Wind Farm Operation and Grid Integration

Increasing wind power development in Alberta will lead to significant challenges to the Alberta electrical grid in terms of frequency control, short circuit level, interactions with surrounding systems such as High Voltage Direct Current systems (HVDCs), which is a relatively isolated grid that is without strong ties to other systems. In addition, from wind farm’s perspective, it is important that the Wind Turbine Generators (WTG) are working properly without early failure (on blades, gearboxes, generator bearings, power converters, etc.). For a large wind farm with hundreds of WTGs, the Operation and Maintenance (O&M) costs account for about 25% of the cost of wind power, while maintenance costs plus revenue loss due to downtime represents roughly 15% of the total cost of energy, and there is great cost reduction potential by enhancing the reliability of wind power generation system.


This project will deal with both the grid operation and wind farm operation issues. Research objective in this project include:


1) Study the grid impact of 30% wind power in Alberta


2) Investigate the interaction of wind farm and the surrounding system with HVDC and STATCOM (Static Synchronous Compensator) and develop coordinated control scheme.


3) Study the WTG interactions within a wind farm particularly under grid disturbance and develop damping approach.


4) Study the failure mechanism of key WTG components.


5) Development of WTG state monitoring and prognostics methods, and optimize wind farm operation and maintenance.

Best Oral Presentation Award

Ming J. Zuo, Yining Fang

Award

Doctoral Recruitment Scholarships

Tong Shi

Award

Doctoral Recruitment Scholarships

Andrew Zhou

Award

Early Career Researcher

Award

Scholarship

Meng Rao

Award

Scholarship

Xingkai Yang

Award

Virtual Rotating Speed Meter: Extracting Machinery Rotating Speed from Vibration Signals Based on Deep Learning and Transfer Learning

Ming J. Zuo, Meng Rao, Dongdong Wei

Award

A New Power Converter for Current Source Converter-Based Wind Energy System

Yunwei (Ryan) Li

Peer-Reviewed Journal Article

View

A Novel Seven-Level Hybrid-Clamped (HC) Topology for Medium Voltage Motor Drives

Yunwei (Ryan) Li, Hao Tian, Yuzhuo Li

Peer-Reviewed Journal Article

View

A Wind Farm Control Strategy Based on Energy Yield

Article in professional or trade journals

A Wind Farm Control Strategy Considering Reliability and Energy Yield

Yunwei (Ryan) Li, Millawithanachchige Nayanasiri

Peer-Reviewed Journal Article

A deep bi-directional long short-term memory model for automatic rotating speed extraction from raw vibration signals

Ming J. Zuo, Meng Rao, Dongdong Wei

Peer-Reviewed Journal Article

A dependence-based feature vector and its application on planetary gearbox fault classification

Ming J. Zuo, Xihui Liang

Peer-Reviewed Journal Article

View

A fault diagnosis method for planetary gearboxes under non-stationary working conditions using improved Vold-Kalman filter and multi-scale sample entropy

Ming J. Zuo, Xihui Liang

Peer-Reviewed Journal Article

View

A method for the fault diagnosis of power transformers based on support vector machine

Zhigang Tian, Hao Xu

Conference Proceedings

A multi-state k-out-of-n:F balanced system with a rebalancing mechanism.

Ming J. Zuo

Conference Proceedings

A new strategy for rotating machinery fault diagnosis under varying speed conditions based on deep neural networks and order tracking

Ming J. Zuo, Meng Rao

Conference Proceedings

A new support vector machine based intelligent method for power transformer fault diagnosis

Zhigang Tian, Hao Xu

Peer-Reviewed Journal Article

A new support vector machine based method for power transformer fault diagnosis

Zhigang Tian, Hao Xu

Peer-Reviewed Journal Article

A new support vector machine based method for power transformer fault diagnosis

Zhigang Tian, Hao Xu

Conference/Symposium/Workshop Contribution

A numerical method for wind farm condition-based maintenance policy assessment

Zhigang Tian, Fang Fang Ding

Conference Proceedings

A semi-supervised GAN method for RUL prediction using failure and suspension histories

Ming J. Zuo, Zhigang Tian, Rui He

Peer-Reviewed Journal Article

Adaptive Mode Decomposition Methods and Their Applications in Signal Analysis for Machinery Fault Diagnosis: A Review with Examples

