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Showing 105 articles found for "Central"

Pendampingan Pengelolaan Website Desa Sebagai Bentuk Komunikasi Publik Pemerintah Desa

Jamiah, Ririn, Yuliasari, Alfiyana, Syahid, Ahmad
Abstract: The village website is a medium for the disclosure of various public information by the government. In line with this, Sumber Baru village, Seputih Banyak District, Central Lampung has a village website that the government… nt can use as a communication medium for village programs, but its management is still not optimal. The aim of this service is to provide assistance to village operators to manage websites, especially in terms of writing articles, taking photos and managing website interface. The method used in this mentoring activity is the ABCD (Asset Based Community Development) method. This mentoring activity will be carried out in September-October 2023 and consists of 5 stages of mentoring, namely coordination, socialization, training, mentoring and evaluation. After completing the mentoring activities, the results of the mentoring can be seen directly on the village website and show that there has been an improvement in website management, such as an increase in the number of news/activities in Sumber Baru Village that are reported on the website. It is hoped that mentoring activities like this will be further increased to improve the quality of village human resources which will have an impact on improving public communication by the village government.             Keywords: mentoring; public communication; village website

Pertanian Perkotaan Dengan Teknologi Akuaponik Dan Hidroponik Di Kelurahan Galur

Marlina, Paramitha Wirdani Ningsih, Dampang, Damelya Patricksia, Alsuhendra, Alsuhendra
Abstract: Urban farming is a gardening activity that uses the home yard and can still be done even if the land is small/limited. RW 06 Galur Subdistrict is in an area of Central Jakarta which is relatively densely populated, where… it is not possible to carry out gardening activities. Hydroponics and aquaponics are solutions to the problem of limited land. This activity aims to introduce, train and assist the public about hydroponic and aquaponic technology. This activity was carried out centrally at the Ceria Command RPTRA, RW 06 Galur Village in collaboration with Working Group 3 Galur Village from August – October 2023. The equipment used included 2 sets of hydroponic frames with a total of 196 holes and 1 set of aquaponic frames with 156 holes. The activity stages start with introducing tools and vegetable seeds, sowing together, monitoring, harvesting with residents, and evaluation. During the activity, vegetables were successfully harvested 3 times with yields of 12 kg per cycle, and 7 kg of catfish were successfully harvested. Some of the harvest is given to residents and stunted toddlers, and the other part is sold to be managed again by the RPTRA.            Keywords: Aquaponics; Hydroponics; Urban Agriculture   Abstrak: Pertanian perkotaan atau dikenal sebagai urban farming merupakan kegiatan berkebun dengan memanfaatkan pekarangan rumah dan tetap bisa dilakukan walaupun lahan sempit/terbatas. RW 06 Kelurahan Galur berada di daerah Jakarta Pusat yang tergolong padat penduduk, dimana tidak memungkinkan untuk melakukan kegiatan berkebun. Hidroponik dan akuaponik merupakan solusi untuk permasalah keterbatasan lahan. Kegiatan ini bertujuan untuk memperkenalkan, melatih dan mendampigi masyarakat tentang teknologi hidroponik dan akuaponik. Kegiatan ini dilakukan secara terpusat di RPTRA Komando Ceria, RW 06 Kelurahan Galur bekerja sama dengan Pokja 3 Kelurahan Galur dari bulan Agustus – Oktober 2023. Alat yang digunakan meliputi 2 set rangka hidroponik dengan total 196 lubang dan 1 set rangka akuaponik dengan 156 lubang. Tahapan kegiatan dimulai dari pengenalan alat dan bibit sayur, menyemai bersama, monitoring, panen bersama warga, dan evaluasi. Selama kegiatan berlangsung sayuran berhasil di panen sebanyak 3 kali dengan hasil panen menghasilkan 12 kg per siklus, dan ikan lele berhasil di panen sebanyak 7 kg. Sebagian hasil panen diberikan untuk warga dan balita stunting, dan sebagian lainnnya dijual untuk dikelola kembali oleh RPTRA.   Kata kunci: akuaponik; hidroponik; pertanian perkotaan

Cakrawala“Cegah Kolesterol Dengan Waspada Konsumsi Lemak”

Marlina, Paramitha Wirdani Ningsih, Wulandari, Agnes Maharani Puji
Abstract:   Abstract: Based on the results of National Basic Health Research in 2018 according to the proportion of total cholesterol levels in the population aged ≥45 years, 5 stated that as many as ≥10.5% of people had high&#8230; had high cholesterol levels. The factors that cause hypercholesterolemia are nutritional status, especially obesity. Obesity is associated with lipoprotein, decreased High-Density Lipoprotein (HDL), and increased triglycerides and LDL, especially in central obesity. People who have a high percentage of body fat tend to have higher total cholesterol, LDL, and triglycerides compared to people who have normal weight. Nutrition counseling activities are carried out at the Johar Baru District Health Center which will be held on November 7, 2022. Respondents will be given a pre-test form containing 10 true and false statements for 10-15 minutes and then counseling will be carried out through poster media. After that, the respondent was given a post-test form. After 3 days of giving the material, monitoring, and evaluation were carried out on 5 respondents. This Monitoring and Evaluation will be carried out via telephone or the Whatsapp app. Based on the results of bivariate analysis, the results of knowledge obtained were p-value = 0.055 (p-value <0.05) so that it could be concluded that there was no difference in knowledge before and after nutritional education counseling using poster media in PTM patients at the Johar Baru District Health Center, Central Jakarta.         Keywords: cholesterol; fat consumption Abstrak: Berdasarkan Hasil Riset Kesehatan Dasar Nasional pada tahun 2018 menurut proporsi kadar kolesterol total pada penduduk umur ≥45 tahun, 5 menyebutkan bahwa sebanyak ≥10,5% masyarakat memiliki kadar kolesterol tinggi. Adapun faktor penyebab hiperkolesterolemia adalah status gizi terutama obesitas. Terdapat keterkaitan antara obesitas dengan lipoprotein, peningkatan trigliserida dan LDL, penurunan High Density Lipoprotein (HDL), terutama pada obesitas sentral. Individu dengan persen lemak tubuh yang tinggi cenderung memiliki total kolesterol, LDL dan trigliserida yang lebih tinggi dibandingkan dengan individu dengan berat badan normal. Kegiatan penyuluhan gizi dilakukan di Puskesmas Kecamatan johar Baru yang dilaksanakan pada tanggal 7 November 2022. Responden akan diberikan form pre test yang berisikan 10 pernyataan benar dan salah selama 10-15 menit dan selanjutnya akan dilakukan penyuluhan melalui media poster. Setelah itu responden diberikan form post test. Setelah 3 hari pemberian materi dilakukan monitoring dan evaluasi kepada 5 responden. Monitoring dan Evaluasi ini akan dilakukan melalui telepon ataupun app Whatsapp. Berdasarkan hasil analisis bivariat, didapatkan hasil pengetahuan nilai p value = 0.055 (p-value < 0,05) sehingga dapat disimpulkan bahwa tidak terdapat perbedaan pengetahuan sebelum dan sesudah penyuluhan edukasi gizi menggunakan media poster pada pasien PTM di Puskesmas Kecamatan Johar Baru Jakarta Pusat.  Kata kunci: kolesterol; konsumsi lemak

Perbaikan Proses Produksi dan Peningkatan Pemasaran pada UKM Putri Timus Di Karanganyar

