# Maximizing Efficiency in Energy Trading Operations through IoT-Integrated Digital Twins
## 4 Performance Analysis
### Issues and Challenges  
The implementation of the suggested study inside real-world energy trading situations may provide a number of obstacles. The expansion of the framework to accommodate a larger number of nano-grid dwellings presents a possible challenge in terms of scalability. This is due to the increasing computing requirements and the possibility of network  
Figure 10: Comparison analysis for response time for real-time energy tasks executed in the proposed Internet of Things (IoT)-orchestrated energy trading system using three scheduling techniques.  
Figure 9: The provided figure outlines the assessment criteria employed to analyze the results of Internet if Things (IoT)-driven task orchestration in the context of nano-grid energy operations. This assessment comprises two key components: (**a**) An examination of throughput within the energy trading sector, encompassing tasks involved in IoT task orchestration. (**b**) An assessment of task latency during the execution of energy trading within nano-grids. (**c**) An inquiry into the comparison of task failure and task scarcity in IoT task orchestration, with a specific emphasis on cutting-edge scheduling strategies for executed tasks.  
congestion. The deployment of IoT devices, such as sensors and Raspberry Pi devices, poses hurdles in terms of hardware needs. These obstacles encompass the initial expenses associated with acquiring and implementing these devices, as well as compatibility issues that arise in locations with obsolete infrastructure. The process of incorporating the framework into pre-existing energy systems may encounter obstacles, such as challenges related to compatibility with outdated systems and opposition from conventional energy suppliers due to aversion towards change. The transmission of sensitive information gives rise to issues regarding data security and privacy, hence mandating the implementation of rigorous safeguards to prevent breaches and assure adherence to regulatory requirements. The establishment of a robust and dependable infrastructure for Internet of Things (IoT) devices is of paramount importance in order to achieve the desired outcomes. This necessitates the implementation of various strategies aimed at mitigating potential issues, such as malfunctions, technological problems, and power supply disruptions. The process of overcoming regulatory and legal obstacles in peer-to-peer energy trading entails traversing intricate frameworks and acquiring the required approvals. These challenges encompass resolving issues pertaining to data ownership, responsibility, and contractual agreements. The obstacles to obtaining cooperation from inhabitants lie in user acceptance and behavior, as there is a possibility of encountering opposition when introducing new technologies or attempting to modify energy usage habits. It is imperative to approach these difficulties in a comprehensive manner in order to effectively execute the framework in practical situations. This entails taking into account technological, regulatory, and sociological factors to guarantee the durability and efficacy of the framework