Tolerant Sequential Model Predictive Control Based on Lexicographic Optimization Method for T-Type Three-Phase Three-Level Inverters | IEEE Journals & Magazine | IEEE Xplore

Tolerant Sequential Model Predictive Control Based on Lexicographic Optimization Method for T-Type Three-Phase Three-Level Inverters


Abstract:

Due to the existence of the neutral point (NP) voltage, controlling the three-level inverters has essentially become a multiobjective optimization problem (MOOP) that nee...Show More

Abstract:

Due to the existence of the neutral point (NP) voltage, controlling the three-level inverters has essentially become a multiobjective optimization problem (MOOP) that needs to provide stable output voltages for the load and maintain the NP voltage simultaneously. Traditionally, this MOOP is converted into a single-objective optimization problem by weighting factors. However, since the physical dimensions of the two control objectives are usually different, it is challenging to choose proper weighting factors to obtain a satisfactory performance according to a specific theory. To address this issue, a tolerant sequential model predictive control (TSMPC) utilizing a lexicographic optimization method is proposed in this article. This method establishes two distinct layers for the output voltage and NP voltage, arranging them in sequence according to the importance of control objectives to evaluate all voltage vectors. By using an explainable tolerance value rather than conventional weighting factors, the proposed TSMPC algorithm presents superior performance over traditional MPC approaches. Finally, the feasibility and effectiveness of the proposed TSMPC algorithm have been verified through relevant experiments and the stability of this algorithm has also been analyzed.
Published in: IEEE Transactions on Power Electronics ( Volume: 40, Issue: 2, February 2025)
Page(s): 3020 - 3032
Date of Publication: 04 November 2024

ISSN Information:

Funding Agency:

Author image of Shengwei Chen
School of Rail Transportation, Soochow University, Suzhou, China
College of Electrical Engineering, Zhejiang University, Hangzhou, China
Shengwei Chen received the B.S. degree in electrical engineering from Soochow University, Suzhou, China, in 2021, and the M.S. degree in transportation engineering from Soochow University, Suzhou, China, in 2024. He is currently working toward the Ph.D. degree in electrical engineering from the College of Electrical Engineering, Zhejiang University, Hangzhou, China.
His research interest includes power electronic technolog...Show More
Shengwei Chen received the B.S. degree in electrical engineering from Soochow University, Suzhou, China, in 2021, and the M.S. degree in transportation engineering from Soochow University, Suzhou, China, in 2024. He is currently working toward the Ph.D. degree in electrical engineering from the College of Electrical Engineering, Zhejiang University, Hangzhou, China.
His research interest includes power electronic technolog...View more
Author image of Yong Yang
School of Rail Transportation, Soochow University, Suzhou, China
Intelligent Urban Rail Engineering Research Center of Jiangsu Province, Suzhou, China
Yong Yang (Senior Member, IEEE) received the B.S. degree in automation from Xiangtan University, Xiangtan, China, in 2003, the M.S. degree in electrical engineering from Guizhou University, Guiyang, China, in 2006, and the Ph.D. degree in electrical engineering from Shanghai University, Shanghai, China, in 2010.
He is currently a full Professor with the School of Rail Transportation, Soochow University. From December 2017 ...Show More
Yong Yang (Senior Member, IEEE) received the B.S. degree in automation from Xiangtan University, Xiangtan, China, in 2003, the M.S. degree in electrical engineering from Guizhou University, Guiyang, China, in 2006, and the Ph.D. degree in electrical engineering from Shanghai University, Shanghai, China, in 2010.
He is currently a full Professor with the School of Rail Transportation, Soochow University. From December 2017 ...View more
Author image of Rong Chen
School of Rail Transportation, Soochow University, Suzhou, China
Intelligent Urban Rail Engineering Research Center of Jiangsu Province, Suzhou, China
Rong Chen was born in Jiangsu, China, in 1983. She received the B.S. degree in communication engineering, the M.S. degree in communication and information system, and the Ph.D. degree in signal and information processing from Soochow University, Suzhou, China, in 2006, 2009, and 2013, respectively.
She is currently an Associate Professor with the School of Rail Transportation, Soochow University. Her research interests inc...Show More
Rong Chen was born in Jiangsu, China, in 1983. She received the B.S. degree in communication engineering, the M.S. degree in communication and information system, and the Ph.D. degree in signal and information processing from Soochow University, Suzhou, China, in 2006, 2009, and 2013, respectively.
She is currently an Associate Professor with the School of Rail Transportation, Soochow University. Her research interests inc...View more
Author image of Jiefeng Hu
Centre for New Energy Transition Research, Federation University Australia, Mount Helen, VIC, Australia
Institute of Innovation, Science and Sustainability, Federation University Australia, Mount Helen, VIC, Australia
Jiefeng Hu (Senior Member, IEEE) received the Ph.D. degree in electrical engineering from University of Technology Sydney (UTS), Ultimo, Australia, in 2013.
He participated in the research of minigrids in Commonwealth Scientific and Industrial Research Organization, Newcastle, Australia. He was an Assistant Professor with The Hong Kong Polytechnic University, Kowloon, Hong Kong. He is currently an Associate Professor and a...Show More
Jiefeng Hu (Senior Member, IEEE) received the Ph.D. degree in electrical engineering from University of Technology Sydney (UTS), Ultimo, Australia, in 2013.
He participated in the research of minigrids in Commonwealth Scientific and Industrial Research Organization, Newcastle, Australia. He was an Assistant Professor with The Hong Kong Polytechnic University, Kowloon, Hong Kong. He is currently an Associate Professor and a...View more
Author image of Huiqing Wen
Department of Electrical and Electronic Engineering, Xi'an Jiaotong-Liverpool University, Suzhou, China
Huiqing Wen (Senior Member, IEEE) received the B.S. and M.S. degrees in electrical engineering from Zhejiang University, Hangzhou, China, in 2002 and 2006, respectively, and the Ph.D. degree in electrical engineering from the Chinese Academy of Sciences, Beijing, China, in 2009.
From 2009 to 2010, he was an Electrical Engineer with the Research and Development Center, GE (China) Co., Ltd., Shanghai, China. From 2010 to 201...Show More
Huiqing Wen (Senior Member, IEEE) received the B.S. and M.S. degrees in electrical engineering from Zhejiang University, Hangzhou, China, in 2002 and 2006, respectively, and the Ph.D. degree in electrical engineering from the Chinese Academy of Sciences, Beijing, China, in 2009.
From 2009 to 2010, he was an Electrical Engineer with the Research and Development Center, GE (China) Co., Ltd., Shanghai, China. From 2010 to 201...View more
Author image of Yiwang Wang
Collaborative Innovation Center of Smart Energy Equipment and Power Conversion, