Design and evaluation of a remote damage control surgery real-time guidance system based on HoloLens 2 in low-speed network environments

计算机科学 协议(科学) 构造(python库) 模拟 远程控制 传输(电信) 制导系统 控制(管理) 决策树 树(集合论) 消防 人工智能 数据传输 建筑 实时计算 毒物控制 人机交互 医学 控制系统 控制室 动物模型 通信协议 系统体系结构 网络体系结构 嵌入式系统 增强现实 外科
作者
Can Chen,Na Kang,Xin Zhong,Yijun Jia,Renqin Jiang,Chenglin Dai,Haoyang Yang,Lin Chen,Wenqiong Du,Zhaowen Zong
出处
期刊:Scientific Reports [Nature Portfolio]
标识
DOI:10.1038/s41598-025-34705-w
摘要

This study aimed to develop and evaluate a remote damage control surgery (DCS) real-time guidance system based on HoloLens 2 for low-speed network environments. The system design follows a layered architecture model where the core logic is divided into network, data, service, and user layers. Data transmission in low-speed network environments is realized through multidimensional injury data encoding technology, combined with a WebSocket long-link protocol and fragmentation transmission technology. Multi-modal deep learning and decision tree algorithms are used to build an intelligent auxiliary model for injury assessment. Based on this, the HoloLens 2 immersive head-mounted display device is integrated via the Wi-Fi communication protocol to achieve multi-modal, real-time interactive surgical guidance. After the system development was completed, it was applied to four surgical teams composed of 28 students who were randomly divided into remote and control groups. An animal injury platform was used to construct a cranial trauma model for practical assessment. The remote and control groups used a guidance system and video call methods, respectively, to perform simulated remote surgery guidance. The differences in injury judgment, surgical operations, overall effectiveness scores, surgical time, and animal survival time between the two groups were compared. After the assessment, a self-made questionnaire was used for a satisfaction survey. In the remote group, the surgery operation scores were higher and the surgical time was shorter than in the control group (both P < 0.05). There were no significant differences between the two groups in injury assessment, overall effectiveness scores, or animal survival time (P > 0.05). The students scored the system's necessity, effectiveness, compatibility, and deployment environment above 5 points. The remote DCS guidance system based on HoloLens 2 can provide remote real-time interactive guidance for DCS using mixed reality technology. The proposed method can mitigate data transmission delays in low-speed, complex network environments. In addition, the surgical guidance system can assist surgeons in improving their ability in DCS and provide real-time, efficient decision-making support, making it worthy of further application and popularization.
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