International Chinese Assisted Learning Platform Using a Cuckoo Search Optimization Game-Based Learning Approach

International Chinese Assisted Learning has been the subject of several comprehensive studies in the past decade. Still, a relatively small number of research synthesis studies addressed the mainland Chinese environment of higher education. This study introduces a mobile educational platform for Android that combines Game-Based Learning (GBL) with Cuckoo Search Optimization (CSO) to improve Chinese language learning. But according to current research, the GBL performs less when it follows a static learning path. To improve the GBL’s learning path, the CSO technique is employed. The Client Mobile Learning System, Data Synchronization Intelligence Agent, and Remote Management Server included the system. The corresponding design of this method has been maintained with regard to the various student, new word level, study, and memory stages. Both tests have controlled difficulty levels within a comparable range ensuring accurate testing. The efficacy of the suggested CSO is determined by a variety of cloze tests, the results which indicate that the delay times for counts of 1–5 words are 0.031s, 0.036s, 0.041s, 0.053s, and 0.069s. It has been demonstrated that the suggested CSO-GBL can successfully enhance Chinese language learning performance, and the simulation confirms the system’s viability and efficacy.