Giyanti, Ida, Suparti, Erni, Sunardi, Sunardi, Sugiarti, Sugiarti
Abstract: Abstract: Timus is one of the famous traditional foods in the Central Java region. Putri Timus is one of the Small Medium Enterprise (SME) in Karanganyar district producing purple Timus. Timus from Putri Timus have one special&#8230; pecial feature, in which in the inside of the Timus contains Bligo (Benincasa hispida) fruit with various benefits. Although Putri Timus has product differentiation, product by Putri Timus is not well known to the public. The production process was carried out on a home scale and has not fully implemented production standards based on the criteria for Good Food Manufacturing Practices for Home Industry (CPPB-IRTP). This community service program aims to help Putri Timus to implement hygiene requirements in food production based on CPPB-IRTP criteria and increase its marketing capacity. The method used to solve the problems were training of Good Food Manufacturing Practice, improvement of production place, facilitation of production cloths and promotional media. The results obtained after community service activities related to the production aspect were increasing knowledge regarding good food production process and improvement of production place. Regarding the marketing aspect, several promotional media have been installed. In addition, there was also an increasing of sales and profit.          Keywords: traditional food; small medium enterprise; production; marketing    Abstrak: Timus adalah salah satu makanan tradisional yang terkenal di Jawa Tengah. Putri Timus adalah salah satu Usaha Kecil Menengah di kabupaten Karanganyar yang memproduksi timus ungu. Produk dari Putri Timus memiliki satu keistimewaan yakni bagian dalam timus berisi buah Bligo (Benincasa hispida) dengan beragam manfaat. Meskipun produk memiliki diferensiasi, timus isi Bligo hasil produksi Putri Timus belum cukup dikenal masyarakat. Proses produksi dilakukan dalam skala rumahan dimana Putri Timus belum sepenuhnya menerapkan standar produksi berdasarkan kriteria Cara Produksi Pangan yang Baik – Industri Rumah Tangga Pangan (CPPB-IRTP). Program pengabdian masyarakat ini bertujuan membantu Putri Timus untuk dapat menerapkan syarat higiene dalam produksi pangan berdasarkan kriteria CPPB-IRTP serta meningkatkan kapasitas pemasaran. Metode yang digunakan untuk mengatasi permasalahan mitra ialah melalui penyuluhan tentang CPPB-IRTP, pembenahan tempat produksi, fasilitasi pakaian produksi dan media promosi. Hasil yang diperoleh setelah kegiatan pengabdian terkait aspek produksi ialah adanya peningkatan pengetahuan karyawan tentang  CPPB-IRTP dan perbaikan tempat produksi yang lebih bersih dan layak. Terkait aspek pemasaran, beberapa media promosi telah dibuat dan dipasang. Selain itu juga terdapat peningkatan jumlah penjualan dan laba dari hasil penjualan timus. Kata kunci: makanan tradisional; produksi; pemasaran; usaha kecil dan menengah.

Pemanfaatan Konseling Online Pada Guru SD Di Kalimantan Tengah

Berkat, Berkat, Rhama, Bhayu, Martono, Wahyuni Christiany, Sitio, Elisabeth Fransisca Saragi, Setiawan, Ferry, Saefulloh, Ahmad
Abstract: Abstract.: The current covid-19 pandemic season pays special attention to students who study at home through online methods. The thing of concern is the frequent occurrence of violence in elementary school age children while&#8230; hile studying due to the limitation of parents as substitute teachers during online learning. Parents of students with all their activities are required to help and assist their children in making school work. So the phenomenon that occurs in the field is the uncontrolled control of parental emotions towards children, so that online learning seems to be a frightening specter for elementary students. The purpose of implementing this Online Counseling Guidance is to provide insight to elementary school teachers who are members of the Indonesian Teachers Association (PGRI) Central Kalimantan regarding the mechanism for utilizing counseling which can be done online through the Competency Assessment and Career Development Service Center (PPAKPK) web. The method of implementing this service is carried out online through Conference Via Zoom and tutorials on using the web on a YouTube account which are distributed to Bimtek participants. The results obtained at this Bimtek show that all Bimtek participants are interested in the use of Online Counseling to serve as a means of consulting both students to teachers or guardians of students to teachers or teachers to psychiatrists who can be contacted when the teacher needs student problem solving. Keywords: online counseling; elementary school teacher; central kalimantan   Abstrak: Musim pandemi covid-19 saat ini memberi perhatian khusus bagi para siswa yang belajar di rumah melalui metode daring. Hal yang menjadi perhatian adalah sering terjadinya kekerasan pada anak usia SD saat belajar dikarenakan faktor keterbatasan orang tua sebagai guru pengganti selama pembelajaran daring. Orang tua siswa dengan segala kesibukannya dituntut untuk membantu dan mendampingi anak-anak mereka membuat Pekerjaan Sekolah. Maka fenomena yang terjadi di lapangan adalah pengendalian emosi orang tua yang tidak terkendali kepada anak, sehingga pembelajaran daring terkesan menjadi momok yang menakutkan bagi para siswa SD. Tujuan dari pelaksanaan Bimtek Konseling Online ini adalah untuk memberikan wawasan kepada para Guru SD yang tergabung di dalam Persatuan Guru Republik Indonesia (PGRI) Kalimantan Tengah terkait mekanisme pemanfaatan konseling yang dapat dilakukan secara daring melalui web Pusat Pelayanan Asesmen Kompetensi dan Pengembangan Karir (PPAKPK). Metode pelaksanaan pengabdian ini dilakukan dengan cara daring melalui Conference Via Zoom dan tutorial penggunaan web pada akun youtube yang dibagikan kepada para peserta Bimtek. Hasil yang diperoleh pada Bimtek ini menunjukan bahwa seluruh peserta Bimtek tertarik dengan pemanfaatan Konseling Online untuk dijadikan sebagai sarana konsultasi baik siswa kepada guru ataupun wali murid kepada guru ataupun Guru kepada ahli Psikiater yang dapat dihubungi saat Guru membutuhkan pemecahan masalah siswa. Kata Kunci: konseling online; guru sd; kalimantan tengah

