| ��Ӱ��State University Long Beach

Multi-disciplinary Neural Networks and DSP Lab

Neural Networks, DSP, and Machine Learning have many applications such as event detection, behavior classification, audio signal processing, satellite communications, sensor array processing, digital image processing, control systems, biomedical signal processing, green energy and smart systems, etc. DSP is the backbone of wireless communication, machine learning, and smart grid. More than 3000 students has been trained in the Lab since 1986. More than eight Ph.D. and 180 MS student theses/projects have been presented.

Hardware

TMS320 DSP Boards
Xilinx FPGA Boards

Software

MATLAB/Simulink (MathWorks)
Code Composer Studio (Texas Instruments)
System Generator (Xilinx)
Satellite Tool Kit (Analytical Graphics, Inc)

Capability

From Architecture and Algorithm Development to Bit-Exact Implementation
Design, Analysis, Modeling, Simulation, Real-Time Implementation, and Testing

Research Projects

"Advanced UAV Platform for Overhead Inspections of Electric Grid Assets"
Shark Behavier Classification Using Imbalanced Dataset
MIMO Communications with Active Scatters
BER Performance of Space-Time Parallel ICI Cancellation of OFDM in MIMO Power Line Communications
A Parallel ICI Cancellation Technique for OFDM Systems
Design Adaptive MIMO Space-Time-Frequency Conjugate Two-Path OFDM Systems
A Study of mm-Wave Communication with Non-Contiguous Aperture
Design Space-Time Trellis Coded Inter-Carrier Interference Parallel Cancellation Architectures for OFDM systems
Architectures for MIMO-OFDM Systems in Frequency Selective Mobile Fading Channels
IEEE 802.11/802.15/802.16 (Wi-Fi, ZigBee, WiMAX) Transceivers
Space-Time and Space-Frequency Coding for MIMO-OFDM Wireless Communications
Signal Detection and Timing Offset Estimation
Frequency Offset Mitigation Techniques
M-ary QAM/OFDM Transceiver in Mobile Fading Channels
Low Complexity M-ary QAM Receiver – Hard and Soft Decision
Bit Exact FIR/IIR Filter Implementation
M-ary QAM/OFDM Transceiver Baseband Implementation Using A TMS320 DSP
Software Defined Radio
Peak to Average Power Reduction in OFDM Systems
Universal Communication Device for Improving Interoperability
Ultra Wideband Radio

Piecewise Rapidly-Exploring Random Tree Star
Optimal Infrastructure Design and Power Management for a Photovoltaic and Battery Assisted Electric Vehicle Charging Station
Object Classification with YOLOv5 for Electric Utility Asset Inspection using UAVs
Federated/Deep Learning in UAV Networks for Wildfire Surveillance
Feature Construction and Selection for PV Solar Power Modeling
Wavelet and De-noising Techniques for Real-Time HIF Detection in 12 kV Distribution Circuits
Model predictive control via PV-based VAR scheme for power distribution systems with regular and unexpected abnormal loads
Optimal Control Methods for photovoltaic Enabled Grid With Abnormal Power Loads
A Mixed-Integer Nonlinear Program based Power Load Estimator for Distribution Grid
High Impedance Fault Detection Using Wavelets
Battery Placement on Performance of VAR Controls
VAR Controls for Distribution Lines with Photovoltaic Cells and Batteries
Economics of Energy Arbitrage Using an Integrated Energy Storage System
Adaptive Smoothing Filter Through a Battery Energy Storage System
Adaptive VAR Control for Distribution Circuits with Renewables

Classifying Shark Behavior in Time and Frequency Domain using CNN and RNN
Improvement of F-1 Score in Classifying Shark Data into Shark Behaviors
Deep Learning for Shark Detection Tasks
Recurrent Attentive Kernel Learning for Shark Activity Recognition
Classification of Shark Behaviors using K-Nearest Neighbors
Deep Convolutional Neural Networks for Shark Behavior Analysis

Projects of National Center for Metropolitan Transportation Research (METRANS)
An Assistive User Interface for Ergonomic Port Crane Operation
Improving the accuracy and speed of vision-based object detection in an assistive user interface for ergonomic port crane operation

Teaching Undergraduate Courses with Lab Experiments: EE386 Digital Signal Processing, EE476 Neural Networks and Fuzzy Logic, EE486 DSP for Multimedia Communications, EE489 DSP Systems Design
Teaching Graduate Courses with Projects: EE527 Digital Filter Design and Audio Processing, EE576 Neural Networks and Fuzzy Logic, EE585 Advanced DSP with Machine Learning, EE588 DSP for MIMO Communication Systems

