Guest Editorial Signal Processing for Digital Twin in 6G Multi-Tier Computing Systems

IF 8.7 1区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC
Kunlun Wang;Trung Q. Duong;Saeed R. Khosravirad;Octavia A. Dobre;George K. Karagiannidis
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引用次数: 0

Abstract

Digital twin (DT) has become a game-changing tech- nology in many smart applications, including smart cities, manufacturing, automotive, gaming, entertainment and climate resilience. DTs help push the boundaries of system reliability and are used to support a wide range of func- tions such as diagnostics and fault prediction. Keeping DT up-to-date requires communication means with low latency, high reliability, and high data security protection. The digital virtual twins of physical systems are then used to optimize performance of the system in real time, and one example for such systems is the sixth-generation (6G) wireless networks. There are many challenges in representing a physical system virtually, such as true reflection of attributes, entanglement and composability . Entanglement refers to the truly complete exchange of information between physical objects and their logical twins, while composability deals with using the ex- isting twins of different entities to enable a complete twin- based service. A typical 6G service can be deployed using either a single or multiple twin objects. Multi-tier computing enables the distributed smart devices using the signal pro- cessing and wireless communication techniques to share their idle computing and storage resources, realising the efficient utilisation of multi-tier resources. The sharing of computing, communication and caching resources in multi-tier computing systems is maturing with the continuous development of signal processing and wireless communication technology to create an intelligent interconnected world for the metaverse.
特邀编辑 6G 多层计算系统中数字双子星的信号处理
在智能城市、制造、汽车、游戏、娱乐和气候适应等许多智能应用领域,数字孪生(DT)已成为改变游戏规则的技术。数字孪生有助于推动系统可靠性的发展,并用于支持诊断和故障预测等多种功能。保持数字虚拟孪生系统的更新需要低延迟、高可靠性和高数据安全保护的通信手段。物理系统的数字虚拟双胞胎可用于实时优化系统性能,第六代(6G)无线网络就是此类系统的一个例子。虚拟呈现物理系统面临许多挑战,如属性的真实反映、纠缠和可组合性。纠缠是指物理对象与其逻辑孪生体之间真正完整的信息交换,而可组合性是指使用不同实体的孪生体来实现基于孪生体的完整服务。典型的 6G 服务可以使用单个或多个孪生对象进行部署。多层计算使使用信号采集和无线通信技术的分布式智能设备能够共享其闲置的计算和存储资源,实现多层资源的高效利用。随着信号处理和无线通信技术的不断发展,多层计算系统中的计算、通信和缓存资源共享正日趋成熟,从而创造出一个智能互联的元世界。
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来源期刊
IEEE Journal of Selected Topics in Signal Processing
IEEE Journal of Selected Topics in Signal Processing 工程技术-工程:电子与电气
CiteScore
19.00
自引率
1.30%
发文量
135
审稿时长
3 months
期刊介绍: The IEEE Journal of Selected Topics in Signal Processing (JSTSP) focuses on the Field of Interest of the IEEE Signal Processing Society, which encompasses the theory and application of various signal processing techniques. These techniques include filtering, coding, transmitting, estimating, detecting, analyzing, recognizing, synthesizing, recording, and reproducing signals using digital or analog devices. The term "signal" covers a wide range of data types, including audio, video, speech, image, communication, geophysical, sonar, radar, medical, musical, and others. The journal format allows for in-depth exploration of signal processing topics, enabling the Society to cover both established and emerging areas. This includes interdisciplinary fields such as biomedical engineering and language processing, as well as areas not traditionally associated with engineering.
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