Ming J. Zuo, Dong Zhang

Peer-Reviewed Journal Article

View

Aluminum structure crack length estimation and prediction

Ming J. Zuo, Xingkai Yang, Meng Rao, Yuejian Chen, Dongdong Wei

Conference/Symposium/Workshop Contribution

Aluminum structure crack length estimation and prediction

Ming J. Zuo, Xingkai Yang, Meng Rao, Yuejian Chen

Other Event

An Active Capacitor Voltage Balancing Method for Seven Level Hybrid Clamped (7L-HC) Converter in Motor Drives

Yunwei (Ryan) Li, Hao Tian

Peer-Reviewed Journal Article

View

An enhanced morphology gradient product filter for bearing fault detection

Ming J. Zuo

Peer-Reviewed Journal Article

View

An integrated approach for wind turbine gearbox fatigue life prediction considering instantaneously varying load conditions

Zhigang Tian, Fang Fang Ding, Hao Xu

Peer-Reviewed Journal Article

An integrated approach for wind turbine gearbox fatigue life prediction considering instantaneously varying load conditions

Zhigang Tian, Fang Fang Ding, Hao Xu

Peer-Reviewed Journal Article

View

Analysis and stability investigations of a dc power grid with dynamic loads

Yasser Mohamed, Ahmed Mohamad

Peer-Reviewed Journal Article

Analysis of the unsymmetrical operation of the DC/DC MMC considering the DC-link impedance

Yasser Mohamed, Ramin Razani

Peer-Reviewed Journal Article

Augmented Design of DC/DC Modular Multilevel Converter Improving Efficiency and Reducing Number of SMs

Yasser Mohamed, Ramin Razani

Peer-Reviewed Journal Article

Bearing fault diagnosis based on flexible analytical wavelet transform and fuzzy entropy approach

Ming J. Zuo

Peer-Reviewed Journal Article

Copula-based time-frequency distribution analysis for planetary gearbox fault detection

Ming J. Zuo, Libin Liu

Conference Proceedings

Deep Spatial-Temporal 2-D CNN -BLSTM Model for Ultrashort-Term LiDAR-Assisted Wind Turbine's Power and Fatigue Load Forecasting

Yasser Mohamed, Amirhossein Dolatabadi

Peer-Reviewed Journal Article

View

Development of crack induced impulse-based condition indicators for early tooth crack severity assessment

Ming J. Zuo, Zhigang Tian, Xingkai Yang

Peer-Reviewed Journal Article

Distributed Battery Energy Storage Co-Operation for Renewable Energy Sources Integration

Yasser Mohamed

Peer-Reviewed Journal Article

View

Dynamic Simulation of Gearbox Operation for Prognosis and Health Management

Ming J. Zuo

Conference/Symposium/Workshop Contribution

Dynamic Simulation of Gearbox Operation for Prognosis and Health Management

Ming J. Zuo

Conference/Symposium/Workshop Contribution

Dynamic Simulation of Gearbox Operation for Prognosis and Health Management

Ming J. Zuo

Conference/Symposium/Workshop Contribution

Dynamic Simulation of Gearbox Operation for Prognosis and Health Management

Ming J. Zuo

Conference/Symposium/Workshop Contribution

Dynamic analysis and improved control design of a grid-connected converter with flexible multi-sequence reactive current injection

Yasser Mohamed, Shahed Mortazavian

Conference Proceedings

Dynamic model of a planetary gearbox considering sun gear crack with effects of clearance for carrier, planet, and sun gear bearings

Ming J. Zuo, Zhigang Tian, Xingkai Yang, Xianhua Chen

Conference Proceedings

Dynamic modeling of a planetary gear system with sun gear crack under gravity and carrier-ring clearance

Ming J. Zuo, Xianhua Chen

Conference Proceedings

Dynamic modeling of a planetary gearbox with sun gear crack and bearing clearance

Ming J. Zuo, Zhigang Tian, Xingkai Yang, Xianhua Chen

Conference Proceedings

Dynamic modeling of gearbox faults: A review

Ming J. Zuo, Xihui Liang

Peer-Reviewed Journal Article

View

Dynamics Based Vibration Signal Modeling for Tooth Fault Diagnosis of Planetary Gearboxes

