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相关论文: ACOS: Arrays of Cheap Optical Switches

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Downlink reconfigurable intelligent surface (RIS)-assisted multi-input-multi-output (MIMO) systems are considered with far-field, near-field, and hybrid-far-near-field channels. According to the angular or distance information contained in…

信息论 · 计算机科学 2023-10-03 Suyu Lv , Yuanwei Liu , Xiaodong Xu , Arumugam Nallanathan , A. Lee Swindlehurst

This paper proposes a novel non-anticipatory long-short-term coordinated dispatch framework for isolated microgrid with hybrid short-long-duration energy storages (LDES). We introduce a convex hull approximation model for nonconvex LDES…

最优化与控制 · 数学 2026-05-08 Ning Qi , Yousuf Baker , Bolun Xu

Optical neural networks (ONNs) have demonstrated record-breaking potential in high-performance neuromorphic computing due to their ultra-high execution speed and low energy consumption. However, current learning protocols fail to provide…

新兴技术 · 计算机科学 2021-09-07 Jiaqi Gu , Chenghao Feng , Zheng Zhao , Zhoufeng Ying , Ray T. Chen , David Z. Pan

Sparse Subspace Clustering (SSC) is a state-of-the-art method for clustering high-dimensional data points lying in a union of low-dimensional subspaces. However, while $\ell_1$ optimization-based SSC algorithms suffer from high…

机器学习 · 计算机科学 2018-02-14 Yanxi Chen , Gen Li , Yuantao Gu

Chips with hundreds to thousands of cores require scalable networks-on-chip (NoCs). Customization of the NoC topology is necessary to reach the diverse design goals of different chips. We introduce sparse Hamming graph, a novel NoC topology…

硬件体系结构 · 计算机科学 2023-06-29 Patrick Iff , Maciej Besta , Matheus Cavalcante , Tim Fischer , Luca Benini , Torsten Hoefler

This paper presents a novel approach to handle the computational complexity in security-constrained unit commitment (SCUC) with corrective network reconfiguration (CNR) to harness the flexibility in transmission networks. This is achieved…

最优化与控制 · 数学 2020-07-21 Arun Venkatesh Ramesh , Xingpeng Li , Kory W. Hedman

Accurate channel state information (CSI) is required for coherent detection in time-variant multiple-input multipleoutput (MIMO) communication systems using orthogonal frequency division multiplexing (OFDM) modulation. One of low-complexity…

信息论 · 计算机科学 2013-02-07 Guan Gui , Wei Peng , Fumiyuki Adachi

Acceleration of deep neural networks to meet a specific latency constraint is essential for their deployment on mobile devices. In this paper, we design an architecture aware latency constrained sparse (ALCS) framework to prune and…

计算机视觉与模式识别 · 计算机科学 2021-09-02 Tianli Zhao , Qinghao Hu , Xiangyu He , Weixiang Xu , Jiaxing Wang , Cong Leng , Jian Cheng

Routing, modulation and spectrum allocation in elastic optical networks is a problem aiming at increasing the capacity of the network. Many algorithms such as shortest path algorithm can be used as the routing section of this problem. The…

网络与互联网体系结构 · 计算机科学 2019-09-11 Mehdi Tarhani , Sanjib Sarkar , Morad Khosravi Eghbal , Mehdi Shadaram

Training deep networks is expensive and time-consuming with the training period increasing with data size and growth in model parameters. In this paper, we provide a framework for distributed training of deep networks over a cluster of CPUs…

机器学习 · 统计学 2017-08-22 Disha Shrivastava , Santanu Chaudhury , Dr. Jayadeva

Network slicing achieves cost-efficient slice customization to support heterogeneous applications and services. Configuring cross-domain resources to end-to-end slices based on service-level agreements, however, is challenging, due to the…

机器学习 · 计算机科学 2022-11-01 Qiang Liu , Nakjung Choi , Tao Han

Cyber-physical systems of systems (CPSoS) are highly complex, dynamic environments in which technical, cybernetic and organisational subsystems interact closely with one another. Dynamic, continuously adaptable resilience is required to…

系统与控制 · 电气工程与系统科学 2025-11-24 Elisabeth Vogel , Peter Langendörfer

Deep learning is experiencing a rise in large-scale models. Training large-scale models is costly, prompting researchers to train large-scale models on commodity servers that more researchers can access. The massive number of parameters…

分布式、并行与集群计算 · 计算机科学 2025-07-01 Shengwei Li , Zhiquan Lai , Dongsheng Li , Yanqi Hao , Weijie Liu , Keshi Ge , Xiaoge Deng , Kai Lu

Stochastic computing (SC) has emerged as an efficient low-power alternative for deploying neural networks (NNs) in resource-limited scenarios, such as the Internet of Things (IoT). By encoding values as serial bitstreams, SC significantly…

机器学习 · 计算机科学 2025-08-14 Ziheng Wang , Pedro Reviriego , Farzad Niknia , Zhen Gao , Javier Conde , Shanshan Liu , Fabrizio Lombardi

The continuing advancement of memory technology has not only fueled a surge in performance, but also substantially exacerbate reliability challenges. Traditional solutions have primarily focused on improving the efficiency of protection…

硬件体系结构 · 计算机科学 2025-09-09 Fan Li , Mimi Xie , Yanan Guo , Huize Li , Xin Xin

Neural network architecture design requires making many crucial decisions. The common desiderata is that similar decisions, with little modifications, can be reused in a variety of tasks and applications. To satisfy that, architectures must…

计算机视觉与模式识别 · 计算机科学 2024-11-08 Anil Kag , Huseyin Coskun , Jierun Chen , Junli Cao , Willi Menapace , Aliaksandr Siarohin , Sergey Tulyakov , Jian Ren

For the last three decades a core use of FPGAs has been for processing communication: FPGA-based SmartNICs are in widespread use from the datacenter to IoT. Augmenting switches with FPGAs, however, has been less studied, but has numerous…

硬件体系结构 · 计算机科学 2025-02-03 Pouya Haghi , Anqi Guo , Tong Geng , Anthony Skjellum , Martin Herbordt

Network connectedness is indispensable for the normal operation of transmission networks. However, there still remains a lack of efficient constraints that can be directly added to the problem formulation of optimal transmission switching…

系统与控制 · 电气工程与系统科学 2020-12-29 Tong Han , Yue Song , David J. Hill

Increasing investment in computing technologies and the advancements in silicon technology has fueled rapid growth in advanced driver assistance systems (ADAS) and corresponding SoC developments. An ADAS SoC represents a heterogeneous…

硬件体系结构 · 计算机科学 2022-09-14 Hao Luan , Yu Yao , Chang Huang

Machine learning is playing an increasingly significant role in emerging mobile application domains such as AR/VR, ADAS, etc. Accordingly, hardware architects have designed customized hardware for machine learning algorithms, especially…

机器学习 · 计算机科学 2018-02-05 Yuhao Zhu , Matthew Mattina , Paul Whatmough