Ferdous Pervej

Wireless Networks, Resource Optimization, Distributed/On-Device Machine Learning, Federated Learning, Wireless for ML, ML for Wireless, Vehicle-to-everything (V2X) communication, Edge Caching/Computing

Works (14)

Updated: August 6th, 2023 05:02

2023 journal article

Resource Constrained Vehicular Edge Federated Learning With Highly Mobile Connected Vehicles

IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 41(6), 1825–1844.

By: M. Pervej  n, R. Jin* & H. Dai n 

author keywords: Index Terms- Connected vehicle (CV); energy efficiency (EE); federated learning (FL); vehicular edge network (VEN)
UN Sustainable Development Goals Color Wheel
UN Sustainable Development Goal Categories
9. Industry, Innovation and Infrastructure (OpenAlex)
Sources: ORCID, Web Of Science, NC State University Libraries
Added: May 17, 2023

2022 article

Mobility, Communication and Computation Aware Federated Learning for Internet of Vehicles

2022 IEEE INTELLIGENT VEHICLES SYMPOSIUM (IV), pp. 750–757.

By: M. Pervej  n, J. Guo*, K. Kim *, K. Parsons *, P. Orlik *, S. Di Cairano *, M. Menner *, K. Berntorp *, Y. Nagai*, H. Dai n 

author keywords: Internet of Vehicle; online federated learning; vehicle-to-everything communication; on-board computation power; vehicle-specific power prediction
Sources: Web Of Science, NC State University Libraries
Added: October 17, 2022

2020 article

Artificial Intelligence Assisted Collaborative Edge Caching in Small Cell Networks

2020 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM).

By: M. Pervej  n, L. Tan * & R. Hu *

author keywords: Cache hit ratio; content delivery network; edge caching; particle swarm optimization; small cell network
TL;DR: A modified particle swarm optimization (M-PSO) algorithm is proposed that efficiently solves the complex constraint problem in a reasonable time and significantly enhances the CHR performance when comparing to that of the existing baseline caching schemes. (via Semantic Scholar)
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Sources: Web Of Science, ORCID, NC State University Libraries
Added: August 9, 2021

2020 conference paper

Dynamic power allocation and virtual cell formation for throughput-optimal vehicular edge networks in highway transportation

2020 IEEE International Conference on Communications Workshops, ICC Workshops 2020 - Proceedings.

By: M. Pervej  n & S. Lin  n

Contributors: M. Pervej  n & S. Lin  n

TL;DR: Fine-grained machine learning algorithms are used to efficiently optimize joint user associations and power allocations of the APs in a highly mobile vehicular network and results validate that the solution outperforms existing schemes and can attain genie-aided optimal performances. (via Semantic Scholar)
UN Sustainable Development Goals Color Wheel
UN Sustainable Development Goal Categories
Source: ORCID
Added: May 17, 2023

2020 article

Eco-Vehicular Edge Networks for Connected Transportation: A Distributed Multi-Agent Reinforcement Learning Approach

2020 IEEE 92ND VEHICULAR TECHNOLOGY CONFERENCE (VTC2020-FALL).

By: M. Pervej  n & S. Lin n 

author keywords: Connected transportation; energy efficiency; reinforcement learning; resource scheduling; software-defined networking; vehicle-to-infrastructure (V2I) communication
TL;DR: A distributed multi-agent reinforcement learning (D-MARL) algorithm is proposed for eco-vehicular edges, where multiple agents cooperatively learn to receive the best reward, and results validate that the learning solution achieves near-optimal performances within a small number of training episodes as compared with existing baselines. (via Semantic Scholar)
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Sources: Web Of Science, ORCID, NC State University Libraries
Added: July 19, 2021

2020 article

User Preference Learning-Aided Collaborative Edge Caching for Small Cell Networks

2020 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM).

By: M. Pervej  n, L. Tan * & R. Hu *

author keywords: Content delivery network; edge caching; long short-term memory; small cell networks
TL;DR: A long short-term memory (LSTM) based sequential model that is capable of capturing the temporal dynamics of the users’ preferences for the available contents in the content library is proposed and validated that the proposed algorithm performs better than other existing schemes. (via Semantic Scholar)
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Sources: Web Of Science, ORCID, NC State University Libraries
Added: October 26, 2021

2015 conference paper

Effect of signal length in cross-correlation based underwater network size estimation

2nd International Conference on Electrical Engineering and Information and Communication Technology, iCEEiCT 2015.

By: M. Hossen *, S. Chowdhury *, M. Anower *, S. Hossen *, M. Pervej* & M. Hasan *

Contributors: M. Hossen *, S. Chowdhury *, M. Anower *, S. Hossen *, M. Pervej* & M. Hasan *

TL;DR: The effect of signal length over the number of estimated nodes (N) in a spherical region of an underwater acoustic sensor network (UASN) using three sensors is observed and the error in node estimation for different Ns is investigated. (via Semantic Scholar)
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UN Sustainable Development Goal Categories
14. Life Below Water (OpenAlex)
Source: ORCID
Added: May 17, 2023

2015 conference paper

Impact analysis of different inputs and outputs block sizes of DFT-SCFDMA system

2nd International Conference on Electrical Engineering and Information and Communication Technology, iCEEiCT 2015.

