# Energy Efficient Routing Protocol in Novel Schemes for Performance Evaluation
## 5 Experimental Setup
### Modified Gravitational Search Algorithm with Two Fitness Functions  
As the Table 5 shows Fitness functions of relay with multi factors of distance between nodes for reducing delay transmission results comparing with previous  
The network's efficiency is determined by the end-to-end delay. Total network performance decreases as a result of the increased latency. Figure 14 depicts the performance, regarding delay. The MGSA with two FF elects relay nodes, depending on multi-metric factors, with distance prediction between nodes being the most important parameter for reducing end-to-end delay during data transmission. The simulation results show that the delay is significantly reduced compared to that of previous approaches. As the Table 6 shows participation of the nodes for completing the network operations for energy consumption and also looks over the networks life span with minimum and optimized usage  
Figure 14: Performance on end-to-end delay. Figure 13: Packet delivery ratio. \begin{table}
\begin{tabular}{c c c c c} \hline \hline
**TIME** & **FEARM** & **EN-LEACH** & **PROPOSED—ONE FF** & **PROPOSED—TWO FFs** \\ \hline
300 & 0.04800 & 0.03600 & 0.02900 & 0.02200 \\ \hline
600 & 0.05100 & 0.03700 & 0.0300 & 0.02400 \\ \hline
900 & 0.0500 & 0.03600 & 0.0300 & 0.02400 \\ \hline
1200 & 0.05200 & 0.03900 & 0.03200 & 0.02600 \\ \hline
1500 & 0.05200 & 0.04100 & 0.03500 & 0.02900 \\ \hline \hline \end{tabular}
\end{table} 
Table 5: Information about performance proposed. For sensor nodes to participate in network operations, energy is essential. A network's lifetime will be prolonged if its energy consumption is kept to a minimum. The transfer of data consumes a lot of energy. The MGSA with two FF forwarder node selections reduces energy conservation by properly selecting forwarder nodes. The results of energy consumption are shown in Figure 15 demonstrating that the proposed technique optimizes energy usage over the other protocols. As the Table 7 shows data delivery rate through different factors that are affecting data transmission. The process is been effected with parameters of relay node selection method of multi factors for faster data transport throughput displayed. Here data delivery rate is referred to as throughput. Various factors frequently affect data transmission, which can be minimized by using an effective relay node method. MGSA-ORS with the FF method chooses forwarded nodes, depending on a set of multi-metric criteria that assist in transporting data faster. A graph of throughput displayed in Figure 16 demonstrates suggested MGSA-ORS, with two FF method transmitting data more effectively than prior methods. \begin{table}
\begin{tabular}{c c c c c} \hline
**TIME** & **FEARM** & **EN-LEACH** & **PROPOSED—ONE FF** & **PROPOSED—TWO FFs** \\ \hline
300 & 5.8900 & 4.1300 & 3.3600 & 2.600 \\ \hline
600 & 5.9600 & 4.5600 & 3.8400 & 3.1200 \\ \hline
900 & 6.1100 & 5.2600 & 4.2100 & 3.3600 \\ \hline
1200 & 6.1500 & 5.800 & 4.9500 & 4.100 \\ \hline
1500 & 6.1900 & 6.0100 & 5.1300 & 4.2500 \\ \hline \end{tabular}
\end{table} 
Table 6: Information regarding energy consumption. \begin{table}
\begin{tabular}{c c c c c} \hline
**TIME** & **FEARM** & **EN–LEACH** & **PROPOSED—ONE FF** & **PROPOSED—TWO FFs** \\ \hline
300 & 90.00 & 87.00 & 85.00 & 81.00 \\ \hline
600 & 96.00 & 91.00 & 86.00 & 82.00 \\ \hline
900 & 94.00 & 90.00 & 86.00 & 82.00 \\ \hline
1200 & 95.00 & 89.00 & 83.00 & 82.00 \\ \hline
1500 & 95.00 & 89.00 & 85.00 & 81.00 \\ \hline \end{tabular}
\end{table} 
Table 7: Information regarding throughput proposal. Figure 15: Energy Consumption. The Level of network with one lower overhead in order to reduce the routing complexity as well as data aggregation using MGSA-elected relay nodes. These metric results are shown in Table 8.  
Level of complexity that network must cope with, in order to process these algorithms, is referred to as overhead. The network preferred the one with lower overhead.