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Prediksi Penyakit Daun Pisang Menggunakan Metode LSTM (Long Short-Term Memory) Ba’its, Alfian Kafilah; Bagaskara, Radhinka; Setiawan, Andika; Yulita, Winda; Harmiansyah, Harmiansyah; Listiani, Amalia; Untoro, Meida Cahyo; Drantantiyas, Nike Dwi Grevika; Faisal, Amir; Anggraini, Leslie; Febrianto, Andre; Aprilianda, Mohamad Meazza; Fitrawan, Mhd. Kadar
Jurnal Teknik Informatika UNIKA Santo Thomas Vol 10 No. 1 : Tahun 2025
Publisher : LPPM UNIKA Santo Thomas

Show Abstract | Download Original | Original Source | Check in Google Scholar

Abstract

Dalam sektor pertanian, tanaman yang memiliki peran signifikan dalam skala global adalah pisang, yaitu buah yang mudah didapatkan, dapat tumbuh dimana saja, memiliki gizi yang tinggi, serta memiliki nilai ekonomi & budaya yang tinggi. Pisang mempunyai kontribusi yang signifikan terhadap pendapatan nasional Indonesia, terutama di Provinsi Lampung sebagai penghasil pisang nasional terbesar. Tetapi, proses produksi pisang seringkali mengalami kendala, salah satunya karena faktor serangan penyakit Black Sigatoka. Penyakit tersebut memberikan kerugian pada tanaman pisang, seperti daun yang meranggas, panen tertunda, bakal buah rontok, dan kualitas buah yang rendah, dan dapat menyebar melalui aliran udara atau percikan air hujan. Tingkat keparahan penyakit Black Sigatoka perlu diprediksi agar penyakit tersebut dapat dikontrol dan dapat dicegah sedini mungkin. Model yang digunakan untuk memprediksi permasalahan ini dalam jangka panjang adalah model Long Short-Term Memory (LSTM), salah satu jenis dari arsitektur Recurrent Neural Network (RNN), yang mempunyai kinerja yang baik dan mempunyai model yang prediktif. Aplikasi LSTM diterapkan terhadap dataset pohon pisang yang terdampak penyakit Black Sigatoka. Hasil dari model LSTM dalam melakukan prediksi penyakit Black Sigatoka menghasilkan model dengan nilai error yang kecil, dengan nilai MAE dan MAPE masing-masing sebesar 0.084 dan 5.7%
Pengembangan Budaya Sekolah di SMP PGRI 11 Palembang dan SMP IT Bina Insan Islamic School Rambutan Chan, Rahul; Oskar, Ruani; Ali, Marwan; Febrianto, Andre; Fauzi, Muhammad; Sukardi, Ismail
Jurnal Ilmiah Global Education Vol. 6 No. 3 (2025): JURNAL ILMIAH GLOBAL EDUCATION
Publisher : LPPM Institut Pendidikan Nusantara Global

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.55681/jige.v6i3.4088

Abstract

School culture serves as a fundamental foundation in shaping a positive, conducive, and character-oriented learning environment. This study aims to describe and analyze the strategies and practices involved in developing school culture at SMP PGRI 11 Palembang and SMP IT Bina Insan Islamic School Rambutan. Using a qualitative approach, the research explores the values, traditions, and practices that form an integral part of the cultural development in both schools. The findings reveal that the development of school culture is strongly influenced by the institution's vision and mission, as well as the active involvement of all school components, including students, teachers, and parents. A positive school culture has been shown to enhance students’ learning motivation and academic achievement. The results of this study are expected to serve as a reference for other educational institutions in cultivating an effective and sustainable school culture.
KONSEP CRYPTOCURRENCY SEBAGAI ALAT PEMBAYARAN UNTUK MEWUJUDKAN KEPASTIAN HUKUM Febrianto, Andre; Ismail; Iryani, Dewi
Collegium Studiosum Journal Vol. 8 No. 2 (2025): Collegium Studiosum Journal
Publisher : LPPM STIH Awang Long