Past Workshops and Seminars (Partial List)

Workshop co-sponsored by MathWorks for “Machine learning using MATLAB”, 11/2019
Workshop co-sponsored by MathWorks for “Deep Learning using MATLAB”, 11/2018
Workshop co-sponsored by Xilinx for “FPGA Design Flow using Vivado”, 10/2016
Workshop co-sponsored by Texas Instruments for “TMS320C55x Architecture and Assembly Language”, 1999
Workshop co-sponsored by Texas Instruments for “TMS320C54x Architecture and Assembly Language”, 1998
Two seminars co-sponsored by ��Ӱ��Manufacturing Technology Center for “Internet and Computer Technology for Manufacturers”, 1997
Three seminars co-sponsored by ��Ӱ��Manufacturing Technology Center for “Using DSP Technology to Replace Analog Manufacturing Process”, 1996

PhD and MSEE ��Ӱ�� (Partial List)

C. Hirunthanakorn (expected 2026)
S. Sheikhrezaei (expected 2026)
S. K. Haghighian, “Transformer-Less Common Grounded Nine-Level Grid-Connected Boost Inverter for PV Panels,” 2024
I. Ali, “Improving Performance of Classification of Shark Data into Shark Behaviors,” 2022
S. H. Doan, “Optimization in Engineering Applications”, 2020
M. Babaeian, “Modeling, Designing and Applying Machine Learning Algorithms for Driver Drowsiness Detection”, 2020 (Committee Member)
F. Tehrani, “Performance and capacity improvement in power line and wireless communications systems,” 2019
J. N. Beasley, “Performance feedback & control of solar concentrators using wave front sensing techniques,” 2007
T. M. Nguyen, “Mathematical modeling and digital signal processing techniques for modern digital communications systems,” 1995

T. Ramirez, “Data-Driven Adaptive Modulation Classification Systems using Enhanced Triple-Skip Residual Neural Networks,” May 2025
A. Corona, “OFDM signal modulation classification using 1-dimensional and 2-dimensional deep learning architecture and software-defined radio,” Dec 2024
R. Tajik, “Multicell converter based adaptive shunt active filter using ANN to compensate var and non-linear load distortion,” Oct 2023
R. Nguyen, “Object Detection with YOLOv5 for Electric Utility Asset Inspection using UAVs,” June 2023
N. Sathyanarayana, “Adaptive VAR control for 3-phase distribution systems with solar and battery renewable resources,” June 2023
G. D. Farthing, “GPS L1 C/A Spoof Detection Using Deep Neural Networks,” June 2023
A. Tohmeh, “A Comparative Approach to Voltage Variation and Mitigation in Multiple Test Distribution Systems with Integrated PV Panels,” March 2022
A. Zahar, “Performance of FPGA-based Implementations of Data Classification Techniques Using HDL Coder,” March 2022
K. H. Tran, “Voltage support control for single-phase distributed generation inverters under faults,” June 2021
S. Karan, “Classification of Faults in Microgrids Using Deep Learning,” July 2020
A. Czerniak, “Energy Recovery from Recycled Food Waste,” Sep. 2019

