in changes…
es in knowledge, skills and attitudes of teachers. So that learning and teaching process can run smoothly and easy. The target audience in community service activities are SMA N 02 TanjungBalai. Activity of multimedia-based interactive learning media is presented with the method of preaching, demonstration and question and answer. The availability of adequate lecturers, the enthusiasm of participants, and the support of headmaster is a supporter of the terrestrial activity of the PKM. The obstacles faced is the ability of participants to use the application is still low and computer resources owned by some participants do not meet the multimedia processing specifications should be. Benefits derived from this activity, among others, participants can know about the importance of interactive multimedia media and abractive media to improve motivation and achievement of students who are educated participants. With the creation of learning media, the learning process will be more interesting, the students will be more motivated and passionate in learning, so that teachers can explain the subject matter more easily and attractively.
Keyword: Multimedia, Instructional Media, Interactive learning
Abstrak: Kegiatan pengabdian kepada masyarakat berupa pelatihan pembuatan media pembelajaran interaktif berbasis multimedia bagi guru-guru SMAN 02 Tanjung Balai ini bertujuan untuk memberikan pengetahuan, keterampilan, yang diharapkan dapat menghasilkan perubahan pengetahuan, keterampilan dan sikap dari guru sehingga proses belajar dan mengajar dapat berjalan dengna lancar dan mudah. Khalayak sasaran dalam kegiatan pengabdian kepada masyarakat ini adalah guru-guru SMA N 02 TanjungBalai. Kegiatan pembuatan media pembelajaran interaktif berbasis multimedia ini disajikan dengan metodeceramah, demonstrasi dan tanya jawab. Ketersediaan dosen yang memadai, antusiasme peserta, dan dukungan kepala sekolah merupakan pendukung teralksananya kegiatan PKM ini.Adapun kendala yang dihadapi adalah kemampuan peserta menggunakan porgram aplikasi masih rendah serta sumberdaya komputer yang dimiliki sebagian peserta tidak memenuhi spefikasi pengolahan multimedia yang seharusnya. Manfaat yang diperoleh dari kegiatan ini antara lain peserta dapat mengetahui tentang arti pentingnya media pembelajaran multimedia yang interaktif dan abraktif untuk meningkatkan motivasi dan prestasi siswa yang dididik peserta. Dengan terciptanya media pembelajaran maka proses belajar mengajar akan lebih menarik, siswa akan lebih termotivasi dan bergairah dalam belajar, sehingga guru dapat menjelaskan materi pelajaran lebih mudah dan atraktif.
Kata Kunci: Multimedia, Media Pembelajaran, Pembelajaran interaktif
PELATIHAN MEDIA PEMBELAJARAN INTERAKTIF BERBASIS MULTIMEDIA BAGI GURU-GURU SMAN 02 TANJUNGBALAI
Abstract:Abstract: As a formal education institution, acculturation of techniques in Teaching and Learning Activities (KBM) is required by each lesson teacher to be able to transfer knowledge to students maximal and optimally. So…
far the teaching carried out by the teachers of SMA 2 Kisaran is more dominant in learning done face-to-face in the classroom, so that learning requires the mind and energy that is extra because it is done repeatedly in the classroom and the hours that different. Starting from the above, the dedication team sought solutions so that teaching can be acculturated by online learning using blog media to publish teachers' teaching materials to the internet. It is expected that online-based teaching techniques, one of which is outlined in the making and utilization of blogs can stimulate interest from students to access teaching materials that have been published online, both in the form of text, images, audio and learning videos that have been recorded and uploaded by the teacher into his blog whenever and wherever it is, so that it will create student centered learning and learning objectives can be achieved.
Keywords: blogs, teaching materials, online publications, videos, student center learning.
Abstrak: Sebagai institusi pendidikan formal maka diperlukan akulturasi teknik dalam Kegiatan Belajar Mengajar (KBM) yang dilakukan oleh masing-masing guru pelajaran untuk dapat mentransfer ilmu pengetahuan kepada peserta didik secara maksimal dan optimal. Selama ini pengajaran yang dilakukan oleh guru-guru SMA Negeri 2 Kisaran lebih dominan ke-pembelajaran yang dilakukan secara tatap muka di dalam kelas, sehingga pembelajaran membutuhkan pikiran dan tenaga yang ekstra karena dilakukan secara berulang-ulang pada kelas dan jam yang berbeda. Berawal dari hal diatas maka tim pengabdian mencari solusi agar pengajaran dapat diakulturasi dengan pembelajaran secara online menggunakan media blog untuk mempublikasikan bahar ajar para guru ke internet. Diharapkan dengan teknik pengajaran berbasis online salah satunya yang dituangkan dalam pembuatan dan pemanfaatan blog dapat merangsang minat dari para siswa untuk mengakses bahan ajar yang telah dipublikasikan secara online baik informasi berupa text, gambar, audio maupun video pembelajaran yang telah direkam dan diupload oleh guru ke dalam blognya kapan dan dimanapun berada, sehingga akan tercipta pembelajaran berpusat pada siswa (Student Centred Learning) dan tujuan pembelajaran dapat tercapai.
