Search Results for author: Yi Gong

Found 13 papers, 1 papers with code

Joint Channel Estimation and Cooperative Localization for Near-Field Ultra-Massive MIMO

no code implementations21 Dec 2023 Ruoxiao Cao, Hengtao He, Xianghao Yu, Shenghui Song, Kaibin Huang, Jun Zhang, Yi Gong, Khaled B. Letaief

To address the joint channel estimation and cooperative localization problem for near-field UM-MIMO systems, we propose a variational Newtonized near-field channel estimation (VNNCE) algorithm and a Gaussian fusion cooperative localization (GFCL) algorithm.

Learning a Low-Rank Feature Representation: Achieving Better Trade-Off between Stability and Plasticity in Continual Learning

1 code implementation14 Dec 2023 Zhenrong Liu, Yang Li, Yi Gong, Yik-Chung Wu

This approach optimizes network parameters in the null space of the past tasks' feature representation matrix to guarantee the stability.

Continual Learning

Hyb-NeRF: A Multiresolution Hybrid Encoding for Neural Radiance Fields

no code implementations21 Nov 2023 Yifan Wang, Yi Gong, Yuan Zeng

To address these issues, we present Hyb-NeRF, a novel neural radiance field with a multi-resolution hybrid encoding that achieves efficient neural modeling and fast rendering, which also allows for high-quality novel view synthesis.

Novel View Synthesis

Realizing In-Memory Baseband Processing for Ultra-Fast and Energy-Efficient 6G

no code implementations19 Aug 2023 Qunsong Zeng, Jiawei Liu, Mingrui Jiang, Jun Lan, Yi Gong, Zhongrui Wang, Yida Li, Can Li, Jim Ignowski, Kaibin Huang

To support emerging applications ranging from holographic communications to extended reality, next-generation mobile wireless communication systems require ultra-fast and energy-efficient baseband processors.

Multi-Channel Attentive Feature Fusion for Radio Frequency Fingerprinting

no code implementations19 Mar 2023 Yuan Zeng, Yi Gong, Jiawei Liu, Shangao Lin, Zidong Han, Ruoxiao Cao, Kaibin Huang, Khaled Ben Letaief

The features extracted from different channels are fused adaptively using a shared attention module, where the weights of neural features from multiple channels are learned during training the McAFF model.

Learning to Scale Temperature in Masked Self-Attention for Image Inpainting

no code implementations13 Feb 2023 Xiang Zhou, Yuan Zeng, Yi Gong

Recent advances in deep generative adversarial networks (GAN) and self-attention mechanism have led to significant improvements in the challenging task of inpainting large missing regions in an image.

Image Inpainting Patch Matching

Trainable Proximal Gradient Descent Based Channel Estimation for mmWave Massive MIMO Systems

no code implementations23 Dec 2022 Peicong Zheng, Xuantao Lyu, Yi Gong

The TPGD-Net unfolds the iterative proximal gradient descent (PGD) algorithm into a layer-wise network, with the gradient descent step size set as a trainable parameter.

Realizing Ultra-Fast and Energy-Efficient Baseband Processing Using Analogue Resistive Switching Memory

no code implementations7 May 2022 Qunsong Zeng, Jiawei Liu, Jun Lan, Yi Gong, Zhongrui Wang, Yida Li, Kaibin Huang

To support emerging applications ranging from holographic communications to extended reality, next-generation mobile wireless communication systems require ultra-fast and energy-efficient (UFEE) baseband processors.

Intelligent Reflecting Surface Aided Mobile Edge Computing With Binary Offloading: Energy Minimization for IoT Devices

no code implementations4 May 2022 Yizhen Yang, Yi Gong, Yik-Chung Wu

Mobile edge computing (MEC) is envisioned as a promising technique to support computation-intensive and timecritical applications in future Internet of Things (IoT) era.

Edge-computing Total Energy

Learning of Time-Frequency Attention Mechanism for Automatic Modulation Recognition

no code implementations5 Nov 2021 Shangao Lin, Yuan Zeng, Yi Gong

Recent learning-based image classification and speech recognition approaches make extensive use of attention mechanisms to achieve state-of-the-art recognition power, which demonstrates the effectiveness of attention mechanisms.

Automatic Modulation Recognition Image Classification +2

A Multi-intersection Vehicular Cooperative Control based on End-Edge-Cloud Computing

no code implementations1 Dec 2020 Mingzhi Jiang, Tianhao Wu, Zhe Wang, Yi Gong, Lin Zhang, Ren Ping Liu

In particular, we propose a Multi-intersection Vehicular Cooperative Control (MiVeCC) to enable cooperation among vehicles in a large area with multiple unsignalized intersections.

Cloud Computing Management

Monthly electricity consumption forecasting by the fruit fly optimization algorithm enhanced Holt-Winters smoothing method

no code implementations14 Aug 2019 Weiheng Jiang, Xiaogang Wu, Yi Gong, Wanxin Yu, Xinhui Zhong

The main idea is that, we use fruit fly optimization algorithm to select smoothing parameters for Holt-Winters exponential smoothing method.

Management

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