Abstract

The genetic algorithm is defined as a smart genetic algorithm that can be used to find and improve complex problems, as the study touched on the application of the concept of the Genetic Algorithm (GA) to reduce the waiting time of the auditors and improve the quality of performance at the Radiology Department / Al-Wasiti Teaching Hospital, as the work is divided according to a sequence The references and their arrival time to the radiology department, where data were collected for (arrival time, service time, departure time) for each reviewer in minutes, and the one-channel waiting-line model according to the nature of the aforementioned section MM1. Where the data was tested and found It distributes the appropriate statistical distribution for the nature of the data, and when tested, it was found that the probability distribution of access units is Poisson, while the probability distribution of service units is an exponential distribution, and it was found to find performance measures or operating characteristics and their interpretation and using the MATLAB program and the Win QSB program to obtain the required results.The genetic algorithm has been applied, its properties and the content of its steps have been applied. The results showed that it gave acceptable and high-accuracy solutions on which the researcher relies in making his decision and building what is commensurate with the health reality and its advancement.