Skin Cancer Classification of HAM 10000 Datasetusing CNN with Inception V3 Model

Abstract

Currently, Solar PVs are gaining considerable acceptance because of their ability to directly convert sunlight into electric power. Nevertheless, photovoltaic-generated electricity may fail to satisfy the ever-increasing energy demand because it does not provide a consistent supply that aligns with the needs of consumers. To solve this problem, energy storage has recently gained importance in gridconnected Photo Voltaic (PV) plants. This helps in managing loads more flexibly and overcoming problems related to power quality faced by grid-distributed networks, thereby making PV plants valuable and appealing. To effectively integrate PV plants and storage systems into the power grid, various techniques for battery management have been developed to create a demand that is more responsive to prices. The wider deployment of PV systems is hindered by the lack of supporting policies. This study reviews different techniques of configuration and modeling employed for the optimal operationalization of PV grid-tied systems with battery storage. We examined numerous optimization methods and dispatch mechanisms for energy stored that capitalize on the monetary worth of battery-operated PV systems. We also discuss the grid-connected PV system-related power quality and control technology challenges. Finally, we explored several functioning and maintenance concerns of battery-operated PV systems and highlighted the financial and ecological advantages of PV grid-tied configuration. The goal of this study was to review several technical issues related to the condition of PV systems. These issues include energy regulation, various cell technologies, energy management and scheduling methods, reliability, and power quality. We also discuss whether findings from the University of Juba should be adopted.