2023 6th World Conference on Computing and Communication Technologies (WCCCT)最新文献_第4页

CIMAX-Compiler: An End-to-End ANN Compiler for Heterogeneous Computing-in-Memory Platform cimax编译器:面向异构内存计算平台的端到端人工神经网络编译器

2023 6th World Conference on Computing and Communication Technologies (WCCCT) Pub Date : 2023-01-06 DOI: 10.1109/WCCCT56755.2023.10052488

Chen Yang, Yawei Wang, Lei Wu, Xiang Qiu

{"title":"CIMAX-Compiler: An End-to-End ANN Compiler for Heterogeneous Computing-in-Memory Platform","authors":"Chen Yang, Yawei Wang, Lei Wu, Xiang Qiu","doi":"10.1109/WCCCT56755.2023.10052488","DOIUrl":"https://doi.org/10.1109/WCCCT56755.2023.10052488","url":null,"abstract":"As artificial neural network (ANN) being widely adopted in edge applications, such as voice recognition, and face detection, etc. Computing-In-Memory (CIM) accelerators have received much attention because they are faster and more energy efficient. However, existing compilers are mainly applicable for traditional backend devices rather than emerging hardware architectures like CIM accelerator. In this paper, we propose an end-to-end neural network compiler, named CIMAX-Compiler. It can convert an ANN model in Open Neural Network Exchange (ONNX) format to executable codes, which runs on a heterogeneous embedded system composed of an MCU and a CIM accelerator. CIMAX-Compiler greatly reduces model deployment effort from tens of engineer-hours to less than a second. In addition, we applied several optimization techniques such as operator fusion and convolution compression to further improve compiled code performance. Experimental results show that the optimized code can speed up ANN model inference performance by more than 2× compared with the base-line layer to layer implementation.","PeriodicalId":112978,"journal":{"name":"2023 6th World Conference on Computing and Communication Technologies (WCCCT)","volume":"29 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-01-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114351212","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

A Framework for Decoupling Overlay SDN and Computing Virtualization 一种解耦覆盖SDN和计算虚拟化的框架

2023 6th World Conference on Computing and Communication Technologies (WCCCT) Pub Date : 2023-01-06 DOI: 10.1109/WCCCT56755.2023.10052205

Baohong Lin, Linze Wu, Zhilan Huang, Yi Liu, Yangchun Li, Yongbing Fan

引用次数: 0

High Angle Stability Frequency Selective Surface Design and Simulation 高角稳定频率选择曲面设计与仿真

2023 6th World Conference on Computing and Communication Technologies (WCCCT) Pub Date : 2023-01-06 DOI: 10.1109/WCCCT56755.2023.10052549

Lin Feng, Yang Zhen, Pang Xiaoyu

引用次数: 0

Online Distribution Method of Application Key Based on AKMA 基于AKMA的应用密钥在线分发方法

2023 6th World Conference on Computing and Communication Technologies (WCCCT) Pub Date : 2023-01-06 DOI: 10.1109/WCCCT56755.2023.10052464

Jinhui Li, Jinhua Wang, Chengbing Huang

引用次数: 0

Optimal Game Routing for UAV Adhoc Networks in Smart City 智慧城市无人机自组网的最优博弈路由

2023 6th World Conference on Computing and Communication Technologies (WCCCT) Pub Date : 2023-01-06 DOI: 10.1109/WCCCT56755.2023.10052140

Saifullah, Zhi Ren, K. Mohammadani, Waqar Riaz

{"title":"Optimal Game Routing for UAV Adhoc Networks in Smart City","authors":"Saifullah, Zhi Ren, K. Mohammadani, Waqar Riaz","doi":"10.1109/WCCCT56755.2023.10052140","DOIUrl":"https://doi.org/10.1109/WCCCT56755.2023.10052140","url":null,"abstract":"Unmanned Aerial Vehicular networks play a vital role in future wireless networks due to their flexible network architecture. UAVs are deployed in the military operation, live streaming of events, agriculture farming and the internet of things in smart cities. The UAV adhoc networks are at their initial stages due to unique challenges such as high mobility and, 3D mobility leads to the unstable topology. To tackle this issue position-based routing schemes were introduced to offer high throughput and reduce packet overhead. Though offering many benefits, positionbased routing schemes offers higher delay due to the absence of routing table information. To counter this problem, we have proposed Optimal Game Routing Protocol in which each UAV gets position information of next hope UAV node as well as its neighbouring position. Moreover, we have formulated a game theory function which takes eigenvector centrality, total energy and delay as key measures to select the next hop. To evaluate the efficiency of the proposed scheme, we have compared our scheme with benchmark schemes. Results show OGR outer performs on different load scenarios.","PeriodicalId":112978,"journal":{"name":"2023 6th World Conference on Computing and Communication Technologies (WCCCT)","volume":"30 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-01-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125968110","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 1

A Method of Counteracting Main Lobe Deception Jamming with Frequency Diverse Array 一种用分频阵列对抗主瓣欺骗干扰的方法

2023 6th World Conference on Computing and Communication Technologies (WCCCT) Pub Date : 2023-01-06 DOI: 10.1109/WCCCT56755.2023.10052279

Jihong Yan, Yuhuan Ju, Shunxiang Wang, Xu Feng, Jinghua Xiao, Juelin Luo

引用次数: 0

Routing Architecture Design for the Space-Ground Integrated Information Network 空地综合信息网路由体系结构设计

2023 6th World Conference on Computing and Communication Technologies (WCCCT) Pub Date : 2023-01-06 DOI: 10.1109/WCCCT56755.2023.10052483

Xin Xu, Chaoying Dong, Jun Cai

引用次数: 0