PENINGKATAN KESEHATAN JIWA MELALUI PERAN KADER MENUJU KELURAHAN SIAGA SEHAT JIWA

Pinilih, Sambodo Sriadi, Handayani, Estrin, Shelviana, Elza, Rositasari, Evi, Aziz, Maulana
Abstract: Abstract: The problem of disability is now a global health problem. As a result of disability, problems affect the productivity and quality of health of individuals and the community. Persons with disabilities are not just&#8230; st people who have physical disabilities. People with mental disorders (ODGJ) are included in a group of people with disabilities. The stigma of Indonesian society that is still very strong regarding ODGJ is not as strong as that of other people with disabilities. This should not be allowed because it will result in a violation of dignity and value. The purpose of this activity is to establish and optimize the role of Mental Health Cadres (KKJ) in the community who are trained in the early detection of mental disorders in the community. This activity was carried out in the Magelang village in the Central Magelang subdistrict, Magelang city. With a population of 6,441 people, most of the community work in the Magelang village is working in the field of community services, government & individuals. In the 2019 Magelang sub-district has 18 patients with mental disorders. The results of the activities of the formation of mental health cadres (KKJ) in the community trained as many as 15 active cadres and are able to conduct early detection of mental disorders in the community so that the number of ODGJ of Magelang village is known to be 34 people and there are 2 people at risk of mental disorders. After knowing the number of ODGJ cadres implementing to the community one of them by providing psychological knowledge for families and communities. Keywords: disability; mental health cadres; mental disorders   Abstrak: Masalah disabilitas saat ini menjadi masalah kesehatan global. Akibat adanya masalah disabilitas mempengaruhi produktivitas dan kualitas kesehatan perseorangan maupun masyarakat. Penyandang disabilitas bukan hanya orang yang mengalami kecacatan fisik saja. Orang dengan gangguan jiwa (ODGJ) termasuk dalam golongan penyandang disabilitas. Stigma masyarakat Indonesia yang masih sangat kuat mengenai ODGJ tidak sekuat pada penyandang disabilitas lainnya. Hal ini tidak boleh dibiarkan karena akan mengakibatkan pelanggaran martabat dan nilai. Tujuan dari kegiatan ini untuk membentuk dan mengoptimalkan peran Kader Kesehatan Jiwa (KKJ) di masyarakat yang terlatih dalam melakukan deteksi dini kasus gangguan jiwa di masyarakat. kegiatan ini dilakukan dengan metode pendampingan kepada kader  serta membantu para kader yang telah melakukan pelatihan tentang kesehatan jiwa. Dalam melakukan deteksi dini gangguan jiwa dimasyarakat dan pemetaan rumah penyandang disabilitas. Hasil kegiatan terbentuknya Kader Kesehatan Jiwa (KKJ) di masyarakat yang terlatih sebanyak 15 kader aktif dan mampu melakukan deteksi dini gangguan jiwa dimasyarakat sehingga diketahui jumlah ODGJ kelurahan magelang sebanyak 34 orang dan resiko gangguan jiwa ada 2 orang. Setelah diketahuinya jumlah ODGJ kader melakukan implementasi ke masyarakat salah satunya dengan cara memberikan pengetahuan psikologis bagi keluarga dan masyarakat. Kata Kunci: disabilitas; gangguan jiwa; kader kesehatan jiwa

DEVELOPMENT OF A DIGITAL E-CRM AS A SOLUTION FOR CUSTOMER RELATIONSHIP MANAGEMENT AND TRANSACTION ACTIVITIES AT TOKO ZUMA

