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Singular Value Decomposition in Machine Leaning for Image Compression in Vocational Tourism Batik Archiving Sudira , Putu; Sahria, Yoga; Fajaryati, Nuryake; Hakim, Septian Rahman; Nursusanto, Stevanus Widuri; Mhd Salim, Mohamad Hidir; Astuti, Rahayu Fuji
Jurnal Pendidikan Teknologi dan Kejuruan Vol. 31 No. 2 (2025): (October)
Publisher : Faculty of Engineering, Universitas Negeri Yogyakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21831/jptk.v31i2.95700

Abstract

The digital archiving of batik products in vocational tourism environments requires efficient image compression techniques that maintain critical visual information, including complex motifs, color patterns, and texture details. This study aims to investigate the application of Singular Value Decomposition (SVD) as a machine learning based approach for image compression in the digital archiving of batik products from the Sundhullangit Batik Vocational Tourism Village. An experimental research design was adopted using digital batik images obtained through direct image acquisition. The research stages comprised image pre-processing, image compression using a truncated Singular Value Decomposition model with varying rank values, and reconstruction of the compressed images. The performance of the compression model was evaluated using objective image quality metrics, namely Mean Squared Error, Peak Signal-to-Noise Ratio, and Structural Similarity Index, while compression efficiency was measured using the compression ratio. The results indicate that higher rank values enhance reconstructed image quality, reflected by lower reconstruction error and higher structural similarity, but reduce compression efficiency. Conversely, lower rank values achieve higher compression ratios at the cost of reduced visual fidelity. Overall, the findings demonstrate that Singular Value Decomposition offers an effective balance between image quality preservation and data size reduction. This study concludes that the proposed method is suitable for supporting sustainable and high-quality digital archiving of batik products within vocational tourism-based cultural heritage systems.
Budaya Patriarki dalam Rumah Tangga: Telaah Hermeneutik Atas Penafsiran Qs. An-Nisa: 34 dalam Perspektif Kesetaraan Gender Nurul Mausufi; Chufriani Tanjung; Rizki Rahmadiansyah Kurniawan; Achyar Zein; Rahayu Fuji Astuti
Reslaj: Religion Education Social Laa Roiba Journal Vol. 7 No. 10 (2025): RESLAJ: Religion Education Social Laa Roiba Journal
Publisher : Intitut Agama Islam Nasional Laa Roiba Bogor

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47467/reslaj.v7i10.8607

Abstract

Patriarchal culture has deeply rooted itself in the majority of countries around the world. The perceived superiority of men over women extends into various sectors of life, resulting in the marginalization of the significant roles women play. Unfortunately, this patriarchal culture is often justified by interpretations of Qur'anic verses, including Q.S. An-Nisa: 34. This research employs a conceptual thematic method. The type of research used is library research, which relies on literature sources. The approach adopted is the double movement hermeneutics of Fazlur Rahman and hermeneutics of Rasyid Ridha. This approach is used to uncover the historical context of the verse, in order to extract its moral ideas for application in the present day. The findings of this research show that, from a historical perspective, Q.S. An-Nisa: 34 was revealed as a response to the deeply entrenched patriarchal culture among the Arab people. This verse contains three core moral ideas: it implies the obligation of a husband as the head of the household to provide for and protect his wife; it indicates the responsibility of a good wife to guard herself; and it outlines the method for addressing a wife’s disobedient behavior (nusyūz). These three moral ideas suggest that husbands and wives are, in essence, family partners with equal rights, responsibilities, and status.
Reconstructing the Concept of Murāja‘ah in QS. al-Qiyāmah [75]: 16–19: A Tafsīr Analysis of the Mechanism of Revelation Reception and Preservation Diki Saputra Siregar; Tryadi, Pajar Tryadi; Mardian Idris Harahap; Rahayu Fuji Astuti
AL-DZIKRA: JURNAL STUDI ILMU AL-QUR'AN DAN AL-HADITS Vol 20 No 1 (2026)
Publisher : Faculty of Ushuluddin and Religious Study, Universitas Islam Negeri Raden Intan Lampung

