The embodiments herein provide a system architecture, application model and methods to write Big Data programs using actor systems and asynchronous messaging middleware akka and scala language. The system comprises an actor network connected to a cloud network and to a distributed virtual machine (DVM) network. The actors are connected respectively to the DVMs based on a predefined protocol. A scheduler is provided to schedule the resources to an actor in the actor network. A stop and start mechanism is provided to change a connection between the actors and the DVMs. The system server sends a message to the actor to disconnect an actor connected to one DVM and to connect the actor to another DVM based on a load of a process agent present in each DVM to balance a load on the actor. The system server adds three fundamental operations over actor systems.