To solve the dimensional explosion problem, this paper proposes a new architecture for fuzzy system, deep hierarchical self-organizing interval type-2 system (DHSOIT2FS). Each sub-fuzzy is constructed online, with rules by rule online update algorithm, consequent parameters updated iterative least squares, and antecedent are using gradient descent algorithm. DHSOIT2FS uses classic serial-layere...