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All Journal International Journal of Electrical and Computer Engineering Jurnal Penelitian dan Evaluasi Pendidikan JURNAL ECONOMIA Jurnal Civics: Media Kajian Kewarganegaraan Bioma : Berkala Ilmiah Biologi BERKALA FISIKA HUMANIKA Pedagogi: Jurnal Ilmu Pendidikan Bulletin of Electrical Engineering and Informatics Journal of Education and Learning (EduLearn) Forum Ilmu Sosial Jurnal Inovasi Pendidikan Kimia Jurnal S2 Pendidikan Sains Jurnal Administrasi Bisnis (JABis) SITEKIN: Jurnal Sains, Teknologi dan Industri Nurani: Jurnal Kajian Syariah dan Masyarakat Jurnal Ilmu Sosial dan Ilmu Politik (JISIP) JITRO (Jurnal Ilmiah dan Teknologi Peternakan Tropis) Conciencia Jurnal Civicus Jurnal Dimensi Civis: Jurnal Ilmiah Ilmu Sosial dan Pendidikan Jurnal Sistem dan Manajemen Industri ARISTO QALAMUNA: Jurnal Pendidikan, Sosial, dan Agama INTEGER: Journal of Information Technology Jurnal Ilmiah Universitas Batanghari Jambi AKSIOLOGIYA : Jurnal Pengabdian Kepada Masyarakat JPK (Jurnal Pancasila dan Kewarganegaraan) PEMBELAJAR: Jurnal Ilmu Pendidikan, Keguruan, dan Pembelajaran Jurnal Teknik Industri: Jurnal Keilmuan dan Aplikasi Teknik Industri Indikator: Jurnal Ilmiah Manajemen & Bisnis Jurnal Geografi, Edukasi dan Lingkungan Adi Widya : Jurnal Pengabdian Masyarakat Jurnal Global Citizen : Jurnal Ilmiah Kajian Pendidikan Kewarganegaraan BAREKENG: Jurnal Ilmu Matematika dan Terapan Linguistics and Elt Journal Journal of Physics and Its Applications DIJB (Diponegoro International Journal of Business) JET (Journal of English Teaching) Adi Buana Wahana : Tridarma Perguruan Tinggi Martabe : Jurnal Pengabdian Kepada Masyarakat JOURNAL OF SCIENCE AND SOCIAL RESEARCH Aptisi Transactions on Management JUPE : Jurnal Pendidikan Mandala Humaniora Academy of Education Journal Jurnal Performa Olahraga Jurnal Studi Guru dan Pembelajaran Social, Humanities, and Educational Studies (SHEs): Conference Series Mudir : Jurnal Manajemen Pendidikan Industri Inovatif : Jurnal Teknik Industri Journal of Electronics, Electromedical Engineering, and Medical Informatics Borneo Journal of English Language Education GEOGRAPHY : Jurnal Kajian, Penelitian dan Pengembangan Pendidikan Jurnal Asy-Syukriyyah Jurnal Ners Jurnal Educatio FKIP UNMA Jurnal Biogenerasi Jurnal Ilmiah Profesi Pendidikan Jurnal PORKES BIO-EDU: Jurnal Pendidikan Biologi Attractive : Innovative Education Journal Budimas : Jurnal Pengabdian Masyarakat Jurnal Media Teknik dan Sistem Industri Jurnal Teknik Industri Terintegrasi (JUTIN) Biofarm : Jurnal Ilmiah Pertanian JURMATIS : Jurnal Manajemen Teknologi dan Teknik Industri Civics Education And Social Science Journal (CESSJ) Jurnal Pengabdian kepada Masyarakat Nusantara SPEKTA (Jurnal Pengabdian Kepada Masyarakat : Teknologi dan Aplikasi) Journal of Industrial Engineering and Operation Management (JIEOM) REKA ELKOMIKA: Jurnal Pengabdian kepada Masyarakat Asy Syar'iyyah: Jurnal Ilmu Syari'ah dan Perbankan Islam Journal of Applied Data Sciences Jurnal Cahaya Mandalika Jurnal Dharma Bhakti Ekuitas International Journal of Educational Research and Social Sciences (IJERSC) Industrika : Jurnal Ilmiah Teknik Industri Journal of English Language and Education Journal of Bioprocess Chemical and Environmental Engineering Science Afeksi: Jurnal Penelitian dan Evaluasi Pendidikan JUMORA: Jurnal Moderasi Olahraga Journal of Basic Education Research Jurnal Riset Akuntansi dan Keuangan Go-Integratif : Jurnal Teknik Sistem dan Industri Automotive Experiences Indonesian Journal of Multidisciplinary Science COMSERVA: Jurnal Penelitian dan Pengabdian Masyarakat Al-MIKRAJ: Jurnal studi Islam dan Humaniora JYRS: Journal of Youth Research and Studies Kenanga : Journal of Biological sciences and Applied Biology HINEF : Jurnal Rumpun Ilmu Pendidikan Jurnal Pengabdian Sains dan Humaniora International Journal of Applied Business and International Management Tsaqofah: Jurnal Penelitian Guru Indonesia QISTINA: Jurnal Multidisiplin Indonesia Aurelia: Jurnal Penelitian dan Pengabdian Masyarakat Indonesia JURNAL CIVIC EDUCATION: MEDIA KAJIAN PANCASILA DAN KEWARGANEGARAAN Mestaka: Jurnal Pengabdian Kepada Masyarakat Jurnal Masyarakat Madani Indonesia Jurnal Inovasi Pengabdian dan Pemberdayaan Masyarakat International Journal of Research and Community Empowerment Physical Therapy Journal of Indonesia Academy of Social Science and Global Citizenship Journal Riwayat: Educational Journal of History and Humanities Cendikia: Jurnal Pendidikan dan Pengajaran Sainteks: Jurnal Sain dan Teknik Journal of Community Empowerment Journal of Business Innovation and Research Computing Insight: Journal of Computer Science Asian Journal of Social and Humanities ISLAMITSCH FAMILIERECHT JOURNAL Integralistik International Journal of Management, Accounting & Finance Seminar Nasional Riset dan Teknologi (SEMNAS RISTEK) Optimum: Jurnal Ekonomi dan Pembangunan Jurnal Pendidikan Progresif
Winarno Winarno
PPKn FKIP UNS Surakarta
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Keragaman Genetik Kopi Robusta Berdasarkan Karakter Fenotipe Batang di Perkebunan Kopi Rakyat Bogorejo, Lampung: Genetic Diversity of Robusta Coffee Based on Stem Phenotypic Characters in Bogorejo Coffee Plantation, Lampung Thesalonika, Natasya; Sandra, Shifa; Priyambodo, Priyambodo; Rustiati, Elly Lestari; Winarno, Winarno; Lestari, Septi Wahyu; Ashari, Minanti Mayda; Andriyani, Yuliana; Maharani, Annisa Lidya; Afandi, Aril; Febriansyah, Muhammad; Pratiwi, Dian Neli; Permatasari, Nindy; Suhada, Suhada
Biofarm : Jurnal Ilmiah Pertanian Vol. 21 No. 1 (2025): BIOFARM JURNAL ILMIAH PERTANIAN
Publisher : Universitas Pekalongan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31941/biofarm.v21i1.5937

