Search Results for author: Member

Found 41 papers, 6 papers with code

Ultra-Robust Real-Time Estimation of Gait Phase

no code implementations IEEE Transactions on Neural Systems and Rehabilitation Engineering 2023 Mohammad Shushtari, Hannah Dinovitzer, Jiacheng Weng, and Arash Arami, Member, IEEE

The estimator is finally tested on a participant walking with an active exoskeleton, demonstrating the robustness of D67 in interaction with an exoskeleton without being trained on any data from the test subject with or without an exoskeleton.


Deep Reinforcement Learning based Model-free On-line Dynamic Multi-Microgrid Formation to Enhance Resilience

no code implementations6 Mar 2022 Jin Zhao, Member, Fangxing Li, Fellow, Srijib Mukherjee, Senior Member, Christopher Sticht

The proposed deep RL method provides real-time computing to support on-line dynamic MMGF scheme, and the scheme handles a long-term resilience enhancement problem using adaptive on-line MMGF to defend changeable conditions.

Reinforcement Learning (RL)

High-order Correlation Preserved Incomplete Multi-view Subspace Clustering

3 code implementations IEEE Transactions on Image Processing 2022 Zhenglai Li, Chang Tang, Xiao Zheng, Xinwang Liu, Senior Member, Wei zhang, Member, IEEE, and En Zhu

Specifically, multiple affinity matrices constructed from the incomplete multi-view data are treated as a thirdorder low rank tensor with a tensor factorization regularization which preserves the high-order view correlation and sample correlation.

Clustering Incomplete multi-view clustering +2

A GAN-Based Short-Term Link Traffic Prediction Approach for Urban Road Networks Under a Parallel Learning Framework

no code implementations IEEE Transactions on Intelligent Transportation Systems 2022 Junchen Jin, Member, IEEE, Dingding Rong, Tong Zhang, Qingyuan Ji, Haifeng Guo, Yisheng Lv, Xiaoliang Ma, and Fei-Yue Wang

This paper proposes a short-term traffic speed prediction approach, called PL-WGAN, for urban road networks, which is considered an important part of a novel parallel learning framework for traffic control and operation.

Traffic Prediction

Shallow Network Based on Depthwise Over-Parameterized Convolution for Hyperspectral Image Classification

no code implementations1 Dec 2021 Hongmin Gao, Member, Zhonghao Chen, Student Member, IEEE, Chenming Li

Therefore, this letter proposes a shallow model for HSIC, which is called depthwise over-parameterized convolutional neural network (DOCNN).

Hyperspectral Image Classification

Deep Learning Based Autonomous Vehicle Super Resolution DOA Estimation for Safety Driving

no code implementations IEEE Transactions on Intelligent Transportation Systems 2021 Liangtian Wan, Yuchen Sun, Lu Sun, Member, Zhaolong Ning, Senior Member, and Joel J. P. C. Rodrigues, Fellow, IEEE

Abstract— In this paper, a novel system architecture including a massive multi-input multi-output (MIMO) or a reconfigurable intelligent surface (RIS) and multiple autonomous vehicles is considered in vehicle location systems.

Autonomous Vehicles Super-Resolution

Detailed Primary and Secondary Distribution System Model Enhancement Using AMI Data

no code implementations29 May 2021 Karen Montano-Martinez, Sushrut Thakar, Shanshan Ma, Zahra Soltani, Student Member, Vijay Vittal, Life Fellow, Mojdeh Khorsand, Raja Ayyanar, Senior Member, Cynthia Rojas, Member, IEEE

Reliable and accurate distribution system modeling, including the secondary network, is essential in examining distribution system performance with high penetration of distributed energy resources (DERs).

Time Series Time Series Analysis

Multi-Scale and Multi-Direction GAN for CNN-Based Single Palm-V ein Identification

no code implementations IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY 2021 Huafeng Qin, Mounim A. El-Y acoubi, Y a n t a o L i, Member, IEEE, and Chongwen Liu

Despite recent advances of deep neural networks in hand vein identification, the existing solutions assume the availability of a large and rich set of training image samples.

Data Augmentation

Data-Driven Assisted Chance-Constrained Energy and Reserve Scheduling with Wind Curtailment

no code implementations2 Nov 2020 Xingyu Lei, Student Member, Zhifang Yang, Member, Junbo Zhao, Juan Yu, Senior Member, IEEE

Case studies performed on the PJM 5-bus and IEEE 118-bus systems demonstrate that the proposed method is capable of accurately accounting the influence of wind curtailment dispatch in CCO.