V. B. M. Kumar, “Rate-and-Power Control Based Energy-Saving Transmissions in Multicarrier Base Stations Using Energy Adaptive Rate Control Algorithm," 2018
M. Kheradmand, “Least Mean Square Adaptive Beamforming for Jammer Suppression,” 2018
S. Sondh, “Error Reduction Using Kalman Filters,” 2018
K. A. Thote, “Mean Square Error Analysis in Orthogonal Frequency Division Multiplexing Systems for Least Square and Minimum Mean Square Error Channel Estimation,” 2018
D. N. Shenoy, “Compressive Sensing: Performance of Sparse Channel Estimation in Orthogonal Frequency Division Multiplexing,” 2018
S. Patel, “Speed Control of Three-Phase Induction Motor Using Variable Frequency Drive,” 2018
S. Mamidala, “Correcting the Linear Noise in Coherent Optical Orthogonal Frequency Division Multiplexing System Using Maximum Boundary Box Method,” 2017
S. Gade, “Design and Implementation of Hybrid Hyperchaotic Sequences for Chaos-Based Communication Systems,” 2017
T. T. Thiagarajan, “A Simple and Effective Peak-to-Average Power Ratio Reduction Approach Based on Iterative Companding Transform and Filtering Framework of Orthogonal Frequency Division Multiplexing Signal,” 2017
R. T. Burugupalli, “2x1 Space-Time MIMO-OFDM Parallel Cancellation Scheme with Viterbi Decoding,” 2017
G. Ramchandran, “Performance of 4x2 Space-Time Parallel Cancellation Scheme in MIMO-OFDM,” 2017
S. K. Kashyap, “Bit Error Rate Performance of 4x2 Space-Time MIMO-OFDM Conjugate Cancellation Techniques,” 2017
A. Pathani, “Performance of 4x1 Space-Time Conjugate and Parallel Scheme in MIMO-OFDM System,” 2017
S. Sim, “SSR Alleviation via Analog and Digital PID Controller,” 2017
S. Sampathkumar, “Misadjustment of 2, 4 & 6 tap linear adaptive predictors, and behavioral simulation of 6-tap prediction gain on Xilinx vivado,” 2016
K. S. Bhavsar, “Application of wavelets on quasi-periodic physiologic signals,” 2016
P. Shanmugam, “Multiple-user MIMO beamforming and frequency reuse in millimeter wave communication,” 2015
S. Yildiz, “Performance analysis of space-time trellis coded mimo-ofdm systems,” 2015
D. Kupenov, “Performance Analysis of Walsh-Hadamard Pre-Coded and Space-Time Pre-Coded OFDM Systems,” 2014
M. Cabibbo, “Analysis of medium voltage adjustable speed drive application on existing 500 horsepower dual induction motor installation,” 2014
A. Monterrubio, “Improving the accuracy and speed of vision-based object detection in an Assistive User Interface for Ergonomic Port Crane Operation,” 2013
D. H. Tran, “High impedance fault detection using orthogonal transforms,” 2013
Q. He, “Coherent Power Combining on Spacecraft via Wavefront Multiplexing Techniques,” 2013
V. G. Ganji, “Exploring the application of haptic feedback guidance for port crane modernization,” 2013
V. Shetge, “Implementation of fast modulated complex lapped transform on TMS320vc5416 DSP starter kit,” 2013
A. D. Chaudhari, "Exploring the application of visual feedback guidance in port crane modernization,” 2012
H. Abdul, “Hadamard SCFDMA – a modified uplink transmission scheme with low peak to average power ratio,” 2012
T. Y.-Y. Chung, ”Pulse designs on TR-MAS UWB,” 2010
R. Alford, “DSP algorithms for Radar signal processing,” 2010
Y. Sun, “Frequency offset estimation methods in OFDM systems,” 2009
Y. Y. Chung, “Pulse designs on TR-MAS UWB,” 2009
Z. Ge, “Link performance analysis of disaster monitoring systems,” 2008
Y. C. Liu, “Performance of space-time and space-frequency transmit diversity systems with LDPC,” 2008
W.-Y. Fung, “Suboptimal soft-bit level demapper for M-QAM-OFDM systems,” 2008
C. E. Garcia Ruiz, “Bit-level lattice implementation of enhanced adaptive predictors,” 2008
E. L. Chan, “Frequency synchronization for MIMO OFDM systems,” 2007
H. S. Seo, “Low complexity of a demodulator for M-ary QAM,” 2006
G. Truong, ”Speed and area consumption analysis of memory based FFT processors in a FPGA,” 2006
H. H. Tu, “A FIR cascade forward-backward switching LMS linear predictor,” 2004
E. R. S. Enrique, “Performance of frequency offset error mitigation techniques for orthogonal frequency division multiplexing systems,” 2003
T. H. Kim, “Performance of turbo code and a new demodulation method,” 2003
M. Vaklev, “An adaptive predictor with forward-backward structure,” 2002
J. F. Ortiz, “Efficient poly-phase filters de-multiplex FDM signals,” 2001
W. J. Vogelsang, “Development and evaluation of radix-2 and radix-4 FFT algorithms using TMS320C26 DSK,” 1997
K. Q. Do, “Low earth orbit satellite position and velocity determination using the global positioning system,” 1997
T. D. Nguyen, “NAVSTAR Global Positioning System: theoretical study and practical applications,” 1996
T. C. Le, “NAVSTAR Global Positioning System: theory, design and application,” 1996
R. Luu, “A fuzzy logic-based automobile fuel injection control system,” 1995
K. R. Stephens, “An adaptive signal canceller using forward only and forward backward filtering techniques in both time and transform domains,” 1993
K. B. Neeld, “An enhanced systolic architecture for recursive least squares applications,” 1993
J. Maryoung, “Development of a binary-phase shift keying modem receiver with a floating point processor TMS320C30,” 1993
J. I. Pine, ”Experiments in the digitization and decomposition of the NTSC composite video signal,” 1992
D. Q. Tang, “Simulation of very large scale integrations of systolic arrays on four parallel algorithms,” 1992
S. Yilmaz, “Two approaches for the Fourier transform: Systolic arrays and parallel processors,” 1989