Nurul Azzuma, Afdhal Syafnur, Rahayu, Elly
Abstract: Abstract: Toko Zuma faces challenges in optimizing customer relationship management and transaction recording due to conventional manual systems, which hinder real-time loyalty monitoring and sales analysis. This research&#8230; h aims to design a digital Electronic Customer Relationship Management (E-CRM) system as an integrative solution for systematic and centralized management. The design method employs Unified Modeling Language (UML) for requirements analysis, user interface design, and Black-box Testing for validation. Results demonstrate a 100% success rate across all primary modules. The platform features Point Reward, automated transaction management, and live chat for direct interaction. Implementation enables personalized promotional strategies based on accurate data to increase customer retention. In conclusion, the Digital E-CRM system effectively automates business processes, serving as a strategic instrument for transparent and measurable customer relationship management. Keywords: digital e-crm; relationship management; toko zuma; transaction activities.     Abstrak: Toko Zuma menghadapi kendala dalam optimalisasi manajemen hubungan pelanggan dan pencatatan transaksi karena masih menggunakan sistem manual konvensional. Penelitian ini bertujuan merancang sistem Electronic Customer Relationship Management (E-CRM) digital sebagai solusi integratif untuk pengelolaan basis data dan transaksi secara terpusat. Metode perancangan meliputi analisis kebutuhan menggunakan Unified Modeling Language (UML), desain antarmuka, dan validasi fungsional melalui Black-box Testing. Hasil pengujian menunjukkan tingkat keberhasilan 100% pada seluruh modul utama. Platform ini dilengkapi fitur Point Reward, manajemen transaksi otomatis, dan media interaksi live chat. Implementasi sistem ini memungkinkan strategi promosi personal berdasarkan data akurat untuk meningkatkan retensi pelanggan. Simpulannya, sistem E-CRM digital berhasil mengotomatisasi proses bisnis dan menjadi instrumen strategis dalam manajemen hubungan pelanggan yang transparan dan terukur. Kata kunci: aktivitas transaksi; digital e-crm; pengelolaan relasi; toko zuma.

GRAFANA-BASED DOMAIN EXPIRATION AND SSL CERTIFICATE MONITORING SYSTEM FOR PREVENTIVE SECURITY

Asyiyah, Nur, Putra Pratama, Hafiyyan
Abstract: Abstract: Manual management of domain validity periods and SSL certificates is prone to human error and can cause service disruptions, as was the case at PT XYZ. A reactive approach that relies on vendor notifications has&#8230; s proven to be insufficient to ensure operational continuity. This research aims to design and implement an automated monitoring system to transform this manual approach into a preventive and proactive security framework. The method used is the implementation of an open-source stack consisting of Prometheus to collect metrics from specialized exporters (Blackbox and Domain Exporter), and Grafana for informative centralized dashboard visualization. The system is also integrated with early warning notifications via Telegram for rapid incident response. The result is a functional system with a centralized dashboard that visually displays the remaining validity period of assets using color markers (green for safe status, yellow for early warning, and red for critical status). System testing showed very high accuracy, reaching 100% for domains (MAE 0 days) and 99.45% for SSL certificates (MAE 1.0 days). This system has successfully transformed manual processes into automated and preventive ones, significantly mitigating the risk of human error and ensuring the reliability of digital services.             Keywords: domain; grafana; monitoring; prometheus; SSL certificate.     Abstrak: Pengelolaan manual masa berlaku domain dan sertifikat SSL rentan terhadap human error dan dapat menyebabkan gangguan layanan, seperti yang pernah terjadi di PT XYZ. Pendekatan reaktif yang mengandalkan notifikasi vendor terbukti tidak lagi memadai untuk menjamin kontinuitas operasional. Penelitian ini bertujuan merancang dan mengimplementasikan sistem pemantauan otomatis untuk mentransformasi pendekatan manual tersebut menjadi kerangka kerja keamanan yang preventif dan proaktif. Metode yang digunakan adalah implementasi stack open-source yang terdiri dari Prometheus untuk mengumpulkan metrik dari exporter spesialis (Blackbox dan Domain Exporter), serta Grafana untuk visualisasi dasbor terpusat yang informatif. Sistem ini juga diintegrasikan dengan notifikasi peringatan dini melalui Telegram untuk respons insiden yang cepat. Hasilnya adalah sebuah sistem fungsional dengan dashboard terpusat yang menampilkan sisa masa berlaku aset secara visual menggunakan penanda warna (hijau untuk status aman, kuning untuk peringatan dini, dan merah untuk status kritis). Pengujian sistem menunjukkan akurasi yang sangat tinggi, mencapai 100% untuk domain (MAE 0 hari) dan 99.45% untuk sertifikat SSL (MAE 1.0 hari). Sistem ini berhasil mengubah proses manual menjadi otomatis dan preventif, secara signifikan memitigasi risiko human error dan menjamin keandalan layanan digital.   Kata kunci: domain; grafana; pemantauan; prometheus; sertifikat SSL.

