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All Journal Seminar Nasional Aplikasi Teknologi Informasi (SNATI) Jurnal Momentum Explore: Jurnal Sistem Informasi dan Telematika (Telekomunikasi, Multimedia dan Informatika) EXPERT: Jurnal Manajemen Sistem Informasi dan Teknologi Jurnal Zarah Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) Jurnal Sains Dan Teknologi (SAINTEKBU) Jurnal Sains dan Teknologi: Jurnal Keilmuan dan Aplikasi Teknologi Industri Jurnal Nasional Pendidikan Teknik Informatika (JANAPATI) Journal of Dynamics Ensiklopedia of Journal AIJER: Algazali International Journal Of Educational Research JITU : Journal Informatic Technology And Communication Jurnal Teknik Informatika (JUTIF) DEVICE Journal Evaluation in Education (JEE) Jurnal Minfo Polgan (JMP) Jurnal Teknoif Teknik Informatika Institut Teknologi Padang Jurnal Komtekinfo Schrödinger: Journal of Physics Education Indonesian Journal of Education Research (IJoER) SATIN - Sains dan Teknologi Informasi Jurnal Informatika: Jurnal Pengembangan IT Smatika Jurnal : STIKI Informatika Jurnal Jurnal Kesehatan
Minarni Minarni
Institut Teknologi Padang
Arts Humanities Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Education Engineering Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Mathematics Mechanical Engineering Nursing Social Sciences Other

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Plant Disease Identification Using Image Processing: A Systematic Literature Review Minarni, Minarni; Rusydi, Muhammad Ilhamdi; Darwison, Darwison; Nugroho, Hermawan; Sunaryo, Budi
Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) Vol 10 No 1 (2026): February 2026
Publisher : Ikatan Ahli Informatika Indonesia (IAII)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29207/resti.v10i1.7171

Abstract

This article is a literature review focusing on plant disease identification using image processing techniques. This review aims to provide a comprehensive analysis of dataset sources, preprocessing methodologies, segmentation techniques, feature extraction processes, and various classification methods, along with their associated accuracies. It also discusses challenges encountered and potential future research directions. Following the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) protocol, a literature search was conducted in the Scopus database to obtain primary studies. The search covered Scopus-indexed journals and proceedings published by IEEE, Elsevier, Springer, MDPI, and ACM between 2019 and 2025. The initial identification phase yielded 9,286 studies screened. Further screening was performed based on specific eligibility criteria, including relevance to the topic, year of publication, subject area, document type, and articles written in English, resulting in the selection of 82 studies for the review. The findings indicate that the most commonly used dataset is PlantVillage, followed by field data. The dominant preprocessing techniques include image enhancement and augmentation. For segmentation and feature extraction, the most frequently used methods were k-means and CNN, respectively. Sixty-one studies achieved an accuracy exceeding 90%. However, several key challenges remain: data limitations, methodological issues, and practical constraints. Future research should focus on developing more representative datasets, hybrid approaches that integrate classical and deep learning methods, and lightweight, adaptive decision support systems suitable for real-world agricultural applications. This review supports continued progress in this field by providing valuable insights for researchers developing image-based methods for identifying plant diseases.
Realisme Magis dalam Novel Intelegensi Embun Pagi Karya Dee Lestari Minarni, Minarni; Arisa, Arisa; Ghazali Samad, Ahmad; Akifah, Amirah
AIJER: Algazali International Journal Of Educational Research Vol. 8 No. 1 (2025): OKTOBER (2025)
Publisher : Fakultas Keguruan dan Ilmu Pendidikan Universitas Islam Makassar