By: M. Pervej*, M. Sarkar* & M. Islam*

Contributors: M. Pervej*, M. Sarkar* & M. Islam*

TL;DR: The way to choose the proper input and output block size to have a significantly lower PAPR and BER is shown, which is crucial to improve wireless communication performances in terms of BER and P APR. (via Semantic Scholar)
Source: ORCID
Added: May 17, 2023

2015 conference paper

Performance comparison of three optimized alternative pulse shaping filters with the raised cosine filter for wireless applications

1st International Conference on Computer and Information Engineering, ICCIE 2015, 9–12.

By: T. Roy *, M. Pervej* & M. Morshed *

Contributors: T. Roy *, M. Pervej* & M. Morshed *

TL;DR: This paper proposes an optimal design for the pulse shaping filters to reduce their effective costs in the area of wireless communication applications based on the minimum stop band attenuation required to suppress the inter-symbol interference (ISI) and inter-channel interference (ICI). (via Semantic Scholar)
Source: ORCID
Added: May 17, 2023

2014 conference paper

Analysis of PAPR reduction of DFT-SCFDMA system using different sub-carrier mapping schemes

2014 17th International Conference on Computer and Information Technology, ICCIT 2014, 435–439.

By: M. Pervej*, M. Sarkar*, T. Roy *, M. Hasan *, M. Rahman * & S. Bain*

Contributors: M. Pervej*, M. Sarkar*, T. Roy *, M. Hasan *, M. Rahman * & S. Bain*

TL;DR: The comparative results show that the DFT-SCFDMA greatly enhances the PAPR reduction for LTE uplink transmission over the conventional OFDMA. (via Semantic Scholar)
Source: ORCID
Added: May 17, 2023

2014 conference paper

Effect of node number in range based node localization technique for underwater communications network

2014 17th International Conference on Computer and Information Technology, ICCIT 2014, 413–417.

By: M. Hasan *, A. Paul *, S. Haque*, S. Chowdhury *, M. Pervej* & M. Hossen *

Contributors: M. Hasan *, A. Paul *, S. Haque*, S. Chowdhury *, M. Pervej* & M. Hossen *

TL;DR: The aim of this paper is to determine the position of UUV in an underwater acoustic network using combination method with different number of nodes, whose locations are known, to analyze the effect of node number in position estimation. (via Semantic Scholar)
UN Sustainable Development Goals Color Wheel
UN Sustainable Development Goal Categories
14. Life Below Water (OpenAlex)
Source: ORCID
Added: May 17, 2023

2014 conference paper

Impact analysis of input and output block size of DCT-SCFDMA system

2014 17th International Conference on Computer and Information Technology, ICCIT 2014, 440–445.

By: M. Pervej*, M. Sarkar*, T. Roy * & M. Koli*

Contributors: M. Pervej*, M. Sarkar*, T. Roy * & M. Koli*

TL;DR: From the numerical analysis and evaluation this paper shows the way to chose the input and output block size to have a significantly low PAPR and BER. (via Semantic Scholar)
Source: ORCID
Added: May 17, 2023

2014 conference paper

Impact of underwater bandwidth on cross-correlation based node estimation technique

2014 17th International Conference on Computer and Information Technology, ICCIT 2014, 494–497.

By: S. Bain*, S. Chowdhury *, A. Asif*, M. Anower *, M. Pervej* & S. Haque*

Contributors: S. Bain*, S. Chowdhury *, A. Asif*, M. Anower *, M. Pervej* & S. Haque*

TL;DR: The number of estimated nodes is being obtained considering the effect of underwater bandwidth using three sensors using cross-correlation technique using infinite band Gaussian signals. (via Semantic Scholar)
UN Sustainable Development Goals Color Wheel
UN Sustainable Development Goal Categories
14. Life Below Water (OpenAlex)
Source: ORCID
Added: May 17, 2023

2014 conference paper

On the optimum secrecy capacity of multiple relay networks

2014 17th International Conference on Computer and Information Technology, ICCIT 2014, 514–517.

By: M. Koli*, M. Sarkar*, S. Tazrin* & M. Pervej*

Contributors: M. Koli*, M. Sarkar*, S. Tazrin* & M. Pervej*

TL;DR: A confidential communication system in which a source sends a confidential information to the destination in the presence of an eavesdropper and the optimization of weighting vector at the receiver enhances secrecy capacity of a wiretap channel. (via Semantic Scholar)
Source: ORCID
Added: May 17, 2023

Employment

Updated: August 4th, 2023 08:42

2023 - present

University of Southern California Los Angeles, CA, US
Postdoctoral Scholar - Research Associate Ming Hsieh Department of Electrical and Computer Engineering

Education

Updated: August 4th, 2023 08:40

2019 - 2023

NC State University Raleigh, NC, US
Doctor of Philosophy Electrical and Computer Engineering

2017 - 2019

Utah State University Logan, Utah, US
Master of Science Electrical and Computer Engineering

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