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24042/al-dzikra.v20i1.31326

Abstract

Abstract This study examines the mechanism of revelation reception and preservation in QS. al-Qiyāmah [75]: 16–19, focusing on the reconstruction of the concept of murāja‘ah from the perspective of Islamic epistemology. The study is motivated by the tendency of previous research to position murāja‘ah primarily as a method for maintaining Qur'anic memorization, without examining its conceptual foundation in the Qur'an itself. This research employs a qualitative approach based on library research, using a tafsīr case study method on QS. al-Qiyāmah [75]: 16–19. The data were analyzed by examining asbāb al-nuzūl, linguistic aspects, and comparing interpretations by classical and contemporary exegetes, particularly al-Ṭabarī, Ibn Kathīr, and al-Qurṭubī. The findings show that this sequence of verses contains four main components of the revelatory process: the prohibition against hastily receiving revelation, the guarantee of its compilation (jam‘), recitation (qirā’ah), and explanation (bayān). These four components form an epistemological system that ensures the authenticity and proper understanding of revelation. Based on these findings, murāja‘ah is reconstructed not merely as an form of repetitive memorization but as a mechanism that encompasses the reception, retention, and reproduction of knowledge. This study contributes to the theoretical understanding of murāja‘ah and offers a conceptual foundation for more reflective and sustainable Qur'anic learning. Keywords: Islamic epistemology; Murāja‘ah; Tafsir Studies.   Abstrak Penelitian ini mengkaji mekanisme penerimaan dan pemeliharaan wahyu dalam QS. al-Qiyāmah [75]:16–19 dengan fokus pada rekonstruksi konsep murāja‘ah dalam perspektif epistemologi Islam. Kajian ini dilatarbelakangi oleh kecenderungan penelitian sebelumnya yang memposisikan murāja‘ah sebagai metode menjaga hafalan Al-Qur’an, tanpa mengkaji dasar konseptualnya dalam Al-Qur’an. Penelitian ini menggunakan pendekatan kualitatif berbasis studi kepustakaan dengan metode studi kasus tafsir terhadap QS. al-Qiyāmah [75]:16–19. Data dianalisis melalui penelaahan asbāb al-nuzūl, aspek kebahasaan, serta komparasi penafsiran mufasir klasik dan kontemporer, terutama al-Ṭabarī, Ibn Kathīr, dan al-Qurṭubī. Hasil penelitian menunjukkan bahwa rangkaian ayat tersebut memuat empat komponen utama mekanisme pewahyuan, yaitu larangan tergesa-gesa menerima wahyu, jaminan penghimpunan (jam‘), pembacaan (qirā’ah), dan penjelasan (bayān). Keempat komponen tersebut membentuk sistem epistemologis yang menjamin otentisitas dan pemahaman wahyu. Berdasarkan temuan tersebut, murāja‘ah direkonstruksi tidak hanya sebagai aktivitas pengulangan hafalan, tetapi sebagai mekanisme yang mencakup resepsi, retensi, dan reproduksi pengetahuan. Penelitian ini berkontribusi pada pengembangan pemahaman teoretis tentang murāja‘ah serta menawarkan landasan konseptual bagi pengembangan pembelajaran Al-Qur’an yang lebih reflektif dan berkelanjutan. Kata Kunci: Epistemologi Islam; Murāja‘ah; Studi Tafsir.
Co-Authors Achyar Zein Achyar Zein, Achyar Agung Setyawan Aminah Tanjung, Siti Nur Ani Putri, Khairunnisa as-sayuti, Fadilatun Nisa Ashwarina, Najwa Azzacky, Farhan Balqis, Sabila Phutri Bayu Rizky Bayu, Syahdan Ivander Br Rambe, Mita Safira Br. Munte, Rahma Nadira Chadiza Auliana Utami Chairunnisa, Hikmah Chufriani Tanjung Cici Ramadhani Putri Cindri Madelta Desy Kartka Dewi Diki Saputra Siregar Edith, Innayya Ramadhini Fadil Banu Pramana Fadillah, Insan Farhan Siregar Fathi Farich Hasibuan Fatimah Purba Fauziyah, Tryana GEA, NISCA NADYA PERMATA Hadis Purba hafizd, Muhammad Hakimulhak, Hakimulhak Hasibuan, Fathi Farich Hasibuan, Ilham Nur Hasibuan, M. Lappo Haya Lubis, Fatih Alwi Hermaini, Ulfa Hidayat, Muhammad Taufiq Humairo, Annisa Insanissa'adah, Mar'atul Iqbal Muhajir Rul Koto Janani, Amalia Khairul Zakri, Muhammad Khairun Nisa Latersia, Egya Dora lestari, winda Luthfi, Hafiz M Kaisar Rohman M. Rizky Adriansyah Putra Maharani, Veisya Dian Mahfi, Icha Alfira Mardian Idris Harahap Maulidina, Ahsani Mawarni, Widya Tri Meity Ummiyah Mhd Salim, Mohamad Hidir Muhammad Jihad Azni Lubis Muhammad Taufiq Hidayat Mutiah Rahmadhani Hasibuan Najwa Ashwarina Nasution, Annisa Hasanah Nazlia, Rizki Ningsih, Klara Putri Nurfadillah, Rizky Nursusanto, Stevanus Widuri Nurul Mausufi Nuryake Fajaryati Pane, Nazliyani Pratama, Reza Pulungan, Khoirul Falah Putra , M. Rizky Adriansyah Putra, Fahrizal Ananda QOLBI, RIDWAN HAMID Rahmad, Aulia Rangkuti, Nur Jannah Riska, Dara Risqi Aulia Syahfitri Rista, Nadia Ritonga, Muhammad Iqbal Rizki Rahmadiansyah Kurniawan Rizky Ananda, Bima Rowina Anggian Putri Siregar Safitri, Adinda Hariana Salma Rozana Sandi, Tri Sanggul Maharani Yessa Septian Rahman Hakim Sintia Agustina Sintia Khairiyyahni Siregar, Fahmi Randa Siregar, Farhan Siregar, Muhammad Sururi Alfajri Wannahar Siregar, Rowina Anggian Putri Siregar, Syahrizal Saib Siti Khairuna Salwa Lubis Sofiah Aini Sri Watini Sudira , Putu Suhaila, Lukluk Syahdanu, Arya SYAHPUTRA , DENI Syahputra, M. Aldi Tri Sandi Tryadi, Pajar Tryadi Turnip, Sultan Pandu Tyasmiarni Citrawati Ulul Azmi Ulul Azmi Valiza, Dinda Wahyu Adi Kirana Wibowo, Annisa widya, Ade Windiyani, Sri Yani, Dwi Afri Yoga Sahria Yuliyani Yuliyani, Yuliyani Yusril Fahmi Zahra Chaniago, Fatimah Zainal Abidin