J. Santillana, “5-bit Delay Line Analog-to-Digital Converter,” 2019
N. R. Hargude, “Performance of 2x1 Space-Frequency Orthogonal Frequency Division Multiplexing with Discrete Wavelet Transform as Precoder,” 2018
N. M. Ghori, “Performance of Symmetrically and Asymmetrically Mapped 4x1 Space-Time-Frequency Multiple Input Multiple Output Orthogonal Frequency Division Multiplexing System,” 2018
S. K. Shah, “Data Transmission Using Image Steganography in Quick Response (QR) Code,” 2017
V. S. Pulluru, “Design for Testability Support for Launch and Capture Power Reduction in an Integrated Circuit Based on Region Partition Testing,” 2017
K．Visweswaran, “Face Recognition Technique for Blurred/Unclear Images,” 2017
S. Kaul, “Detection of Packet Dropping Attacks Caused by Malicious Nodes in Wireless Ad-Hoc Network,” 2017
D. Modi, “Speech Emotion Recognition with Gender Recognition Subsystem,” 2017
S. K. Voma, “Design of power management circuit for energy harvesting applications,” 2017
K. Pulimi, “Fault tolerant parallel filters based on error correction codes,” 2017
B. Bokkena, “Traffic Engineering with Routing Protocols Using Software Defined Networking and Network Functions Virtualization Architecture,” 2017
M. Tomar, “Comparative analysis of load balancing algorithms in cloud computing,” 2017
D. D. Ghosh “Audio Watermarking Using DWT Algorithm and Symmetric Key Cryptography,” 2017
H. V. Santhanam, “Simulink controlled autonomous nano quadcopter,” 2017
Z. Taaz，“Boiler Automation and Monitoring of Temperature and Steam Flow Using Simulink,” 2017
D. Kokkula, “Secure Data Transmission and Multi-User Distributed Networking in WSN,” 2016
S. S. Garishe, “Protocol for File Sharing in Mobile Ad Hoc Networks,” 2016
R. Wang, “Performance of space-time block code in MISO-OFDM system,” 2016
F. K. Ahmed, “Spectral analysis of sine and cosine BOC modulated signals,” 2016
R. A. Dasari, “Automatic driving system by recognizing road signs using digital image processing,” 2016
M. Narayana, “Automatic liquid level detection and refill in a container using ultrasonic module,” 2016
V. M. Soma, “A particle filter methodology for salient object detection in videos,” 2016
M. Xu, “Single-lens camera live video streaming for VR and Remote Control through P2P network,” 2016
X. Gao, “A High-Speed Color-Based Object Detection Algorithm: Quay Crane Collision Warning Device,” 2016
U. K. R. C. Subbanagari, “A special unit to speed up a DSP processor,” 2016
Q. Zhao, “Transmitter Beamforming Solvability Using Active Scattering Devices,” 2016
K. Mamidala, “Pan sharpening of satellite images based on non-subsampled contour let transform,” 2016
S. R. Musku, “Optimized fuzzy based quality of service cognizant vertical handoff algorithm for wireless networks,” 2016
R. Badenga, “Path Planning of Mobile Elements in Time Constrained Data Gathering for Wireless Sensor Networks,” 2016
R. A. Dasari, “Automatic Driving System by Recognizing Road Signs using Digital Image Processing,” 2016
X. Lu, “Optimal Scattering Devices Location for Multi-User MIMO Beamforming,” 2016
A. Harkare, “A Methodology of Extracting Standing Human Bodies from Single Images,” 2016
B. R. Midde, “Design, Analysis, and Synthesis of 16 Bit Arithmetic Logic Unit Using Reversible Logic Gate,” 2016
S. R. Kancham, “A Complex Data Hiding Algorithm for Secure Image Transmission and Covert Communication,” 2015
S. Raghunandan, “A simplified hybrid active noise control algorithm for commercial headset applications,” 2015
B. Yallanuru, “Image Encryption with Reversible Data Hiding by using Least Significant Bits Transformation technique,” 2015
B. R. Mamidi, “Design and Implementation of an Efficient Image by Encryption-Then-Compression System,” 2015
G. R. Guduru, “Management of Energy and Power using Renewable energy sources based on Zigbee,” 2015
C. W. Cheng, “Design and Implementation of Home Automation Control System Based on Zigbee and TCP/IP Protocol,” 2015
S. K. Vankayala, “Optimized Power Performance of Image on LED Display,” 2015
J. Abed, “Design Consideration, Comparative, Evaluation and Cost Analysis of a PV System and a Generator for Off-Grid Use in California,” 2015
P. Thakur, “Implementation of area efficient digit-serial fir filters,” 2015
H. P. Kotapati,” Data Based Image and Video Retrieval using Color Edge and Wavelet Transform,” 2015
S. T. Timmaraju, “Modeling & optimizing life span of wireless sensor network,” 2015
C. Erasani, “Peak-to-average power ratio reduction in OFDM systems using non-linear transform in companding technique,” 2015
P. Kadepurkar, “Active Noise Cancellation using TMS320C553,” 2015
R. R. Gaddam, “Modified Viterbi decoder for a WiFi receiver and FPGA implementation,” 2015
S. R. Varala, “Power quality improvement using dynamic voltage restorer,” 2015
I. Bogyah, “Electronic Motor Drive Utilizing Controlled Integrated Switch and Protection Devices,” 2015