DEVELOPMENT OF A BLOCKCHAIN-BASED DECENTRALISED APPLICATION WITH NFT FOR LAND REGISTRATION

Gesang, Rahmat Nugrohoning, Teduh Dirgahayu, Raden
Abstract: Abstract: Land registration in Indonesia often encounters challenges in transparency, data integrity, and centralized bureaucracy. Manual and semi-digital systems remain vulnerable to manipulation and delays. The National&#8230; l Land Agency has initiated digitalization, but several challenges remain, particularly in ensuring transparency, efficiency, and security of land ownership data. Blockchain technology offers a potential solution through its decentralized and immutable characteristics. This study adopted a design and development method consisting of system analysis, requirements identification, architecture design, implementation, and black-box testing. The developed decentralized application (DApp) integrates smart contracts, NFTs, and IPFS to manage land certificates. Core functions such as minting, transfer, splitting, and self-custody were implemented and successfully tested, with all scenarios producing expected results. The findings demonstrate that blockchain integration can enhance security, reduce duplication, and streamline land administration. The study contributes a functional prototype with practical implications for modernizing land registration in Indonesia while identifying scalability and regulatory adaptation as areas for further research.             Keywords: blockchain; decentralized application; land registration; NFT; smart contract.

CNN-BASED ADAPTIVE IDS WITH FEDERATED LEARNING FOR IOT NETWORK SECURITY

Sahren, Sahren, Dalimunthe, Ruri Ashari, Maulana, Cecep, Permana, Yogi Abimanyu
Abstract: Abstract: In the era of the Internet of Things (IoT), cyber threats are increasingly complex and dynamic, thus demanding an adaptive and intelligent network security system. This study proposes a Convolutional Neural Network&#8230; work (CNN)-based Intrusion Detection System (IDS) implemented through a Federated Learning (FL) approach in a Non-Independent and Identically Distributed (Non-IID) data environment. This approach allows the model to be trained in a distributed manner across multiple IoT devices without having to collect sensitive data to a central server, thereby maintaining data privacy while increasing the efficiency of the training process. The experiment used the CIC IoT 2023 dataset, which represents various modern IoT network traffic patterns. The results show that the proposed CNN–FL model achieves an overall accuracy of 0.99, with excellent performance in detecting various types of network traffic. The model obtains a perfect recall value (1.00) for normal traffic (Benign), as well as a very high F1-score for DDoS (0.99) and DoS (0.99) attacks. Stable and consistent performance across all five federation rounds demonstrates that this approach is a reliable, efficient, and accurate solution for detecting threats in distributed and privacy-preserving IoT networks.  Keywords: cnn; federated_learning; ids; non-iid; ciciot2023   Abstrak: Dalam era Internet of Things (IoT), ancaman siber semakin kompleks dan dinamis, sehingga menuntut sistem keamanan jaringan yang adaptif dan cerdas. Penelitian ini mengusulkan Intrusion Detection System (IDS) berbasis Convolutional Neural Network (CNN) yang diterapkan melalui pendekatan Federated Learning (FL) pada lingkungan data yang bersifat Non-Independent and Identically Distributed (Non-IID). Pendekatan ini memungkinkan model dilatih secara terdistribusi di berbagai perangkat IoT tanpa harus mengumpulkan data sensitif ke server pusat, sehingga mampu menjaga privasi data sekaligus meningkatkan efisiensi proses pelatihan. Eksperimen menggunakan dataset CIC IoT 2023, yang merepresentasikan berbagai pola lalu lintas jaringan IoT modern. Hasil penelitian menunjukkan bahwa model CNN–FL yang diusulkan mencapai akurasi keseluruhan sebesar 0.99, dengan performa yang sangat baik dalam mendeteksi berbagai jenis lalu lintas jaringan. Model memperoleh nilai recall sempurna (1.00) untuk lalu lintas normal (Benign), serta nilai F1-score yang sangat tinggi untuk serangan DDoS (0.99) dan DoS (0.99). Kinerja yang stabil dan konsisten di seluruh lima putaran federasi membuktikan bahwa pendekatan ini merupakan solusi yang andal, efisien, dan akurat untuk mendeteksi ancaman pada jaringan IoT yang bersifat terdistribusi dan menjaga privasi (privacy-preserving). Kata kunci: cnn; federated_learning; ids; non-iid; ciciot2023