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

Abstract

This study aims to examine and describe magical realism in the novel Inteligensi Embun Pagi by Dee Lestari using the framework of magical realism proposed by Wendy B. Faris. According to Faris, magical realism consists of five characteristics: (1) the irreducible element, (2) the phenomenal world, (3) unsettling doubts, (4) the merging of realms, and (5) disruptions of time, space, and identity. The data in this study consist of words, phrases, sentences, expressions, and paragraphs that contain elements of magical realism. The data source is the novel Inteligensi Embun Pagi by Dee Lestari. This research employs a qualitative descriptive method, with data collection techniques involving reading and note-taking. The results of the study indicate that there are narrative elements reflecting magical realism based on Wendy B. Faris’s framework in the novel Inteligensi Embun Pagi, including irreducible elements, the phenomenal world, unsettling doubts, the merging of realms, and disruptions of time, space, and identity. Furthermore, the findings reveal that the novel Inteligensi Embun Pagi, when analyzed through Faris’s magical realism perspective, is closely related to magical elements. This is evident in the presence of magical objects, characters, and events, such as characters possessing particular powers, the appearance of figures from other dimensions, and events that are difficult to accept through human rationality.
Pengembangan Sistem Pengadaan dan Monitoring Aset Pada Kantor Desa Bajarum Berbasis Web Menggunakan Metode PIECES Erlangga, Dody; Minarni, Minarni
SMATIKA JURNAL : STIKI Informatika Jurnal Vol 12 No 01 (2022): SMATIKA Jurnal : STIKI Informatika Jurnal
Publisher : LPPM Universitas Bhinneka Nusantara

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32664/smatika.v12i01.666

Abstract

The Village Law stipulates that the Village has the power and origin of adequate funds to be able to control the potential it controls to promote the economy and welfare of its people. Through the efficient, effective and transparent procurement of goods and services by the Village Government, it is very helpful to realize the welfare of the village community as is the case with Kantor Desa Bajarum. Kantor Desa Bajarum has followed the Ministry of Home Affairs guidelines on the procurement of village goods and services in the operational process of procuring goods and services. However, in its implementation, the performance of kasi kesra is still very slow because the process of procuring goods and services to monitoring village assets is still in the form of manual input without automation. The data verification process is also carried out by checking one by one so that it is less efficient. In addition, manual data input makes it vulnerable to cases or fraud in the form of corruption of village assets by changing, modifying data so that the facts of the documentation or reports are different from the facts in the field. By utilizing the PIECES (Performance, Information, Economic, Control, Efficiency, Services) method, these problems can be overcome by developing an Information System for procurement and monitoring of village assets. System development is carried out using the Waterfall method. System Design utilizes UML (Unified Modeling Language). This web-based system is built with the PHP programming language and MySQL database. System testing method using Blackbox. This system has been able to run and is optimally implemented at the Kantor Desa Bajarum.
UJI DAYA HAMBAT ANTIBAKTERI EKSTRAK BONGGOL NANAS TERHADAP BAKTERI STREPTOCOCCUS MUTANS Minarni, Minarni; Rosmalia, Dewi
Jurnal Kesehatan - STIKes Prima Nusantara Vol 13 No 1 (2022): Jurnal Kesehatan
Publisher : LPPM Universitas Prima Nusantara Bukittinggi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35730/jk.v13i1.707

Abstract

Pendahuluan: Karies gigi merupakan salah satu penyakit gigi dan mulut yang paling banyak terjadi pada masyarakat. Penyebab utama karies gigi adalah bakteri Streptococcus Mutans. Streptococcus Mutans merupakan golongan bakteri gram positif. Pertumbuhan bakteri Streptococcus Mutans dapat dikendalikan dengan bahan antibakteri. Bahan alam yang dapat dimanfaatkan sebagai antibakteri, diantaranya adalah buah nanas. Buah nanas adalah salah satu jenis buah yang banyak digemari oleh masyarakat dan memiliki banyak manfaat dibidang kesehatan. Bonggol nanas merupakan limbah tanaman nanas yang belum dimanfaatkan secara optimal, padahal bagian bonggol mengandung beberapa senyawa zat aktif salah satunya enzim bromelinTujuan: Tujuan penelitian adalah untuk mengetahui uji daya hambat antibakteri dari ekstrak bonggol nanas terhadap bakteri Streptococcus Mutans.Metode: Penelitian ini merupakan penelitian eksperimental laboratorium dengan metode difusi sumuran (well diffusion). Ekstraksi bonggol nanas dilakukan dengan cara maserasi menggunakan pelarut etanol 96%.Hasil: Hasil penelitian menunjukkan bahwa ekstrak bonggol nanas dapat menghambat pertumbuhan bakteri streptococcus mutans dengan nilai signifikansi p=0,001 (p<0,05).  Pada konsentrasi 100% diameter zona hambat 28,6 mm, konsentrasi 75%, 50%, dan 25% memiliki diameter zona hambat 15,6 mm, 14,6 mm dan 13,6 mm. dalam Kontrol positif menggunakan povidone iodine1% dengan rata-rata diameter zona hambat 4 mm memiliki aktivitas antibakteri dengan kategori lemah, dan untuk kontrol negative dengan menggunakan aquades tidak menunjukkan zona hambat 0 mm.Kesimpulan: Hasil pengujian daya hambat ekstrak bonggol nanas memiliki aktivitas antibakteri dengan kategori sedang hingga sangat kuat.
The Effect of Clustering Technique on Students Achievement in Writing Recount Text Hidayatullah, Hidayatullah; Minarni, Minarni
Indonesian Journal of Education Research (IJoER) Vol. 4 No. 1 (2023): February
Publisher : Cahaya Ilmu Cendekia Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37251/ijoer.v4i1.567