Ming J. Zuo, Xihui Liang

Book Chapter

Dynamics of a Spur Gear Pair under Stochastic Internal and External Excitations

Yining Fang

Doctoral Thesis/Dissertation

Effect of sliding friction on transient characteristics of a gear transmission under random loading

Ming J. Zuo, Yining Fang, Xihui Liang

Conference Proceedings

Effects of friction and stochastic load on transient characteristics of a spur gear pair

Ming J. Zuo, Yining Fang, Xihui Liang

Peer-Reviewed Journal Article

View

Efficient analytical method to obtain the responses of a gear model with stochastic load and stochastic friction

Ming J. Zuo, Yining Fang

Conference Proceedings

Efficient analytical method to obtain the responses of a gear model with stochastic load and stochastic friction

Ming J. Zuo, Yining Fang

Conference Proceedings

Failure analysis of corroded high-strength pipeline subject to hydrogen damage based on FEM and GA-BP neural network

Zhigang Tian, Han Zhang

Peer-Reviewed Journal Article

Fault-Tolerant Operation of the DC/DC Modular Multilevel Converter Under Submodule Failure

Yasser Mohamed, Ramin Razani

Peer-Reviewed Journal Article

Fault-induced impulse evaluation for planetary gearbox tooth crack severity assessment under different loading conditions

Ming J. Zuo, Zhigang Tian, Xingkai Yang

Conference Proceedings

Formulation of a wind farm control strategy considering lifetime of DC‐link capacitor bank of type IV wind turbines

Yunwei (Ryan) Li, Millawithanachchige Nayanasiri

Peer-Reviewed Journal Article

Hybrid Deep Learning-Based Model for Wind Speed Forecasting Based on DWPT and Bidirectional LSTM Network

Yasser Mohamed, Amirhossein Dolatabadi

Peer-Reviewed Journal Article

Induction Motor Stator Current AM-FM Model and Demodulation Analysis for Planetary Gearbox Fault Diagnosis

Ming J. Zuo

Peer-Reviewed Journal Article

View

Integrated prognosis for wind turbine gearbox condition-based maintenance considering time-varying load and crack initiation time uncertainty

Zhigang Tian, Fang Fang Ding

Peer-Reviewed Journal Article

Investigation and assessment of stabilization solutions for dc microgrid with dynamic loads

Yasser Mohamed, Ahmed Mohamad

Peer-Reviewed Journal Article

View

Investigation and assessment of stabilization solutions for dc microgrid with dynamic loads

Yasser Mohamed, Ahmed Mohamad

Peer-Reviewed Journal Article

Investigation and enhancement of stability in grid-connected active DC distribution systems with high penetration level of dynamic loads

Yasser Mohamed, Ahmed Mohamad

Peer-Reviewed Journal Article

View

Investigation and enhancement of stability in grid-connected active DC distribution systems with high penetration level of dynamic loads

Yasser Mohamed, Ahmed Mohamad

Peer-Reviewed Journal Article

Investigation and enhancement of stability in grid-connected converter-based distributed generation units with dynamic loads

Yasser Mohamed, Shahed Mortazavian

Peer-Reviewed Journal Article

View

Investigation of Gear Dynamic Characteristics under Stochastic External Excitations

Ming J. Zuo, Yining Fang

Conference Proceedings

Investigation of impacts of wind source dynamics and stability options in dc power systems with wind energy conversion systems

Yasser Mohamed, Ahmed Mohamad

Peer-Reviewed Journal Article

View

Investigation of the relationship between gear crack levels and impulse parameters using dynamic modeling

Ming J. Zuo, Zhigang Tian, Xingkai Yang

Conference Proceedings

Investigation of wind-energy-based source dynamics and stability options in DC grids

Yasser Mohamed, Ahmed Mohamad

Peer-Reviewed Journal Article

Machine Learning for PHM and Reliability

Ming J. Zuo

Conference/Symposium/Workshop Contribution

Machine-Learning for PHM and Reliability Assurance

Ming J. Zuo

Conference/Symposium/Workshop Contribution

Mechanical Stress Comparison of PMSG Wind Turbine LVRT Methods

Yunwei (Ryan) Li, Yasser Mohamed, Andrew Zhou

Peer-Reviewed Journal Article

Mobile Energy Storage Sizing and Allocation for Multi-Services in Power Distribution Systems

