
Journals
- Logothetis, S.-A.; Giannaklis, C.-P.; Salamalikis, V.; Tzoumanikas, P.; Raptis, P.-I.; Amiridis, V.; Eleftheratos, K.; Kazantzidis, A. Aerosol Optical Properties and Type Retrieval via Machine Learning and an All-Sky Imager. Atmosphere 2023, 14, 1266. https://doi.org/10.3390/atmos14081266
- Logothetis, S.-A.; Salamalikis, V.; Kazantzidis, A. A Machine Learning Approach to Retrieving Aerosol Optical Depth Using Solar Radiation Measurements. Remote Sens. 2024, 16, 1132. https://doi.org/10.3390/rs16071132
- Σταύρος-Ανδρέας Λογοθέτης, Ορέστης Παναγόπουλος-Κοντοσταυλάκης, Παναγιώτης Τζουμανίκας, Ανδρέας Καζαντζίδης, ΕΠΙΔΡΑΣΗ ΤΩΝ ΑΙΩΡΟΥΜΕΝΩΝ ΣΩΜΑΤΙΔΙΩΝ ΚΑΙ 3D ΝΕΦΩΝ ΣΤΗΝ ΕΚΤΙΜΗΣΗ ΚΑΙ ΠΡΟΓΝΩΣΗ ΤΗΣ ΗΛΙΑΚΗΣ ΑΚΤΙΝΟΒΟΛΙΑΣ, 13° Εθνικό Συνέδριο για τις ήπιες μορφές ενέργειας • Ι.Η.Τ. • Αθήνα, 15-17.05.2024, ΠΡΑΚΤΙΚΑ
- Andreas Kazantzidis, Stavros-Andreas Logothetis, Panagiotis Tzoumanikas, Orestis Panagopoulos and Georgios Kosmopoulos, Deep 3D Scattering of Solar Radiation in the Atmosphere Due to Clouds-D3D † • Presented at the 17th International Conference on Meteorology, Climatology, and Atmospheric Physics—COMECAP 2025, Nicosia, Cyprus, 29 September–1 October 2025, MDPI
Chapters
- A Kazantzidis, SA Logothetis, P Tzoumanikas, Temporal and Spatial Scales, Security Enhancement for Climate Change Impacting Urban Resources-SECCURe, Springer Nature, 2025/10/30
Chapter 8, Abstract: The energy production of solar energy systems differs fundamentally from that of conventional energy sources. Solar energy availability is highly dependent on weather conditions, making it inherently variable. Various prediction approaches have been developed to address this variability, depending on the application and timeframe. Solar irradiance nowcasting and short-term forecasting are crucial for integrating solar plants into the electricity grid. Understanding the role of clouds and aerosols in these techniques is essential for enhancing their accuracy. This chapter provides an overview of the methods used to assess solar resources and predict solar radiation and energy across different spatial and temporal scales. Special emphasis is placed on short-term forecasting using all-sky imagers (ASIs), particularly for predicting rapid fluctuations in solar irradiance caused by cloud movements. Addi-tionally, the integration of three-dimensional (3D) cloud fields into solar forecasting is highlighted as a key factor in improving the accuracy and reliability of solar energy predictions.
Conferences
- Christos Giannaklis, Stavros Andreas Logothetis, Vasileios Salamalikis, Panagiotis Tzoumanikas, and Andreas Kazantzidis, D3D: Deep 3D scattering of solar radiation in the atmosphere due to clouds, https://meetingorganizer.copernicus.org/EMS2023/EMS2023-568.html
- Giannaklis C.P, Logothetis S.A, Salamalikis V., Tzoumanikas P., Raptis P.I., Amiridis V., Eleftheratos K. and Kazantzidis A., An alternative method for deriving aerosol optical properties and aerosol type via an all sky imager and machine learning. GRASP ACE Summer school, May 2023
- Christos-Panagiotis Giannaklis 1, Stavros-Andreas Logothetis, Vasileios Salamalikis, Panayiotis Tzoumanikas, Konstantinos Katsidimas and Andreas Kazantzidis, Simulations of Sky Radiances in Red and Blue Channels at Various Aerosol Conditions Using Radiative Transfer Modeling, 16th International Conference on Meteorology, Climatology and Atmospheric Physics COMECAP 2023, 25 29 September 2023, Athens, Greece, https://doi.org/10.3390/environsciproc2023026089
- Christos-Panagiotis Giannaklis, Stavros Andreas Logothetis, Vasileios Salamalikis, Panayiotis Tzoumanikas, and Andreas Kazantzidis , Impact of Aerosol Optical Properties, Precipitable Water, and Solar Geometry on Sky Radiances using Radiative Transfer Modeling, 16th International Conference on Meteorology, Climatology and Atmospheric Physics COMECAP 2023, 25 29 September 2023, Athens, Greece, https://doi.org/10.3390/environsciproc2023026106
- Andreas Kazantzidis, Stavros-Andreas Logothetis, Orestis Panagopoulos-Kontostavlakis, Panagiotis Tzoumanikas, Solar resource under 3D reconstructed cloud fields, EuroSun, 2024
- A. Kazantzidis, New Challenges in Solar Energy Resource and Forecasting at Different Temporal and Spatial Scales, SECCURe, Rome, 2024.
- EMS Annual Meeting 2024, Barcelona, Spain, 1–6 Sep 2024, EMS2024-944, https://doi.org/10.5194/ems2024-944, 2024.
- Stavros-Andreas Logothetis, Orestis PanagopoulosORCID 0000-0003-0745-143X, Panagiotis Tzoumanikas, Georgios Kosmopoulos, and Andreas Kazantzidis. , Solar radiation modeling under 3D reconstructed cloud fields, EMS Annual Meeting 2024, Barcelona, Spain, 1–6 Sep 2024, EMS2024-944, https://doi.org/10.5194/ems2024-944, 2024.
- Stavros-Andreas Logothetis, Vasileios Salamalikis, Georgios Kosmopoulos, and Andreas Kazantzidis, Aerosol optical depth retrieval using ground-based solar irradiance measurements and machine learning, EMS Annual Meeting 2024, Barcelona, Spain, 1–6 Sep 2024, EMS2024-948, https://doi.org/10.5194/ems2024-948, 2024
- A. Kazantzidis, New challenges in solar energy resource and forecasting in MENA region, GEMENA, 2025
- A. Kazantzidis, Solar resource and forecasting: the challenge of retrieving aerosol and cloud properties from all-sky imagers, Harmonia Workshop on aerosol data users and applications, ERATOSTHENES Centre of Excellence, June 2025
- A. Kazantzidis, S.A. Logothetis, P. Tzoumanikas, Orestis Panagopoulos - Kontostavlakis, Quantifying aerosol and cloud effects on solar radiation via all-sky imagery and 3D cloud modeling, ISES, SWC Nov. 2025