Abstract

Purpose of the study: The purpose of the study to find out whether or not clustering technique was effective on students’ achievement in writing recount text. Methodology: This research used quasi-experimental research. The sample was selected from the population that consisted of five classes at the tenth grade. The researcher selected X5 as experimental class and X4 as control class. Purposive sampling was used by the the researcher to select a sample. Purposive sampling was used by the the researcher to select a sample. The researcher used a test as research instrument.The data were analyzed by using descriptive statitics and t-test (independent sample test) in order to calculate the pretest and posttest results. Main Findings: It can be concluded that the students got better achievement by using clustering technique in writing recount text. Novelty/Originality of this study: The result of this research could inform to teachers that using of clustering technique was able to increase the student’s writing skill. It also could be used to help the teachers in developing student’s writing skill before they started to write.
LABORATORIUM VIRTUAL BERBASIS ADOBE FLASH CS6 PROFESIONAL MATERI KESETIMBANGAN UNTUK KIMIA DASAR I PRODI PENDIDIKAN KIMIA Minarni, Minarni; Epinur, Epinur; Yusnidar, Yusnidar; Ramadani, Yultari
Jurnal Zarah Vol. 11 No. 1 (2023): April, 2023
Publisher : Fakultas Keguruan dan Ilmu Pendidikan, Universitas Maritim Raja Ali Haji

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31629/zarah.v11i1.4810

Abstract

Kemajuan Information and Communication Technology (ICT) menghadirkan banyak program yang tersedia untuk merancang praktikum berbasis ICT (laboratorium virtual). Laboratorium virtual dapat menghindari keterbatasan laboratorium, menghemat waktu dan sumber daya, serta mengurangi biaya. Penelitian ini bertujuan untuk mengembangkan laboratorium virtual pada materi kesetimbangan kimia dengan menggunakan Adobe Flash hingga dianggap layak untuk digunakan dalam perkuliahan Kimia Dasar I Program Studi Pendidikan Kimia dan untuk menilai reaksi dosen dan mahasiswa terhadap laboratorium virtual yang dikembangkan tersebut. Jenis penelitian ini dikenal sebagai penelitian pengembangan. Menggunakan Adobe Flash6 Professional, produk ini merupakan laboratorium virtual pada materi kesetimbangan untuk digunakan dalam mata kuliah Kimia Dasar I pada program sarjana pendidikan kimia. Model ADDIE digunakan dalam pengembangan laboratorium virtual untuk kesetimbangan material ini. Hasil penelitian, diperoleh penilai dari validator materi mendapatkan skor 54 dari skor dengan kategori validitas “baik” kemudian dilanjutkan dengan validasi materi tahap kedua dan diperoleh penilain lebih tinggi daripada validasi pertama yaitu 71, dan validator media sebesar 69 dari skor maksimum 75 dengan kriteria sangat baik, 88,29 % mahasiswa menyatakan media ini layak digunakan. Sebanyak 95 % mahasiswa menyatakan mudah menggunakanya, 100 % menyatakan setuju media ini digunakan untuk pembeljaran dan 100 % menyatakan lebih paham mempelajari kesetimbangan melalui laboratorium virtual yang dikembangkan.
A Study of Student Responses in the Implementation of Simulation Learning Models in Physics Subjects Hoyi, Roro; Minarni, Minarni
Schrödinger: Journal of Physics Education Vol. 4 No. 2 (2023): June
Publisher : Cahaya Ilmu Cendekia Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37251/sjpe.v4i2.504