Yasser Mohamed

Peer-Reviewed Journal Article

View

Modeling, Dynamic Analysis, and Stabilization of Active DC Distribution Systems

Ahmed Mohamad

Doctoral Thesis/Dissertation

View

Normalization of gearbox vibration signal for tooth crack diagnosis under variable speed conditions

Ming J. Zuo, Zhigang Tian, Xingkai Yang

Peer-Reviewed Journal Article

Normalization of gearbox vibration signal for tracking tooth crack severity progression under time-varying operating conditions

Ming J. Zuo, Zhigang Tian, Xingkai Yang

Conference Proceedings

Operation Limits of the Hybrid DC/DC Modular Multilevel Converter for HVDC Grids Connections

Yasser Mohamed, Ramin Razani

Peer-Reviewed Journal Article

Optimizing wind farm layout by addressing energy-variance trade-off: A single-objective optimization approach.

Ming J. Zuo, Longyan Wang

Peer-Reviewed Journal Article

View

Physics-Informed LSTM Hyperparameters Selection for Gearbox Fault Detection

Ming J. Zuo, Meng Rao, Yuejian Chen

Peer-Reviewed Journal Article

Planetary gearbox dynamic modeling considering bearing clearance and sun gear tooth crack

Ming J. Zuo, Zhigang Tian, Xingkai Yang, Xianhua Chen

Peer-Reviewed Journal Article

Prognostics of rolling element bearings with the combination of Paris law and reliability method

Ming J. Zuo

Conference Proceedings

Reliability and Quality Management In Stochastic Systems

Ming J. Zuo

Book Chapter

View

Reliability, PHM, and Challenges

Ming J. Zuo

Conference/Symposium/Workshop Contribution

Reliability, PHM, and Machine Learning

Ming J. Zuo

Conference/Symposium/Workshop Contribution

Risk-based pipeline re-assessment optimization considering corrosion defects

Zhigang Tian

Peer-Reviewed Journal Article

View

Safety, Security, and Reliability of Autonomous Vehicles

Ming J. Zuo

Conference/Symposium/Workshop Contribution

Series: Lecture Notes in Mechanical Engineering

Ming J. Zuo

Book Chapter

Seven Level Hybrid Clamped (7L-HC) Converter in Medium Voltage Wind Energy Conversion Systems

Yunwei (Ryan) Li, Hao Tian

Conference Proceedings

Sparse time series modeling of the baseline vibration from a gearbox under time-varying speed condition

Ming J. Zuo, Xihui Liang

Peer-Reviewed Journal Article

View

Spectral negentropy based sidebands and demodulation analysis for planet bearing fault diagnosis

Ming J. Zuo

Peer-Reviewed Journal Article

View

Structure fatigue crack length estimation and prediction using ultrasonic wave data based on ensemble linear regression and Paris’s law

Ming J. Zuo, Xingkai Yang, Meng Rao, Yuejian Chen, Dongdong Wei

Peer-Reviewed Journal Article

Sub-synchronous Resonance Oscillations in Wind Farms – An Overview Study of Mechanisms and Damping Methods

Yunwei (Ryan) Li, Tong Shi, Millawithanachchige Nayanasiri

Peer-Reviewed Journal Article

View

Three new models for evaluation of standard involute spur gear mesh stiffness

Ming J. Zuo, Xihui Liang

Peer-Reviewed Journal Article

View

Time series modeling of vibration signals from a gearbox under varying speed and load condition

Ming J. Zuo, Xihui Liang

Conference Proceedings

Vibration Signal Analysis for Planetary Gearbox Fault Diagnosis

Libin Liu

Doctoral Thesis/Dissertation

Virtual rotating speed meter: Extracting machinery rotating speed from vibration signals based on deep learning and transfer learning

Ming J. Zuo, Meng Rao, Dongdong Wei

Conference Proceedings

Wind farm predictive maintenance considering component level repairs and economic dependency

Zhigang Tian, Han Zhang

Peer-Reviewed Journal Article

Wind power system reliability and maintenance optimization considering turbine and wind uncertainty

Zhigang Tian, Han Wang

Peer-Reviewed Journal Article

Wind power system reliability modeling considering turbine and wind uncertainty

Zhigang Tian, Han Wang

Conference Proceedings

Wind turbine power output estimation with probabilistic power curves

Ming J. Zuo, Zhigang Tian, Siyun Ge

Conference Proceedings