Kata kunci: blog, bahan ajar, publikasi online, video, Student Center Learning.
Abstract:Abstract: Housewives can be entrepreneurs by conducting productive innovation activities at home, so they do not need to leave their home but they also can help increase family income through entrepreneurship. The initial…
l motivation that arises in a housewife for entrepreneurship is for family financial reasons. In addition there is also another motivation, having a particular hobby so that the products from that activities can be sell. Another motivation reason is to do their own career and to get their achievement. From the training conducted for 2 (two) days at Kelurahan Sendang Sari, Kecamatan Kisaran Barat he results were obtained that it is believed that participants gained knowledge, full understanding of entrepreneurship, motivation to do entrepreneurship, the development of the creative economy, strengthening encouragement for housewives to make decision to do entrepreneurship in creative industries.
Keywords: Motivation, Entrepreneurship, Housewives
Abstrak: Para ibu rumah tangga dapat menjadi entrepreneur (wirausaha) dengan melakukan kegiatan-kegiatan inovasi yang produktif dari rumah, sehingga mereka tidak perlu meninggalkan rumah tetapi juga dapat membantu menambah pendapatan keluarga melalui wirausaha. Motivasi awal yang muincul pada diri seorang ibu rumah tangga untuk berwirausaha adalah karena alasan keuangan keluarga. Selain itu ada juga motivasi lain yaitu memiliki hobby tertentu sehingga produk yang muncul dari kegiatan menyalurkan hobby yang dapat dijual. Motivasi lainnya adalah keinginan untuk memiliki karir sendiri dan untuk berprestasi. Dari hasil pelatihan yang dilakukan selama 2 (dua) hari di Kelurahan Sendang Sari, Kecamatan Kisaran Barat diperoleh hasil bahwa diyakini peserta mendapatkan pengetahuan, pemahaman tentang apa itu wirausaha, motivasi untuk berwirausaha, perkembangan ekonomi kreatif dan penguatan dorongan bagi para ibu untuk mengambil keputusan melakukan wirausaha pada bidang industri kreatif.
Kata Kunci: Motivasi, Wirausaha, Ibu Rumah Tangga
Abstract:Abstract: Community service aims to provide partners with the skills and knowledge to utilize tofu liquid waste to be organic fertilizer and provide assistance in making chimney smoke. This activity uses continuous training…
ing and mentoring methods to achieve the target of the solutions offered. During the activity the participants followed very enthusiastically and were committed to developing the production of organic fertilizer from liquid waste knowing to be a side business and a superior village product. In addition, smoke puffs which become a social problem for residents around the tofu industry have been handled by making chimneys.
Keywords: environmental pollution, liquid waste, tofu industry
Abstrak: Pengabdian kepada masyarakat ini bertujuan untuk memberikan keterampilan dan pengetahuan kepada mitra untuk memanfaatkan limbah cair tahu menjadi pupuk organik dan memberikan pendampingan pembuatan asap cerobong. Kegiatan ini dengan menggunakan metode pelatihan dan pendampingan berkesinambungan sehingga tercapai target dari solusi yang ditawarkan. Selama kegiatan berlangsung peserta mengikuti sangat antusian dan berkomitmen untuk mengembangkan produksi pupuk organik dari limbah cair tahu mejadi usaha sampingan dan produk unggulan desa. Selain itu kepulan asap yang menjadi masalah sosial warga sekitar industri tahu telah tertangani dengan dibuatnya cerobong asap.
