The results indicated that the electric power consumption was reduced by 61% and the COP increased by 155% compared with the stand-alone VCR [29]. Solar collectors are heat exchangers specially designed to transform solar radiation energy into the internal energy of the transport medium [30]. Machine-learning algorithms can mitigate the challenges of intricate mathematical modeling and costly experiments and enhance the performance of the heat exchanger [31]. Artificial intelligence (AI) techniques in the evaluation of the solar potential, fault detection, and optimization have shown superiority over physical models [32]. The flat plate collector (FPC) is the most efficient and simple solar collector for converting solar energy into heat [33]. The heating capacity of the FPC is 80 \({}^{\circ}\)C [34]. The solar concentrator is used to focus solar radiation, increasing the temperature up to 2000 \({}^{\circ}\)C by using parabolic reflectors, mirrors, and dish systems [35]. The solar concentrator increases the optical energy flux density on the receiver, hence increasing the temperature of the receiver [36]. Non-tracking solar collectors are stationary and usually have concentration ratio less than 5, which makes them suitable for operating temperatures of about 150 \({}^{\circ}\)C [37]. A CPC is capable of delivering all the solar radiation falling within its aperture and limits the requirement for moving the collector to capture the solar radiation [38]. The solar-assisted hybrid cooling system costs 60-120% more than traditional systems. It reduces energy consumption by 45-75% and carbon dioxide emission by 40-70% [39]. A solar-powered absorption cooling system using LiBr-H\({}_{2}\)O was simulated and optimized for a residential block in the United Arab Emirates (UAE); the COP was found to be 0.79 when an evacuated-tube solar collector with an area of 40 m\({}^{2}\) was utilized. The results show that the system cost 43%, consumes energy 8%, and emits CO\({}_{2}\) of 8.5% of the cost, energy consumed, and carbon production of a single VCR system, respectively [40]. The experimental behavior of a solar absorption chiller with LiBr-H\({}_{2}\)O as the working fluid was efficient in meeting the cooling demand of 13,255 kWh/ year with an FPC in Spain [41]. The experimental results of a 4.5 kW LiBr-H\({}_{2}\)O absorption cooling system with a vacuum FPC of 42.2 m\({}^{2}\) area resulted in a COP of 0.53 [40]. The theoretical analysis of a solar hybrid cooling system in Egypt resulted in alleviating the electricity consumption by 63% when compared to aVCR [42]. The present investigation focuses on apparent, technological, and numerical tools to study the performance of the system in determining COP and power consumption. However, the literature review also supports the evidence of high solar flux in the KSA, which employs a large amount of its produced energy for air conditioning. The literature review also clearly shows that almost all the cooling in the KSA utilizes a conventional vapor compression system. The integration of a hybrid system using solar heat from a stationary CPC with a double-glazed flat plate absorber for the SVAR generator distinguishes our proposed system from others. Adopting such a system in the KSA is ideal because the country receives a high intensity of solar flux. The first solar absorption cooling system was established in Riyadh, and the it was effective in meeting the required cooling load [43]. The KSA has pledged to reduce CO\({}_{2}\) emissions by 278 million tons annually by 2030 through the use of renewable energy resources [44]. The Saudi Vision 2030 aimsat adopting cost-effective and efficient energy-producing technologies with the goal of producing 50% of its total required energy through renewable resources [45].