Wireless sensor networks (WSNs) require efficient energy utilization due to limited resources and connectivity constraints. This study proposes a Multi-Route Clustering Protocol using Timeslot Transmission (MRCP-TTDPS) with dynamic path selection to optimize energy use. The method uses Multipath Optimized Routing (MPRS) to detect path quality, Cluster-Based Optimal Path Selection (CORS) for best energy path, and energy consumption models to select nodes with maximum residual energy as cluster heads. Results show improved path energy utilization and path quality compared to conventional methods.