The study discusses the rising global temperatures due to climate change and the need to reduce greenhouse gas emissions by shifting to renewable energy sources. Renewable energy capacity additions, particularly wind and solar energy, are on the rise. The article introduces a collaborative optimization method for designing hydrogen production systems (HPS) that can adapt to the characteristics of renewable energy sources. It emphasizes the significance of 'green hydrogen' produced from renewable sources, like wind and solar, as a versatile and sustainable energy carrier. The proposed model considers factors such as electrolyzer grouping, hydrogen production loss, and operating load range to enhance the efficiency of the system. The research highlights the potential of coupling different types of electrolyzers in HPS to improve overall performance and reduce environmental impact. By optimizing the design and annual scheduling of the system, the study aims to pave the way for a more sustainable and efficient energy production system that aligns with global efforts to combat climate change.