Abstract

Pengembangan bibit unggul pada tanaman kopi robusta dapat dilakukan dengan pengamatan pada karakter batang. Hal ini penting mengingat kopui robusta menjadi salah satu penyumbang devisi dan sumber komoditas uatam di Indonesia, khususnya Lampung. Penelitian dilaksanakan untuk mengamati keragaman genetik tanaman kopi robusta pada Perkebunan Kopi Rakyat di Desa Bogorejo, Kecamatan Gedong Tataan, Kabupaten Pesawaran, Provinsi Lampung berdasarkan karakteristik fenotipe batang. Penelitian dilakukan dengan purposive sampling pada 30 individu. Pengamatan kualitatif dilakukan pada lima karakter batang, sedangkan pengukuran karakter kuantitatif dilakukan pada 11 karakter batang. Hasil menunjukkan bahwa terdapat 11 individu yang mempunyai sambungan batang bawah-batang atas, dengan seluruh individu tanaman kopi robusta mempunyai warna dan permukaan batang yang seragam, baik batang bawah dan batang atas. Di sisi lain, pengamatan terhadap karakter kuantitatif menunjukkan ragam yang lebih tinggi sehingga nampak adanya pengaruh genetik dan lingkungan terhadap karakter fenotipe batang tanaman kopi. Adapun rerata karakter kuantitatif individu pada populasi tersebut adalah tinggi tanaman total 124,29 cm, tinggi batang bawah 98,30 cm, lingkar batang bawah 15,05 cm, diameter batang bawah 47,25 cm, tinggi batang atas 70,88 cm, lingkar batang atas 14,78 cm, diameter batang atas 46,41 cm, jumlah cabang ortrotop pada batang utama 1,60 buah, jumlah jabang plagiotrop pada tabang utama 8 buah, tinggi cabang ortotrop pertama pada batang utama 39,43 cm, dan tinggi cabang plagiotrop pertama pada batang utama 114,30 cm.
Pengaruh Gaya Kepemimpinan Transformasional dan Pelatihan terhadap Kinerja Pegawai dengan Motivasi sebagai Variabel Mediasi Pamungkas, Sri; Winarno, Winarno; Sabihaini, Sabihaini
Jurnal Ilmu Administrasi dan Bisnis Vol 21 No 2 (2023): Jurnal Administrasi Bisnis (JABis)
Publisher : Program Studi Ilmu Administrasi Bisnis, UPN Veteran Yogyakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31315/jurnaladmbisnis.v21i2.12716