Kata kunci : pencemaran lingkungan, limbah cair, industri tahu
Abstract:Abstract: Query performance is a critical factor in managing large-scale databases. One of the most widely used optimization techniques is indexing. This study aims to analyze the impact of indexing on query performance…
in PostgreSQL, compare the effectiveness of B-Tree and Hash indexes, and evaluate their influence on query planner decisions. A quantitative experimental approach was employed using the TPC-H benchmark dataset at scale factors SF0.1, SF1, and SF10. Experiments were conducted using EXPLAIN ANALYZE on exact match, range, and join queries under three conditions: without indexing, with B-Tree indexing, and with Hash indexing. The results demonstrate that indexing significantly improves query performance. For exact match queries on the SF10 dataset, execution time decreased from 93.36 ms without indexing to 0.034 ms using B-Tree and 0.045 ms using Hash indexes. For join queries, execution time was reduced from 857.77 ms to 0.180 ms using B-Tree and 0.079 ms using Hash indexes. B-Tree showed consistent performance across different query types, while Hash achieved the best results for equality-based queries. Furthermore, index usage influenced query planner decisions in selecting more efficient execution strategies. These findings indicate that appropriate index selection can substantially improve data access efficiency in PostgreSQL.
Keywords: b-tree index; hash index; PostgreSQL; query optimization; query planner
Abstrak: Performa query merupakan faktor penting dalam pengelolaan basis data berskala besar. Salah satu teknik optimasi yang umum digunakan adalah indexing. Penelitian ini bertujuan menganalisis pengaruh penggunaan indexing terhadap performa query pada PostgreSQL, membandingkan efektivitas B-Tree dan Hash index, serta mengevaluasi pengaruhnya terhadap keputusan query planner. Penelitian menggunakan metode eksperimen kuantitatif dengan dataset benchmark TPC-H pada skala SF0.1, SF1, dan SF10. Pengujian dilakukan menggunakan EXPLAIN ANALYZE pada exact match query, range query, dan join query dalam kondisi tanpa index, menggunakan B-Tree index, dan Hash index. Hasil penelitian menunjukkan bahwa indexing meningkatkan performa query secara signifikan. Pada exact match query dataset SF10, execution time menurun dari 93,36 ms tanpa index menjadi 0,034 ms menggunakan B-Tree dan 0,045 ms menggunakan Hash index. Pada join query, execution time berkurang dari 857,77 ms menjadi 0,180 ms menggunakan B-Tree dan 0,079 ms menggunakan Hash index. B-Tree menunjukkan performa yang konsisten pada berbagai jenis query, sedangkan Hash index memberikan performa terbaik pada query berbasis equality. Selain itu, penggunaan index memengaruhi keputusan query planner dalam memilih strategi eksekusi yang lebih efisien. Hasil penelitian menunjukkan bahwa pemilihan metode indexing yang tepat dapat meningkatkan efisiensi akses data pada PostgreSQL
Kata kunci: b-tree index; hash index; optimasi query; PostgreSQL; query planner
Abstract:Abstract: Existing IoT anomaly detection studies have achieved high classification performance, but most focus on accuracy and F1-score without explicitly controlling the false positive rate (FPR). In addition, many approaches…
oaches rely on a single detection perspective, limiting their operational reliability. To address this gap, this study proposes a hybrid anomaly detection framework integrating Long Short-Term Memory (LSTM), Shannon entropy, and autoencoder reconstruction error. Shannon entropy is incorporated as an additional feature, while LSTM and the autoencoder capture temporal and reconstruction characteristics. The resulting hybrid representation is processed by a constraint-based threshold selection mechanism that enforces FPR . Experiments on the TON-IoT and Edge-IIoTset datasets achieved average F1-scores of 0.9250 and 0.9934, while maintaining average FPR values of 0.0091 and 0.0714, respectively. Analysis of entropy distributions showed consistent differences between normal and anomalous traffic across both datasets, indicating that Shannon entropy provides discriminative information for anomaly detection. These results demonstrate strong detection performance with controlled false alarms, while ablation studies confirm the significant contribution of Shannon entropy to overall model performance.
Keywords: false positive rate; hybrid deep learning; Internet of Things; network anomaly detection; Shannon entropy
Abstrak: Penelitian deteksi anomali Internet of Things (IoT) telah menunjukkan performa klasifikasi yang tinggi, namun sebagian besar masih berfokus pada accuracy dan F1-score tanpa mengendalikan false positive rate (FPR) secara eksplisit. Selain itu, banyak pendekatan hanya memanfaatkan satu perspektif deteksi sehingga reliabilitas operasionalnya masih terbatas. Untuk mengatasi kesenjangan tersebut, penelitian ini mengusulkan kerangka deteksi anomali hybrid yang mengintegrasikan Long Short-Term Memory (LSTM), Shannon entropy, dan autoencoder reconstruction error. Shannon entropy digunakan sebagai fitur tambahan, sedangkan LSTM dan autoencoder menangkap karakteristik temporal dan deviasi rekonstruksi. Representasi hybrid yang dihasilkan kemudian diproses melalui mekanisme constraint-based threshold selection dengan batas FPR . Hasil pengujian pada dataset TON-IoT dan Edge-IIoTset menghasilkan F1-score rata-rata sebesar 0,9250 dan 0,9934, dengan FPR rata-rata sebesar 0,0091 dan 0,0714. Perbedaan nilai entropy yang konsisten antara trafik normal dan anomali pada kedua dataset menunjukkan bahwa Shannon entropy menyediakan informasi diskriminatif untuk deteksi anomali. Hasil tersebut menunjukkan performa deteksi yang kuat dengan false alarm yang terkendali, sementara studi ablasi mengonfirmasi kontribusi signifikan Shannon entropy terhadap performa model.