Systems and Control Systems and Control

CRPN-SFNet: A High-Performance Object Detector on Large-Scale Remote Sensing Images

no code implementations28 Oct 2020 QiFeng Lin, Jianhui Zhao, Gang Fu, and Zhiyong Yuan, Member, IEEE

Extensive experiments on the public Dataset for Object deTection in Aerial images data set indicate that our CRPN can help our detector deal the larger image faster with the limited GPU memory; meanwhile, the SFNet is beneficial to achieve more accurate detection of geospatial objects with wide-scale range.

object-detection Object Detection In Aerial Images +1

Completion of Missing Labels for Multi-Label Annotation by a Unified Graph Laplacian Regularization

no code implementations1 Oct 2020 Jonathan MOJOO†a), Yu ZHAO†, Muthu Subash KAVITHA†, Nonmembers, Junichi MIYAO†, Member, and Takio KURITA

This work proposes a novel method to solve the problem of multi-label image annotation by unifying two different types of Laplacian regularization terms in deep convolutional neural network (CNN) for robust annotation performance.

Image Retrieval Retrieval

Frame-wise Cross-modal Matching for Video Moment Retrieval

1 code implementation22 Sep 2020 Haoyu Tang, Jihua Zhu, Meng Liu, Member, IEEE, Zan Gao, Zhiyong Cheng

Another contribution is that we propose an additional predictor to utilize the internal frames in the model training to improve the localization accuracy.

Boundary Detection Moment Retrieval +1

Edge server deployment scheme of blockchain in IoVs

no code implementations16 Jun 2020 Liya Xu, Mingzhu Ge, Weili Wu, Member, IEEE

In fact, the application of blockchain in IoVs can be implemented by employing edge computing.


Service Provisioning Framework for RAN Slicing: User Admissibility, Slice Association and Bandwidth Allocation

no code implementations IEEE Transactions on Mobile Computing 2020 Yao Sun, Shuang Qin, Member, Gang Feng, Lei Zhang, and Muhammad Ali Imran, SeniorMember, IEEE

Network slicing (NS) has been identified as one of the most promising architectural technologies for future mobile network systems to meet the extremely diversified service requirements of users.

Decision Fusion in Space-Time Spreading aided Distributed MIMO WSNs

no code implementations16 May 2020 I. Dey, H. Joshi, Member, N. Marchetti, Senior Member, IEEE

In this letter, we propose space-time spreading (STS) of local sensor decisions before reporting them over a wireless multiple access channel (MAC), in order to achieve flexible balance between diversity and multiplexing gain as well as eliminate any chance of intrinsic interference inherent in MAC scenarios.


A Lightweight and Privacy-Preserving Authentication Protocol for Mobile Edge Computing

no code implementations27 Feb 2020 Kuljeet Kaur∗, Sahil Garg∗, Georges Kaddoum∗, Member, Mohsen Guizani†, Fellow, IEEE, and Dushantha Nalin K. Jayakody‡, Senior Member, IEEE.

With the advent of the Internet-of-Things (IoT), vehicular networks and cyber-physical systems, the need for realtime data processing and analysis has emerged as an essential pre-requite for customers’ satisfaction.

Cloud Computing Edge-computing +1

Reconfigurable Intelligent Surface Assisted Multiuser MISO Systems Exploiting Deep Reinforcement Learning

1 code implementation24 Feb 2020 Chongwen Huang, Member, IEEE, Ronghong Mo, Chau Yuen, Senior Member

In this paper, we investigate the joint design of transmit beamforming matrix at the base station and the phase shift matrix at the RIS, by leveraging recent advances in deep reinforcement learning (DRL).

Neural Network simulation reinforcement-learning +1

Reinforcement Learning Tracking Control for Robotic Manipulator With Kernel-Based Dynamic Model

no code implementations TRANSACTION 2020 Yazhou Hu, Wenxue Wang, Hao liu, and Lianqing Liu, Member, IEEE

In this algorithm, a reward function is defined according to the features of tracking control in order to speed up the learning process, and then an RL tracking controller with a kernel-based transition dynamic model is proposed.

Continuous Control reinforcement-learning +1

Broad Learning System Based on Maximum Correntropy Criterion

no code implementations24 Dec 2019 Yunfei Zheng, Badong Chen, Shiyuan Wang, Senior Member, Weiqun Wang, Member, IEEE

As an effective and efficient discriminative learning method, Broad Learning System (BLS) has received increasing attention due to its outstanding performance in various regression and classification problems.