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.56301/csj.v8i2.2026

Abstract

The rapid development of cryptocurrency as a global digital financial instrument has posed legal challenges, particularly regarding its status as a medium of exchange. In Indonesia, the legal position of cryptocurrency is characterized by dualism and ambiguity. On one hand, the Commodity Futures Trading Regulatory Agency (BAPPEBTI) regulates and recognizes cryptocurrency as a commodity tradable on futures exchanges. On the other hand, Bank Indonesia (BI) strictly prohibits its use as legal tender, based on Law Number 7 of 2011 concerning Currency, which mandates the Rupiah as the sole legal tender. This research aims to analyze the legal consequences of using cryptocurrency as a payment instrument in Indonesia and to formulate a regulatory concept that can ensure legal certainty. This study employs a normative legal research method with a qualitative approach. The data utilized consists of primary, secondary, and tertiary legal materials. The results indicate that the use of cryptocurrency as a payment instrument results in the civil nullification of agreements (based on Article 1337 of the Indonesian Civil Code), administrative sanctions from BI and BAPPEBTI, and potential criminal liability related to Money Laundering Crimes (TPPU). To achieve legal certainty, an integrated regulatory framework is required, encompassing: (1) clear classification of cryptocurrencies (payment, utility, and security tokens); (2) the establishment of specific legislation regarding digital assets; (3) inter-agency coordination among regulators (BI, OJK, BAPPEBTI, and Kominfo); (4) effective consumer protection and dispute resolution mechanisms; and (5) the integration of Anti-Money Laundering (AML) and Know Your Customer (KYC) principles. Policy recommendations include strengthening public awareness, adopting a regulatory sandbox, and accelerating the Digital Rupiah Central Bank Digital Currency (CBDC) project.
KEPASTIAN HUKUM CRYPTOCURRENCY SEBAGAI ALAT PEMBAYARAN DI INDONESIA Febrianto, Andre; Ismail; Iryani, Dewi
The Juris Vol. 9 No. 2 (2025): JURNAL ILMU HUKUM : THE JURIS
Publisher : Lembaga Penelitian dan Pengabdian kepada Masyarakat STIH Awang Long

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.56301/juris.v9i2.1897

Abstract

The rapid development of cryptocurrency as a global digital financial instrument has created legal challenges, particularly concerning its status as a medium of exchange. In Indonesia, the legal standing of cryptocurrency faces duality and ambiguity. On one hand, the Commodity Futures Trading Regulatory Agency (BAPPEBTI) regulates and recognizes cryptocurrency as a tradable commodity on the futures exchange. On the other hand, Bank Indonesia (BI) strictly prohibits its use as a legal tender, based on Law Number 7 of 2011 concerning Currency, which affirms the Rupiah as the sole legal medium of payment. This study aims to analyze the legal consequences of using cryptocurrency as a means of payment in Indonesia and to formulate a regulatory concept that can realize legal certainty. This research employs a normative legal research method with a qualitative approach. The data utilized includes primary, secondary, and tertiary legal materials. The results of the study indicate that the use of cryptocurrency as a means of payment can result in the cancellation of a private agreement (based on Article 1337 of the Indonesian Civil Code), administrative sanctions from BI and BAPPEBTI, and potential criminal exposure related to Money Laundering Offenses (TPPU). To achieve legal certainty, an integrated regulatory framework is required, encompassing: (1) clear classification of cryptocurrencies (payment, utility, security tokens); (2) the establishment of a special law regarding digital assets; (3) coordination among regulatory institutions (BI, OJK, BAPPEBTI, Kominfo); (4) effective consumer protection and dispute resolution mechanisms; and (5) the integration of Anti-Money Laundering (AML) and Know Your Customer (KYC) principles. Policy recommendations include strengthening socialization efforts, adopting a regulatory sandbox, and accelerating the Central Bank Digital Currency (CBDC) project, the Digital Rupiah.