Development and Application of Virtual Simulation Practice Teaching Platform for Cell Culture Based on Intelligent Control System

2021 IEEE Conference on Telecommunications, Optics and Computer Science (TOCS) Pub Date : 2021-12-10 DOI:10.1109/TOCS53301.2021.9688775

C. Xie

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引用次数: 0

Abstract

Experimental teaching of cell medicine is an important way to cultivate medical students’ practical ability and innovative thinking. However, due to the limitations of time, space, resources and risks, it cannot be carried out well. Virtual experiment teaching aims at fulfilling teaching requirements and contents, and comprehensively applies intelligent technology to improve the attractiveness and teaching effectiveness of experimental teaching projects. Combining neural network with reinforcement learning, a new algorithm model is proposed. The application of this model in the intelligent control system will make the agent have comprehensive advantages such as autonomy, high efficiency and large capacity. The cell culture virtual simulation practice teaching platform based on the intelligent control system not only saves the operation cost and time, but also enables learners to conduct difficult experimental operations on the spot. This paper will introduce the design and development of this system in detail.

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基于智能控制系统的细胞培养虚拟仿真实践教学平台的开发与应用

细胞医学实验教学是培养医学生实践能力和创新思维的重要途径。但由于时间、空间、资源和风险的限制，无法很好地开展。虚拟实验教学以满足教学要求和教学内容为目标，综合应用智能技术，提高实验教学项目的吸引力和教学效果。将神经网络与强化学习相结合，提出了一种新的算法模型。该模型在智能控制系统中的应用将使智能体具有自主性、高效率、大容量等综合优势。基于智能控制系统的细胞培养虚拟模拟实践教学平台，不仅节省了操作成本和时间，而且可以让学习者在现场进行高难度的实验操作。本文将详细介绍该系统的设计与开发。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

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来源期刊

2021 IEEE Conference on Telecommunications, Optics and Computer Science (TOCS)

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