Serkan Özdemir

E-mail

serkano@metu.edu.tr

Department

Graduate School of Informatics

ORCID

0000-0002-8635-3311

Scopus Author ID

57208127727

Web of Science Researcher ID

AAZ-8199-2020

A comparative analysis of hyperparameter optimization using LSTM-based deep learning models for urban air quality predictions Eren, Beytullah; Erden, Caner; Atalı, Ayşegül; Özdemir, Serkan (2025-12-01) Air pollution poses significant threats to human health and the environment, necessitating accurate prediction models for effective management and mitigation strategies. This study presents a comprehensive analysis of hype...
Enhancing lake water level forecasting with attention-based LSTM: a data-driven approach to hydrology and tourism dynamics Chapon, Máté; Özdemir, Serkan (2025-11-01) In recent decades, freshwater lakes in the Northern Hemisphere have faced significant challenges, including severe water shortages and increased stormwater discharges. As a result, accurate forecasting of lake water levels...
Seasonal Analysis and Machine Learning-Based Prediction of Air Pollutants in Relation to Meteorological Parameters: A Case Study from Sakarya, Türkiye Eren, Beytullah; Serat, Samiullah; Arifoglu, Yasemin Damar; Özdemir, Serkan (2025-04-01) Air pollution poses significant environmental and public health challenges, especially in urban-industrial areas where pollutant dynamics are influenced by complex interactions with meteorological factors. This study exami...
Effectiveness of Generative AI Tool to Determine Fruit Quality: Watermelon Case Study Özdemir, Serkan (2025-03-01) To select a good quality watermelon, one needs the ability and experience to recognize specific patterns in its visual characteristics. As buyers usually cannot taste the watermelon beforehand, the outer patterns of a good...
Sustainable biodiesel production from oil crops: The impact of bio-nutrient recycling on yield and farmer technology acceptance Özdemir, Serkan; Ozer, Hasan; Ozdemir, Saim; Dede, Omer Hulusi (2025-03-01) Circular utilization of biowaste through biofuel production is a key priority for many waste-producing facilities seeking to internally supply biofuels and to reduce greenhouse gases. This study assesses the role of biowas...
Impact of Land Use Change on Lake Pollution Dynamics: A Case Study of Sapanca Lake, Turkey Özdemir, Serkan; Celebi, Ahmet; Dede, Gulgun; Maghrebi, Mohsen; Danandeh Mehr, Ali (2025-01-01) Modeling non-point source pollution dynamics in inland lake basins is essential for safeguarding water quality, maintaining ecosystem integrity, protecting public health, and advancing long-term environmental sustainabilit...
News Classification with State-of-the-Art Deep Learning Methods Özdemir, Serkan (2024-10-16) The subject of text classification is a fundamental area particularly considering current expansion of chatbots and recommendation systems. There exists promising results with traditional machine learning (ML) algorithms, ...
Is Climate Change a Hoax: Fake News Detection for Sustainability News Özdemir, Serkan (2024-03-20) Fake news and misleading information have long been recognized as significant concerns throughout human history, perpetually challenging the integrity of information dissemination. With the pervasive rise of social media p...
Cloud Computing Economic Risks and Challenges Özdemir, Serkan (Özgür Yayınları, 2024-01-01)
A systematic literature review on lake water level prediction models Özdemir, Serkan; Yaqub, Muhammad; Özkan Yıldırım, Sevgi (2023-05-01)

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