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Heterogeneous wireless network pose many interesting research challenges. Among them, resource management and load balancing in such a hybrid environment is still an open problem. Consider these issues an efficient semi distributed load balancing architecture for multiple access networks is introduced in this paper. Since both centralize and distributed architecture has their own pros and cons, in partially distributed architecture we successfully overcome the problem of both design. In this grid based design multiple Load and Mobile Agent Management Units is incorporated. To prove the compactness of the design signaling overhead and total processing time is calculated. And finally simulation result shows that overall system performance is improved by reducing overhead and time.