Abstract

Research Objectives: This study aims to see students' responses using a simulation model while studying physics at SMAN 1 Muaro Jambi. Methodology: This type of research is Mixed Methods in quantitative methods using student response questionnaires, and qualitative methods using interview instruments. The research subjects were 29 students from one class X MIA 5. Quantitative data analysis techniques used descriptive statistics. Main Findings: The results of the analysis obtained from student responses using simulation models in physics subjects, namely, have a good response in using simulation models. Novelty/Original Research: Choosing a good learning model will affect students' attitudes during class hours, if the learning model makes students enthusiastically active, the learning process will be productive. In the physics subject, students' responses using the direct instruction model can be said that students do not understand the concepts and formulas described by the teacher.
Management Supervision Strategy to Encourage the Implementation of Religious Moderation Values in the Digital Era Minarni, Minarni
Journal Evaluation in Education (JEE) Vol 6 No 1 (2025): January
Publisher : Cahaya Ilmu Cendekia Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37251/jee.v6i1.1292

Abstract

Purpose of the study: This study aims to determine the supervision of Madrasah management in instilling the values of Religious Moderation in MAN 2 Bengkulu City. Methodology: The method used in this study is qualitative descriptive with a phenomenological approach. The research data sources are primary and secondary, and data collection techniques are conducted through observations, interviews, and documentation. The location of the research is in MAN 2, Bengkulu City. Main Findings: The study results show that the researcher found that the curriculum used already contains the values of religious moderation. The material is already content about tolerance and pluralism in line with the emphasis on character education in the curriculum, including tolerance, pluralism, and national values, at every level of education. Parents actively participate because parental involvement is essential in supporting the teaching of tolerance and pluralism in schools. Parents act as role models for children in instilling the values of tolerance, mutual respect, and appreciation for differences. Novelty/Originality of this study: Development of an information technology-based management supervision model to monitor the implementation of religious moderation values. The concept of "Digital Moderation" is a new approach to facing the challenges of the digital era, integrating the value of religious moderation with the principles of artificial intelligence. This research makes an academic contribution and offers concrete solutions to the challenges Islamic educational institutions face in building a moderate and competitive generation in the digital era.
Co-Authors Ade Oka Utami Ahmad Alfaishal Amrullah Akifah, Amirah Aliyul Ikram Ami Chyntia Novelina Andre Gesta Fernando Anisya Anisya Anisya Arisa, Arisa Azli, Puteri Amelia Beri Antoni Boby Irawan Busran Busran Dara berlian sukma Darwison Darwison Dasman Dasman Daud, Muhammad Isa Delfia Delfia Dewi Rosmalia, Dewi Eko Kurniawanto Putra Elsa Indah Sari Engla Novira Epinur Epinur Erlangga, Dody Eva Yulianti Fadhillah, Anisah FAJAR NUGROHO Fajrin, Fajrin Firman Aldyanto Ganda Yoga Swara Ganda Yoga Swara Ghazali Samad, Ahmad Harison H Henriyanita Henriyanita Henriyanita hidayatullah, Hidayatullah hidayatullah Hoyi, Roro Indra Warman Khaira Rizka Mahendra, Mahendra Muhammad Agung Nur Muslim Muhammad Alfathoni Muhammad Alfathoni, Muhammad Muhammad Rusydi H. Muslim, Muhammad Agung Nur Novelina, Ami Chintya Nugroho, Hermawan Nurhayati Nurhayati Purna Irawan Putra, Dede Wira Trise Putra, Eko Kurniawanto Putri Mandarani Putri Mandarani Rahmad Hidayat, ST Rahmadany, Deasy Rajib Gandi Ramadani, Yultari Ramadhan, Novri Ramadhani, Denisa Sri Rasyid Redha Riskhan Hadid Sunaryo, Budi Susanti Susanti Tiflathurrahimma, Annastasya Utami, Ade Oka Wenda Handayani Wenda Handayani Wira Trise Putra, Dede Yoga Swara, Ganda Yovi Febri Yusdi Yuhendra Yuhendra Yulianti, Eva Yusdi, Yovi Febri Yusnidar Yusnidar Yusreni Warmi Yusuf, Yuhendra