Abstract

Perkembangan teknologi informasi telah mempengaruhi berbagai sektor, termasuk pemerintahan. Direktorat Jenderal Perbendaharaan merespons tantangan ini dengan inovasi dan simplifikasi proses bisnis keuangan negara, seperti implementasi Aplikasi SAKTI, SPAN, e-SPM, e-rekon dan LK, MPN G3, serta Kartu Kredit Pemerintah dan sistem digital payment. KPPN Yogyakarta harus siap menghadapi perubahan ini dengan adaptif dan mampu mengkomunikasikan perubahan kepada pemangku kepentingan. Penelitian ini bertujuan untuk menguji dan menjelaskan secara empiris pengaruh gaya kepemimpinan transformasional dan pelatihan terhadap kinerja pegawai serta pengaruh tidak langsung pelatihan terhadap kinerja pegawai melalui motivasi kerja. Penelitian menggunakan metode kuantitatif dengan teknik sensus pada seluruh pegawai aktif KPPN Yogyakarta yang berjumlah 49 orang. Pengumpulan data dilakukan melalui kuesioner yang diolah menggunakan Partial Least Square (PLS-SEM). Hasil penelitian menunjukkan adanya pengaruh positif dan signifikan antara gaya kepemimpinan transformasional terhadap kinerja pegawai, pengaruh positif dan signfikan antara pelatihan terhadap kinerja pegawai, pengaruh positif dan signifikan antara gaya kepemimpinan transformasional terhadap kinerja pegawai melalui motivasi kerja, dan pengaruh positif dan signifikan antara pelatihan terhadap kinerja pegawai melalui motivasi kerja. Gaya kepemimpinan transformasional dan pelatihan yang telah ada perlu dipertahankan karena terbukti mampu memberikan motivasi kepada pegawai untuk bekerja lebih dari apa yang telah ditargetkan.
Analysis of Social Change Due to Tourism Development in Ciwaru Village, Ciemas Sub-District, Sukabumi District Syakuuro, Rikar Abdan; Winarno, Winarno
ARISTO Vol 12 No 1 (2024): Januari
Publisher : Universitas Muhammadiyah Ponorogo

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24269/ars.v12i1.7643

Abstract

Human civilization undergoes dynamic development in tandem with the intricate changes embedded in the fabric of human existence. These changes, inherently tied to human life, are referred to as social changes. It is essential to recognize that the impact of social change is not confined to a single dimension; rather, it radiates across various sectors, creating a ripple effect. This implies that alterations in the social landscape resonate in diverse fields, prominently seen in tourism. Specifically, the social changes in Ciwaru Village, stemming from the advancement of Global Geopark tourism, exemplify this interconnected evolution. This study adopts a descriptive research approach, focusing on Ciwaru Village in the Ciemas Sub-district of Sukabumi Regency. Employing a closed questionnaire as the primary data collection tool, the research delves into the perspectives of the local community. The analysis reveals that 76% of Ciwaru villagers endorse the social changes brought about by tourism development. The establishment of the Global Geopark has significantly influenced social dynamics in Ciwaru Village. This impact manifests in alterations to social interactions, shifts in attitudes and social values, and modifications to behavior patterns within the community. The inauguration of the Global Geopark emerges as a catalyst for transformative social changes in Ciwaru Village, illustrating the interconnected nature of human society and its evolution in response to external influences
Digital Transformation of Civic Education Learning to Strengthen National Values and Character Hidayatulloh, Muhammad Muslim; Sari, Dewi Ika; Winarno, Winarno
Riwayat: Educational Journal of History and Humanities Vol 8, No 4 (2025): Oktober, Social Issues and Problems in Society
Publisher : Universitas Syiah Kuala