General Classification Incremental Learning +1

Localization and Clustering Based on Swarm Intelligence in UAV Networks for Emergency Communications

no code implementations IEEE Internet of Things Journal 2019 Muhammad Yeasir Arafat, Sangman Moh, Member, IEEE

Second, we propose an energy-efficient swarm-intelligence-based clustering (SIC) algorithm based on PSO, in which the particle fitness function is exploited for inter-cluster distance, intra-cluster distance, residual energy, and geographic location.


A Universal Approximation Result for Difference of log-sum-exp Neural Networks

no code implementations21 May 2019 Giuseppe C. Calafiore, Stephane Gaubert, Member, Corrado Possieri

We show that a neural network whose output is obtained as the difference of the outputs of two feedforward networks with exponential activation function in the hidden layer and logarithmic activation function in the output node (LSE networks) is a smooth universal approximator of continuous functions over convex, compact sets.

Discrete-Time Impulsive Adaptive Dynamic Programming

no code implementations IEEE Transactions on Cybernetics 2019 Qinglai Wei, Ruizhuo Song, Member, IEEE, Zehua Liao, Benkai Li, and Frank L. Lewis

Abstract—In this paper, a new iterative adaptive dynamic programming (ADP) algorithm is developed to solve optimal impulsive control problems for infinite horizon discrete-time nonlinear systems.

PEA265: Perceptual Assessment of Video Compression Artifacts

no code implementations1 Mar 2019 Liqun Lin, Shiqi Yu, Tiesong Zhao, Member, Zhou Wang, Fellow, IEEE

To monitor and improve visual QoE, it is crucial to develop subjective and objective measures that can identify and quantify various types of PEAs.

Blocking Motion Estimation +2

Blockchain for Secure and Efficient Data Sharing in Vehicular Edge Computing and Networks

no code implementations IEEE INTERNET OF THINGS JOURNAL, VOL. 6, NO. 3 2018 Jiawen Kang, Rong Y u, Xumin Huang, Maoqiang Wu, Sabita Maharjan, Member, Shengli Xie, and Y an Zhang, Senior Member, IEEE

Due to limited resources with vehicles, vehicular edge computing and networks (VECONs) i. e., the integration of mobile edge computing and vehicular networks, can provide powerful computing and massive storage resources.


Optimal Training for Residual Self-Interference for Full-Duplex One-Way Relays

no code implementations13 Aug 2018 Xiaofeng Li, Cihan Tepedelenlio˘glu, and Habib ¸Senol, Member, IEEE

For the former, we propose a training scheme to estimate the overall channel, and for the latter the CRB and the optimal number of relays are derived when the distance between the source and the destination is fixed.

Robust Single Image Super-Resolution via Deep Networks With Sparse Prior

1 code implementation journals 2016 Ding Liu, Zhaowen Wang, Bihan Wen, Student Member, Jianchao Yang, Member, Wei Han, and Thomas S. Huang, Fellow, IEEE

We demonstrate that a sparse coding model particularly designed for SR can be incarnated as a neural network with the merit of end-to-end optimization over training data.

Image Super-Resolution

A Decentralized Cooperative Control Scheme With Obstacle Avoidance for a Team of Mobile Robots

no code implementations journal 2013 Hamed Rezaee, Student Member, and Farzaneh Abdollahi, Member, IEEE

The problem of formation control of a team of mobile robots based on the virtual and behavioral structures is considered in this paper.

Physiological Parameter Monitoring from Optical Recordings with a Mobile Phone

no code implementations29 Jul 2011 Christopher G. Scully, Student Member, Jinseok Lee, Joseph Meyer, Alexander M. Gorbach, Domhnull Granquist-Fraser, Yitzhak Mendelson, Member, and Ki H. Chon, Senior Member, IEEE

We show that a mobile phone can serve as an accurate monitor for several physiological variables, based on its ability to record and analyze the varying color signals of a fingertip placed in contact with its optical sensor.

Heart rate estimation Heart Rate Variability +1

Performance Analysis of Two Hop Amplify-and-Forward Systems with Interference at the Relay

no code implementations journal 2010 Himal A. Suraweera, Member, HariK.Garg, and A. Nallanathan, Senior Member, IEEE

Abstract—We analyze the performance of a two hop channel state information (CSI)-assisted amplify-and-forward system, with co-channel interference at the relay.

Efficiently Indexing Large Sparse Graphs for Similarity Search

no code implementations18 Feb 2010 Guoren Wang, Bin Wang, Xiaochun Yang, IEEE Computer Society, and Ge Yu, Member, IEEE

Abstract—The graph structure is a very important means to model schemaless data with complicated structures, such as protein- protein interaction networks, chemical compounds, knowledge query inferring systems, and road networks.

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