• V–Ti-based solid solution alloys exhibit reversible hydrogen storage capacity exceeding 2 wt% at ambient temperatures, making them promising for solid-state hydrogen storage.
• Hydrogen storage performance is critically influenced by elementary composition, phase structure, and homogeneity of the alloy.
• Micro-strain accumulation during cycling is identified as a primary cause of capacity degradation in V–Ti-based alloys.
• Future development should focus on low-cost, high-performance alloys with enhanced cyclic durability and activation performance for practical MH tank applications.
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