Adsorption Failure and Control Strategies of Hierarchical-Porous Biochar in Dynamic-Humidity Indoor Environments: A Mechanism-Directed Review and Adaptive Control Framework. (2026). Green Design Engineering, 3(4), 55-62. https://gdejournal.org/article/view/1219