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24815/jr.v8i4.47955

Abstract

This study analyzes the implementation of digital transformation in Civic Education (PPKn) to strengthen national values and character. Using a literature review and conceptual analysis approach, the study reveals that the integration of digital media such as Wordwall and Canva, along with the application of blended learning and flipped classroom methods, significantly enhances students' understanding of Pancasila values. The main findings of the study indicate that technology-based approaches not only increase student engagement but also facilitate the internalization of national values. However, the study also identifies challenges such as the spread of misinformation and digital distraction issues, which require strengthening digital literacy and more critical pedagogical approaches
Pengaruh Sikap Religiusitas dan Keaktifan Belajar terhadap Hasil Belajar pada Peserta Didik SMK Negeri 1 Jambu dan SMK Roudlotul Furqon Kabupaten Semarang Indrawan, Prydar Sakti; Winarno, Winarno
Attractive : Innovative Education Journal Vol. 4 No. 2 (2022): Attractive : Innovative Education Journal
Publisher : CV. Creative Tugu Pena

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.51278/aj.v4i2.322

Abstract

The article was to analyze the effect of religious attitudes, to analyze the effect of active learning, to analyze the attitude of religiosity and learning activity on students learning outcomes at SMK Negeri 1 Jambu and at SMK Roudlotul Furqon, Kebumen Banyubiru, Semarang Regency. It used quantitative research. The data collection method used survey methods, quantitative or statistical data analysis, with the aim of applying for hypotension that has been determined. The total sample was 75 students. The test instrument used is a test of validity and reliability. Data analysis used multiple linear regression, F test and t test. The results show that: based on the output table of the first Summary Model, was known that the coefficient of R Square was 0.429 or equal to 42.9%, then the variable of religiosity (X1) has an effect on stu’dents learning outcomes (Y) of 42.9%. While the remaining 100% - 42.9% = 57.1% influenced by other variables not examined. Based on the output table of the second Summary Model, it was known that the R Square coefficient was 0.420 or equal to 42.0%. Hence, the learning activity variable (X2) has an effect on students’ learning outcomes (Y) by 42.0%. While the remaining 100% - 42.0% = 58.0% was influenced by other variables not examined. Based on the output table of the third Summary Model, was known that the R Square value 0.632 or equal to 63.2%, meaning that the variables of religious attitudes (X1) and learning activity (X2) simultaneously affect PAI learning outcomes (Y), which were 42, 0%. While the remaining 100% - 63.2% = 36.8% influenced by other variables not examined. Keywords: Religious Attitude, Learning Activity, Learning Outcome
Decision Making in Selecting Plywood Suppliers at PT Papan Dekorasi Using the Analytical Hierarchy Process (AHP) Method Rohimah, Ima; Winarno, Winarno
SITEKIN: Jurnal Sains, Teknologi dan Industri Vol 23, No 1 (2025): December 2025
Publisher : Fakultas Sains dan Teknologi Universitas Islam Negeri Sultan Syarif Kasim Riau

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24014/sitekin.v23i1.38231

Abstract

The proper selection of suppliers is a crucial factor in the manufacturing industry as it significantly influences production efficiency and the quality of final products. PT Techno Wood Indonesia, a company engaged in the production of decorative panels, highly depends on high-quality plywood as its main raw material. This study applies the Analytical Hierarchy Process (AHP) method to determine the best plywood supplier based on relevant criteria. Data were collected through observation, interviews, documentation, and questionnaires distributed to the Purchasing/Procurement staff, supported by secondary data from company documents and literature. The results indicate four main criteria with the following weights: Performance (0.537), Quality (0.271), Cost (0.131), and Responsiveness (0.061). From the global priority synthesis, PT Sumitomo Forestry ranked first with a weight of 0.476, followed by PT SMB Gobel Indonesia (0.362) and PT Itochu Indonesia IDR (0.162). These findings highlight that PT Techno Wood Indonesia prioritizes performance and quality over cost and responsiveness, with PT Sumitomo Forestry identified as the primary plywood supplier.
Pelatihan Peningkatan Literasi Numerasi Berbasis Augmented Reality di PKBM Melati Juata Laut Kota Tarakan De Vega, Nofvia; Gultom, Uli Agustina; Eppendi, Jhoni; Fitriawati, Fitriawati; Winarno, Winarno; Ridwan, Ridwan; Ulfaika, Romlah
Jurnal Masyarakat Madani Indonesia Vol. 5 No. 1 (2026): Februari
Publisher : Alesha Media Digital