Kata kunci: deteksi anomali jaringan; false positive rate; hybrid deep learning; Internet of Things; Shannon entropy
Abstract:Abstract: Manual meeting documentation risks losing important information due to cognitive fatigue. Although automated summarization models have evolved, integrated end-to-end systems for Indonesian spoken language remain…
n highly limited. This study aims to design and evaluate an end-to-end automated meeting summarization architecture that directly integrates Automatic Speech Recognition (ASR) via OpenAI Whisper for transcription and the IndoT5 language model for abstractive summarization. IndoT5 was fine-tuned using a dataset of 486 Indonesian spoken language transcript pairs. Testing was conducted on a CPU infrastructure using MP4, MP3, and WAV formats. Results show the optimal fine-tuning configuration significantly improved accuracy, achieving ROUGE-1 (0.4167), ROUGE-2 (0.1973), and ROUGE-L (0.2701) scores. Computationally, the system achieved a Real-Time Factor below 1, processing data faster than the actual recording duration. Conclusively, integrating Whisper and IndoT5 shows potential in producing coherent meeting summaries with lightweight computational overhead, making it viable for local infrastructure implementation to ensure data privacy.
Keywords: abstractive summarization; ASR; end-to-end pipeline; IndoT5; real-time factor
Abstrak: Dokumentasi rapat manual rentan menghilangkan informasi penting akibat keterbatasan kognitif. Meskipun model peringkas otomatis telah berkembang, implementasi sistem terintegrasi (end-to-end) khusus percakapan lisan berbahasa Indonesia masih sangat terbatas. Penelitian ini bertujuan merancang dan mengevaluasi arsitektur peringkas rapat otomatis end-to-end yang mengintegrasikan langsung Automatic Speech Recognition (ASR) melalui OpenAI Whisper untuk transkripsi dan model bahasa IndoT5 untuk peringkasan abstraktif. Adaptasi domain dilakukan melalui fine-tuning IndoT5 menggunakan 486 pasang dataset transkrip lisan berbahasa Indonesia. Pengujian pada infrastruktur CPU menggunakan format MP4, MP3, dan WAV. Hasil pengujian menunjukkan konfigurasi fine-tuning optimal berhasil meningkatkan akurasi, dengan skor ROUGE-1 (0,4167), ROUGE-2 (0,1973), dan ROUGE-L (0,2701). Sistem mendemonstrasikan efisiensi komputasi dengan nilai Real-Time Factor di bawah 1, mengindikasikan waktu pemrosesan lebih cepat dari durasi rekaman asli. Kesimpulannya, integrasi Whisper dan IndoT5 menunjukkan potensi dalam menghasilkan ringkasan yang koheren dengan beban komputasi ringan, sehingga layak diimplementasikan pada infrastruktur lokal organisasi untuk menjaga privasi data.
Kata kunci: ASR; end-to-end pipeline; IndoT5; peringkasan abstraktif; real-time factor
Abstract:This study aimed to compare the performance of machine learning algorithms and user experience in predicting students’ academic achievement. The research is motivated by the need for prediction systems that are not only…
y highly accurate but also easily interpretable by users. The proposed methodology involved the implementation of two algorithms, namely Decision Tree and Random Forest, using an academic dataset that included grade point average, attendance, and assessment scores. Model performance was evaluated using accuracy, precision, recall, and F1-score, while user experience was assessed through the System Usability Scale (SUS) based on a simple user interface. The findings revealed that Random Forest achieved higher predictive accuracy, whereas Decision Tree provided better interpretability and ease of understanding for users. These results indicated a trade-off between model performance and user experience, suggesting that algorithm selection should consider both aspects in order to develop an effective and user-friendly academic prediction system