V. Campana, “Multiple Orthogonal Beams with Multi-User MIMO and Frequency Reuse Via Active Scattering Device,” 2015
R. Ren, “Inter-Carrier Interference Parallel Cancellation Schemes for Space-Time MIMO-OFDM Systems,” 2015
K. Ying, “MIMO Beamforming Solvability in 3D Space using Active Scattering Devices,” 2015
S. A. Shah, “Modeling & optimizing life span of wireless sensor network,” 2015
A. Noothi, “A New Topology for the Photovoltaic System Using Maximum Power Point Technique for Tracking the Maximum Power,” 2014
R. Lam, “PV Ramp Limiting with Adaptive Smoothing through a Battery Energy Storage System,” 2014
V. R. Yalamati, “Improving the accuracy of an object detection using Stereo Vision in an Assistive user interface,” 2014
M. Akula, “Quantum Stepper Motor State Estimation using Extended Kalman Filter and Unscented Kalman Filter,” 2014
V. Jadhav, “Autonomous Vision Based Robot,” 2014
S. Aldkeelalah, “MPPT Algorithms in PV Systems,” 2014
G. Veerapaneni, “Encrypted images scalable coding using block truncation approach,” 2013
O. Syed, “Transmission of BPSK modulated OFDM signal over AWGN and Rayleigh channel,” 2013
V. Parnalia, “CO2 simulator and controller for greenhouse,” 2013
A. Monterrubio, “Analysis of the accuracy and speed of vision-based object detection in an assistive user interface,” 2013
X. Wang, “Bit error rate performance of wavefront multiplexing and de-Multiplexing in AWGN and fading channels,” 2013
A. Mehta, “Channel Allocation for WiMax Networks,” 2013
P. Wang, “Dynamic power allocation via wavefront multiplexing through multiple base stations,” 2012
K. Thakur, “Implementation of High Availability Storage Clusters combining SAN/NAS Hybrid and Round Robin DNS,” 2012
S. Bera, “Implementation of WirelessMAN – OFDM System using Simulink,” 2012
C. V. Houten, “A Study of Peak-to-average Power Ratio Reduction in OFDM and LTE Uplink Interface, SC-FDMA,” 2012
A. N. Jadhav, “Evaluation of WiMAX routing protocols in Smart Grid networks,” 2012
M. Patel, “UMTS network,”2011
N. Mehta, “LTE PBCH channel simulations,” 2011
R. Ghosh, “Mirror cancellation technique for ICI reduction in OFDM modulation,” 2011
S. S. Khole, “WiMAX End-to-End Model in Simulink with Channel Estimation,” 2010
C. M. Patel, “Pate Configuring, Testing & Validating of Firewall for Panther & Tigris DTS System,” 2010
Y. Sun, “Wavefront-Multiplexing and De-multiplexing Technique In discontinuous spectrum propagation,” 2010
T. Shah, “Handover mechanism in IEEE 802.16e (WiMAX),” 2010
D. Zabala, “Mobile Communication Multiple Access in Physical Layer,” 2009
B. Harboyan, “UAV Based Communication Link STK Simulation for Emergency First Responders,” 2009
V. Shetge, “Equalization techniques in digital audio,” 2009
T. Cao, “Digital filter implementation using FPGA,” 2009
A. Abdi, “DSP techniques in Cognitive Radio,” 2009
R. Lawrence, “Digital Signal Processing for Synthetic Aperture Radar,” 2008
J. Lee, “The Effect of Phase Noise in PLL on OFDM Systems and Phase Noise Improvements by removing CPE (Common Phase Error),” 2008
D. Zabala, “Mobile communication protocol,” 2008
K. Shanmugam, “Space Time Architectures for High-Speed MIMO Wireless Communications,” 2008
K. Shabaik, “A time hopped transmitted reference system with multiple autocorrelation sampling detection for ultra-wideband-impulse radio,” 2008
A. Sahdev, “RDS implementation at kkjz radio station at ��Ӱ��,” 2007
W. Mays, Jr., “Satellite communications link-budget analysis,” 2007
K. Y. Lin, “A review of ML estimation of time and frequency offset in OFDM,” 2007
J. Peng,” Channel estimation based on comb-type pilot in OFDM systems,” 2007
D. N. Le, “STK simulation of downlink BER between geostationary satellite and earth station,” 2007
L. J. Wang,” Measurements of a power saving device,” 2007
Xiaojin Guo, “Space-time coded OFDM Systems in frequency selective fading channels,” 2006
L. Tan, “A Matlab simulation model of DAPSK OFDM systems with Concatenated Code,” 2006
S. P. HSU, “BER of differential STAR 16-QAM in Rayleigh fading channel with Nyquist filter,” 2006
V. R. Ramirez, “Implementation and performance of a M-ary PSK and QAM OFDM system in a TMS320VC5416 Digital Signal Processor,” 2006
B. D. Feng, “IEEE 802.16a OFDM-PHY baseband simulation,” 2006
X. J. Guo, “Space-time/frequency coding of OFDM systems in frequency selective fading channels,” 2006
A. Sahdev, “Radio broadcast data systems implementation at the ��Ӱ�� Radio Station KKJZ 88.1FM,” 2006
H. J. Huang, “BER performance of DQPSK OFDM system in fading channel,” 2006
Y. Shen, “Inter-carrier interference cancellation for OFDM wireless communication,” 2005
T. T. Bui, “BER Comparison of 16-QAM & 16-QAM-OFDM Systems in Gaussian Channel,” 2005
C. F. Lin, “QPSK Modem Simulation and Performance Evaluation by Matlab,” 2005
P. Ingerson, “Implementation of BPSK- and QPSK-OFDM systems using a TMS 320C5409 DSP,” 2005
S. M. Talley, “Multistage Adaptive Line Enhancer for Low SNR Environments,” 2005