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.59025/znj04a76

Abstract

Kegiatan pengabdian kepada masyarakat ini bertujuan untuk meningkatkan literasi numerasi melalui penerapan media pembelajaran berbasis Augmented Reality (AR) di Pusat Kegiatan Belajar Masyarakat (PKBM) Melati Juata Laut Kota Tarakan. Kegiatan dilaksanakan dengan pendekatan workshop yang dipadukan dengan community-based learning dan melibatkan 23 peserta yang terdiri atas guru dan siswa PKBM. Media yang digunakan merupakan produk pembelajaran AR yang telah memiliki perlindungan Hak Kekayaan Intelektual. Pelaksanaan kegiatan meliputi tahapan identifikasi kebutuhan mitra, pengembangan dan validasi media, sosialisasi, workshop dan praktik langsung, pendampingan, serta evaluasi dan refleksi. Hasil kegiatan menunjukkan adanya peningkatan pemahaman literasi numerasi peserta, yang tercermin dari kenaikan rata-rata skor pemahaman dari 58,4 menjadi 76,9. Selain itu, terjadi peningkatan motivasi belajar dari skor rata-rata 2,47 menjadi 3,57 serta peningkatan partisipasi aktif peserta dari 39,1% menjadi 82,6%. Temuan ini menunjukkan bahwa penerapan media Augmented Reality mampu menciptakan pembelajaran yang lebih visual, kontekstual, dan partisipatif. Kegiatan ini memberikan kontribusi berupa model pengabdian masyarakat berbasis teknologi AR ber-HKI yang relevan dan berpotensi diterapkan secara berkelanjutan pada pendidikan nonformal.
Teacher Agency and Pedagogical Challenges in an Innovative Learning Environment: Lessons from Semesta School, Indonesia Dianto, Aris; Fatma, Hawinda Widya; Winarno, Winarno; Syapon, Syapon; Yusuf, Arief Rahman
Jurnal Studi Guru dan Pembelajaran Vol. 8 No. 3 (2025): September - Desember 2025
Publisher : Universitas Cokroaminoto Palopo

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30605/jsgp.8.3.2025.7311

Abstract

This study examines teacher agency and the pedagogical challenges faced by educators within an innovative learning environment at Semesta School, Indonesia. The research aims to explore the manifestations of teacher agency, the factors influencing it, and the strategies teachers employ to address pedagogical challenges in innovative classrooms. A qualitative method with a case study design was employed. The research subjects consisted of eight teachers selected through purposive sampling based on variations in teaching experience, subject areas, and level of involvement in innovative teaching practices. The school principal and two academic coordinators were also involved as supporting informants. Data collection techniques included in-depth interviews, participatory observation over three months, and analysis of school documents. Data analysis was performed using thematic analysis with a reflexive approach, through the process of transcription, open coding, theme development, and iterative review. Data validity was ensured through triangulation of sources, techniques, and timing, as well as a member checking process. The results indicate that teacher agency is formed through the interaction of pedagogical competence, professional reflection, a supportive school culture, and adaptive classroom management practices. Teachers were able to negotiate professional autonomy with curriculum demands, utilize learning assessment as a reflective tool, and develop innovative strategies to enhance student engagement and autonomy. The research implications emphasize the importance of structural support, a collaborative culture, and continuous teacher capacity development to strengthen their agency in 21st-century learning transformation.
Kampus Benteng Pancasila sebagai Laboratorium Pendidikan Kewarganegaraan: Integrasi Nasionalisme dan Kewargaan Global Tarsidi, Deni Zein; Bramastia, Bramastia; Sutimin, Leo Agung; Winarno, Winarno; Djono, Djono; Rawanoko, Endrise Septina; Salsalova, Andrea
QISTINA: Jurnal Multidisiplin Indonesia Vol 4, No 2 (2025): December 2025
Publisher : CV. Rayyan Dwi Bharata

