Elmessery, Wael M.
Shams, Mahmoud Y.
El-Hafeez, Tarek Abd
Eid, Mohamed Hamdy
Székács, András
Saeed, Omar
Ahmed, Atef Fathy
Alhumedi, M.
Elwakeel, Abdallah Elshawadfy
Funding for this research was provided by:
Hungarian University of Agriculture and Life Sciences
Article History
Received: 17 August 2025
Accepted: 22 December 2025
First Online: 26 February 2026
Declarations
:
: The authors declare no competing interests.
: The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as potential conflicts of interest.
: “This study did not involve human participants or vertebrate animals. All experimental work was conducted on technological systems within standard commercial aquaculture practices. The study focused exclusively on the development and validation of a cloud-edge computing architecture for DDPG-based control systems, with all testing performed on IoT infrastructure, edge computing hardware, and cloud services. No experiments involving live animals or human subjects were conducted as part of this research.”