深度学习研究及军事应用综述

深度学习作为当前人工智能领域的研究热点之一,已经受到广泛关注.借助于强大的特征表示和学习能力,深度学习日益成为军事领域智能化发展的技术基础.首先结合深度学习的最新发展,指出深度学习的快速发展得益于理论的突破、计算机运算能力的显著提高和开源软件的广泛流行,着重梳理了目前主要的深度学习硬件平台和编程框架,并总结了各自的特点...

Review of Deep Learning Research and Application of New Scientific Discoveries to Military

As one of the current research hotspots in artificial intelligence, deep learning has received widespread attention. With the powerful feature representation and learning capability, the deep learning has increasingly become the technical basis for the development of intelligence in the military field. In combination with the latest development of deep learning, this paper points out that the rapid development of deep learning is attributed to the breakthrough of theory, the remarkable improvement of computer computing power and the widespread popularity of open source software, focuses on combing the current main deep learning hardware platforms and programming frameworks, and summarizes the characteristics and research progress of each. Further, the application and shortcomings of the deep learning in typical military areas such as target recognition, situational awareness and command decision are summarized. Finally, the challenges faced by military application of deep learning are analyzed, including difficulties in data acquisition, insufficient ability to handle uncertain and incomplete information and multi domain information, low accuracy and real time, and poor interpretability and comprehensibility. In view of such challenges mentioned above, the paper looks forward to the future, the possible development directions, and the trend.