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.57235/qistina.v4i2.7779

Abstract

Gagasan Kampus Benteng Pancasila berangkat dari pertanyaan yang sederhana namun menentukan: bagaimana kampus dapat menjadi laboratorium Pendidikan Kewarganegaraan yang mampu mengintegrasikan nasionalisme dan kewargaan global tanpa menjadikan keduanya saling meniadakan. Artikel ini bertujuan menjelaskan mekanisme integrasi tersebut melalui desain kualitatif dengan metode studi kasus di Universitas Sebelas Maret. Data dihimpun dari analisis dokumen institusional dan dokumen program, observasi pada ruang serta aktivitas kampus yang berfungsi sebagai simpul nilai, dan wawancara semi-terstruktur dengan civitas akademika (pengelola program, dosen, dan mahasiswa lintas latar). Analisis tematik menunjukkan empat temuan utama: (1) Pancasila bekerja sebagai pengalaman ruang yang menormalisasi perjumpaan lintas identitas; (2) integrasi nilai menguat ketika pembelajaran bergerak melalui pengalaman partisipasi yang disertai refleksi moral; (3) kewargaan global paling bermakna saat berjangkar pada tanggung jawab kebangsaan dan diterjemahkan ke isu-isu publik yang dialami mahasiswa; (4) kualitas dialog dan rasa diakui menjadi prasyarat agar keterlibatan tidak jatuh ke kepatuhan seremonial. Berdasarkan temuan tersebut, artikel ini menawarkan konsep “arena integrasi” sebagai model kerja kampus melalui ruang proyek kewarganegaraan, pengalaman, refleksi, dan dialog dirajut sebagai rangkaian cara untuk membentuk nasionalisme yang matang dan kewargaan global yang membumi. Keterbatasan studi ini terletak pada sifatnya sebagai kasus tunggal dan belum menelusuri dampak jangka panjang, sehingga riset komparatif lintas kampus dan studi longitudinal disarankan untuk menguji ketahanan mekanisme integrasi serta menyusun indikator operasional yang lebih tajam.
Enhancing Deep Learning Model Using Whale Optimization Algorithm on Brain Tumor MRI Winarno, Winarno; Harjoko, Agus
Journal of Electronics, Electromedical Engineering, and Medical Informatics Vol 8 No 1 (2026): January
Publisher : Department of Electromedical Engineering, POLTEKKES KEMENKES SURABAYA

