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Enhanced Air Quality Prediction Using AI: A Comparative Study of GRU, CNN, and XGBoost Models
Kayam Saikumar
; Munugapati Bhavana
; Rayudu Prasanthi
; Singaraju Suguna Mallika
; Deepthi Kamidi
; Naveen Malik
; Kapil Joshi
Advance Sustainable Science, Engineering and Technology
Vol 7
, No 3
(2025)
Weather monitoring is vital due to environmental changes and rising air pollution, which affects health and lifestyles. Accurate air quality prediction models are essential yet challenging due to complex weather-pollution interactions. This study employs explainable deep learning and machine learning techniques—GRU, CNN, and XGBoost—on a custom dataset of 100,000 samples with 15 features, including PM2.5, PM10, humidity, and temperature. Using SHAP for interpretability, the GRU model outperforms...
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BAKERY TRAINING IMPROVEMENT FOR DIVERSIFICATION PRODUCT AT MAMBA'UL HIKMAH ISLAMIC BOARDING SCHOOL CAFÉ, KENDAL
Abdi Masya
Vol 6
, No 1
(2025)
Products in a cafe, become something that is a mainstay and always sought after by consumers, so that the products of a business place are always sought after, there must always be something new and varied, especially in the cafe of the Mamba'ul Hikmah Islamic boarding school, Sabetan, Mororejo, Kaliwunggu, Kendal, Central Java. This community service aims to provide competence in making bakery products to students and male students in the Mamba'ul Hikmah Islamic boarding school environment. Com...
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Pelatihan Pengendalian Bahan Baku dalam Perencanaan Keuntungan Pada Bisnis Kuliner di Kota Batam
Puspita Rama Nopiana
; Merline Julianti
; Putu Rani Susanthi
; Yelva Marsella
; Ardina laia
; Sallahudin Sallahudin
Sejahtera: Jurnal Inspirasi Mengabdi Untuk Negeri
Vol 3
, No 3
(2024)
This PKM activity started with complaints from business actors about the remaining raw materials every time they opened a business. This results in losses that cannot cover the fixed costs that must always be incurred. Lecture, exercise and discussion methods are used to explain this training activity. The results of the training provide positive studies so that participants can increase their knowledge and insight into raw material control, participants can independently calculate Economic Orde...
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The Perception of Civil Servants Regarding the Equalization of Structural Positions into Functional Positions and Its Influence on Work Productivity at Ganesha Education University
KOMPAK : Jurnal Ilmiah Komputerisasi Akuntansi
Vol 17
, No 1
(2024)
The purpose of this study was to determine the perceptions of civil servants regarding the equalisation of structural positions into functional positions and their influence on work productivity at Ganesha University of Education. This research uses quantitative descriptive method. The sampling technique used was purposive sampling with a sample size of 59 employees who have the position of head of section and subsection. Collection using interview techniques and questionnaires. Data analysis us...
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Penguatan Kapasitas Sumber Daya Pengawas Kelurahan dan Desa (PKD) dalam Rangka Pengawasan Rekapitulasi Suara pada Pemilu Tahun 2024 di Kecamatan Montong Gading
Karunia: Jurnal Hasil Pengabdian Masyarakat Indonesia
Vol 3
, No 2
(2024)
In the midst of the political and technical dynamics of holding the 2024 simultaneous elections, the role of election observers has become increasingly vital. Election supervision must ensure that the entire process, from campaigning to vote counting and recapitulation, is carried out in accordance with applicable regulations. This not only requires a deep understanding of laws and regulations, but also the ability to detect and address possible violations. The method used in this technical guid...
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Peluang Bisnis di Era Teknologi dengan Memanfaatkan E-commerce Sebagai Wadah Usaha Bagi PKBM Sahabat Cendikia
Sejahtera: Jurnal Inspirasi Mengabdi Untuk Negeri
Vol 3
, No 1
(2024)
This activity is motivated by people's low motivation to open a business due to their low knowledge about the business world, especially in the current era of digitalization. The PKM method used is the lecture method for delivering discussion studies and the discussion method for solving problems and finding solutions that participants are facing. This PKM activity was carried out in Batam City, especially at PKBM Friends of Cendikia. Results of PKM activities. The results of this activity illus...
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Penguatan Ekonomi Dan Pemberdayaan Guna Untuk Meningkatkan Kreativitas Anak Di LKSA Muhammadiyah Di Kecamatan Selong Kab. Lombok Timur
Perigel: Jurnal Penyuluhan Masyarakat Indonesia
Vol 3
, No 4
(2023)
Tujuan dari kegiatan ini adalah untuk Penguatan ekonomi dan pemberdayaan anak asuh LKSA meliputi: memberikan semangat dan membangun motivaasi berwirausaha, Terbentuknya wirausahawan baru, memberikan life skill untuk anak asuh berupa; pelatihan membuat kreasi seperti buket snack, snack tower dan buket bunga, serta pelatihan pemasaran produk yang telah dibuat melalui media sosial dan bimtek kewirausahaan.
Metode yang digunakan untuk memecahkan masalah yang dihadapi oleh mitra adalah dengan cara me...
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Studi Kasus Perbaikan Daun Baling-Baling Kapal Tug Boat Akibat Patah dan Fouling
Majalah Ilmiah Momentum
Vol 18
, No 1
(2022)
Kerusakan pada daun propeller  sangat berpengaruh terhadap performa dari kapal. Daya yang dipindahkan dari mesin tidak dapat dipakai secara maksimal. Selama berlayar di wilayah laut atau sungai, baling-baling kapal sering berbenturan dengan benda asing yang mengambang sehingga menyebabkan kerusakan pada baling-baling. Kerusakan ini bisa berupa melengkung, retak atau rusak pada daun baling-baling. Paper ini membahas tentang studi kasus perbaikan propeller  kapal akibat patah dan fouling. Pros...
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