Studies the chaotic dynamics of coupled Bose-Einstein condensates system in a double-well potential. Investigates the Melnikov chaotic oscillation of the atomic number difference through theoretical analysis. When the system is within non-chaotic zone, numerical calculations reveal that it enters chaos state from multi-cycle state with the decrease of modulation frequency and in certain periods of time it appears chaotic macroscopic quantum self-confinement.