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35882/jeeemi.v8i1.941

Abstract

The increasing prevalence of brain cancer has emerged as a significant global health issue, with brain neoplasms, particularly gliomas, presenting considerable diagnostic and therapeutic obstacles. The timely and precise identification of such tumors is crucial for improving patient outcomes. This investigation explores the advancement of Convolutional Neural Networks (CNNs) for detecting brain tumors using MRI data, incorporating the Whale Optimization Algorithm (WOA) for the automated tuning of hyperparameters. Moreover, two callbacks, ReduceLROnPlateau and early stopping, were utilized to augment training efficacy and model resilience. The proposed model exhibited exceptional performance across all tumor categories. Specifically, the precision, recall, and F1-scores for Glioma were recorded as 0.997, 0.980, and 0.988, respectively; for meningioma, as 0.983, 0.986, and 0.984; for no tumors, as 0.998, 0.998, and 0.998; and for pituitary, as 0.997, 0.997, and 0.997. The mean performance metrics attained were 0.994 for precision, 0.990 for recall, and 0.992 for F1-score. The overall accuracy of the model was determined to be 0.991. Notably, incorporating callbacks within the CNN architecture improved accuracy to 0.994. Furthermore, when synergized with the WOA, the CNN-WOA model achieved a maximum accuracy of 0.996. This advancement highlights the effectiveness of integrating adaptive learning methodologies with metaheuristic optimization techniques. The findings suggest that the model sustains high classification accuracy across diverse tumor types and exhibits stability and robustness throughout training. The amalgamation of callbacks and the Whale Optimization Algorithm significantly bolster CNN performance in classifying brain tumors. These advancements contribute to the development of more reliable diagnostic instruments in medical imaging
Co-Authors Abdul Aziz Achmad Afandi, Achmad Adnin, Wahyu Da'in Afandi, Aril Agoes, Ali Suryaperdana Agus Harjoko Agus Ramdani Agustina Gultom, Uli Ahmad Junaidi Aisyah, Fitri Sakinatul Akbar, Ainul Ramdani Al'farisi, Cory Dian Aldiya, Much Alvin Alfanadim, Andraya Ali Khumaeni Ama, Fadli Ambar, Ambar Ambarwati, Sri Dwi Ari Anak Agung Ngurah Perwira Redi Anang Setiawan Anang Setiyawan Anangga Widya Pradipta, Anangga Widya Andini, Febby Andriansyah Andriansyah Anis Suryaningsih, Anis Anton Subarno Anwar, Azwar Anwar, Reski Apriani, Vivin April Gunawan Malau Apriliyana, Nur Pangesti Arif, Muchlis Arifianto, Deny Arifin Arifin Arifin, Chairunisa Az Zahra Arifin, Fathul Ariyani, Windya Retno Arum Darmawati Arwansah, Arwansah Ashari, Minanti Mayda Asnath Maria Fuah, Asnath Maria Aulia Nurcholis, Rahma AYN Warsiki Azmi, Muhammad Ulul Bambang Harjito, Bambang Banu Setyo Adi Barasa, Larsen Bawono, Digdo Bid, Sherly Pebriani Bismantoko, Sahid Bramastia, Bramastia Busaeri, Muhammad Agus Choerul Umam, Muhammad Cicilia Dyah Sulistyaningrum Indrawati Cris Kuntadi Cucuk Nur Rosyidi Darismawanto, Fahyudin Darmayasa, Jero B Daulay, Mushoddik De Vega, Nofvia Dede Rusmana Delarosa, St. Via Deni Zein Tarsidi Desi Ratnasari Destiny, Destiny Deviana, Risfa Dewi Ika Sari Diah Zakiah Dianto, Aris Dinar Ari Prasetyo Djono Djono Dwiyanti, Devi Dyah Sulistyaningrum Indrawati, Cicilia Edison, Fauzan Wijdan Hilmi Eko Agus Srihanto, Eko Agus Elly Lestari Rustiati Endang Saryanti Endrawati, Yuni Cahya Eppendi, Jhoni Erie Kresna Andana Erna Yuliandari Ernata, Yusvidha Fadiarman, Fadiarman Fadilah, Alif Radzaki Fahmi, Muhammad Rizal Fahriza Nurul Azizah Fakhri Ikhwanul Alifin Faozun, Irfan Fathan, Naufal Fathimah, Amanda Nur Fatma, Hawinda Widya Fatmawati, Fatmawati Fauziyah, Husnul Febiyanti, Erin Febriansyah, Muhammad Firdaus, Aji Akbar Firima Zona Tanjung, Firima Zona Fitriawati, Fitriawati Fitrisyah, Asyifa Zahara Flame, Roland Ross Faina Gina Dania Pratami, Gina Dania Guproni, Agus Hadining, Aulia Fashanah Haditya, Tri Muhamad Al Itiroof Hamid, Hariaty Hapsari, Berliana Y. Hariani, Nur Rizkhana Harris Zaenal, Harris Hartono, Muhammad Ragil Haryanti, Tining Hasanah, Kori Hassan