��Ӱ��

Academics

About

Alumni

Campus Life

Divisions

Resources

Graduate Student Orientation

4th Annual CSU Demo Day powered by Sunstone

Multi-disciplinary Neural Networks and DSP Lab

Hardware

Software

Capability

Research Projects

Past Workshops and Seminars (Partial List)

PhD and MSEE ��Ӱ�� (Partial List)

����Ӱ��

Graduate Student Orientation

4th Annual CSU Demo Day powered by Sunstone

Multi-disciplinary Neural Networks and DSP Lab

Hardware

Software

Capability

Research Projects

Signal Processing, Neural Networks, Machine Learning, and Communication Systems

Control, Smart Grid and Power Systems, Green Energy, Smart Systems/Machine Learning

Machine Learning for Shark Behavior Research

Transportation Systems

Undergraduate and Graduate DSP/Neural Networks/Machine Learning Courses

Zero Emisson Vehicles (ZEV) Training Program

Past Workshops and Seminars (Partial List)

MATLAB Machine Learning, Xilinx FPGA, TI Digital Signal Processors

PhD and MSEE ����Ӱ�� (Partial List)

PhD Dissertations

MSEE ����Ӱ�� with Theses (Past 5 years, 2019 - Present)

MSEE ����Ӱ�� with Theses (1989 - 2018)

MSEE ����Ӱ�� (Graduates from DSP Lab with Projects, 2005 - 2019)

��Ӱ��

PhD and MSEE ��Ӱ�� (Partial List)