Abstract— An infrastructure built in the Manet platform which is reliable to challenge the IT development communities of data stream in high dimensional data cluster modeling. This paper is based on reducing energy consumption and packet loss that leads to congestion control using random early detection (RED) and advanced load balancing in MANETs. Thus, this paper introduces an efficient routing technique called advanced load balancing Multipath routing using AOMDV protocol with fractional order particle swarm optimization (MRFPSO) in MANETs to efficiently balance the load among multiple path by reducing congestion using random early detection. This paper introduces a congestion control mechanism and an advanced load balancing mechanism during the data transmission process. The advanced load balancing mechanism is the selection of a gateway node by using link cost and the path cost to efficiently distribute the load by selecting the most desirable paths. The parameters in this paper in terms of control overhead, packet delivery ratio, average delay and packet drop ratio are found.