Suryono Hed, Norhafiza Mohd Helmi Setyawan, Farid Henderi . Hendrawan, Ervyan Dwi Hendro Aryanto Heri Santoso Hidayat, Sofwan Hidayatulloh, Muhammad Muslim Hieronymus Purwanta Hima Yuliana Zahroh I Gusti Ngurah Antaryama Iin Kurnia Illahi, Rizki Nur Indrawan, Prydar Sakti Iqomudin, Muhamad Irfansyah, Ahmad Riyan Irianto, Jaja Ismanto, Reno Jakra, Muhammad Arya Wicaksana Jauhari Arifin Juliani, Ayu Karina Juliyati, Patri K. Sofjan Firdausi Kadir, Andi M. Kalidjernih, Freddy K Kamalvi, Meisa Karlindo, Stefany Melinia Karmiadji, Djoko Wahyu Ketut Sofjan Firdausi, Ketut Sofjan Khalid A, Muhammad Khayan F, Muhammad Kurniawan, Adji Chandra Kurniawan, Rubi Kusmaryani, Woro Kusumandyoko, Tri Cahyo Laili, Nindya Nuriswati Larasati, Salsha Lestari, Septi Wahyu Lestiyawati, Eko Liana Liana Lina Nur Hidayati Lutfiansyah, Muhammad Noufal Luthfie Lufthansa Maduwu, Ferinus Maharani, Annisa Lidya Maria Ulfah Marpaung, Lyoni Elisabet Martadi, Martadi Masruroh Isnawati, Uzlifatul Maulana Akbar, Muhammad Reza Maulidin, Wildan Fatchan Meitasari, Indah Mifta Churrohman, Mifta Moch Fathoni Setiawan Mochammad Imron Awalludin Moh. Muchtarom Mohamad Muspawi Muchtarom Muchtarom Muchtarom, Muchtarom Muchtarom, Mohammad Muhammad Ilham Amin Muhammad Junaidi Muhammad Rizal Arief Muhtadi, Yudi Murbangun Nuswowati Mushofi, Yuskhil Muttawadi, Ichsan Nani Irma Susanti Natanael Suranta Nawa Ruci, Wening Hesti Noor, Adrian Nudin, Muhammad Ihsan Nugraha, Andika Dwi Nugraha, Asep Erik Nugraha, Billy Nuniek Fahriani, Nuniek Nurdam, Nofriyadi Nurfatihayati Nurislam Tedistya, Nisa Nurul Fitriyah Nuryadi , Muhammad Hendri Nuryadi, M Hendri Nuryadi, Muh. Hendri Pamungkas, Kristuhadi Catur Paotonan, Nesliani Parabi, M. Iqbal Patni Ninghardjanti Pawaka, Arrahmaan Syah Permatasari, Nindy Pipit Widiatmaka, Pipit Pramana, Nurhadi Prasaja, Alim Prasetyo , Sigit Prasetyo, Heri Pratama, M. Idris Afta Pratiwi, Dian Neli Priyambodo Priyambodo Priyambodo Priyambodo Purnama, Chanra Putra, Riska Yunanda Putri, Yanita Primadani Qamar, Badrul Raden Mohamad Herdian Bhakti Rahayu, Octavia Rahmat, Didi Ramli Ramli Rasyid, Machmud Al Rawanoko, Endrise Septine Redioka, Anak Agung Ngurah Agung Retno Wulan Damayanti Rhamadaningtyas, Nabila Aulia Ridwan, Ridwan Rima Vien Permata Hartanto Rima Vien Permata Hartanto, Rima Vien Rinaldi, Dimas Nurwinata Riyanto Riyanto Rizki Achmad Darajatun Rochmansyaha, Rizal Roemintoyo Roemintoyo ROHIMAH, IMA Rohmah, Laila Nur Romansyah, Faris Rormayanti, Vivit Rosyidi, M. Rozanna Sri Irianty S., Zulian Sabihaini Sabihaini Safitri, Anggi Salsalova, Andrea Salwa, Siti Samian Sandra, Shifa Saputra, Qalbi Arianto Saputra, Rama Arsalta Bara Saputri, Aninda Esadilla Saputri, Nur Ayu Sari Widya Sihwi, Sari Widya Sari, Ratih Nur Indah Sari, Reno Siska Sarwanto Sarwanto Septyani, Nuril Setiani, Arum Setiawati, Kadek Juni Shalehuddin, Hasnan Habib Shinta Wulandari, Shinta Sigit Permansah Simanjuntak, Marudut Bernadtua Siregar, Muhamad Arifin Slamet Untung Soegiharto, Yolande Cathleya Soesanto, Qidir Maulana Binu Sri Marmoah Sri Nurhayati Sri Pamungkas Suciati, Alfi Sugiarto, Dian Suhada Suhada, Suhada Sumali, Bambang Sunusi, M. Syafril Sunusi, Sahabuddin Supadi Supadi Supiyanto Supiyanto, Supiyanto Suryani Dyah Astuti Susantiningrum Susantiningrum Susanto, Riza Mahendra Sutimin, Leo Agung SUTRISNO Sutrisno, Sutrisno Syafira, Wida Syakuuro, Rikar Abdan Syapon, Syapon Syarif Hidayat Amrullah Thesalonika, Natasya Tri Asih Wahyu Hartati Tri Cahyadi Tri Joko Raharjo Tri Wahyuningsih Tri Widodo Triana Rejekiningsih dkk Trisakti Trisakti Triuli Novianti, Triuli Ulfaika, Romlah Uli Agustina Gultom, Uli Agustina Umam, Muhammad Choerul Uman Putra, Novian Patria Unitasari, Mila Vahlepy, Rheza Vega, Cindy Ameliya Vivit Rosmayanti Warnars, Harco Leslie Hendric Spits Wauran, Andreas Fernandez Widha Sunarno Widhianty, Devy Widodo Widodo Widya Sihwi, Sari Wijianto Wijianto Winandi, Aan Windriyani, Shinta Masitho Wiranto Wiranto WIRATMOKO, CONDRO Wiwik Kusmawati, Wiwik Yahyar, Alfian Yani, Oktavia Dewa Yuliana Andriyani Yusuf, Arief Rahman Yuyus Kardiman Zahra, Aulia Fatimatuz Zahra, Shakila Divala Zahrah, Chilwaddiniz Zona Tanjung, Firima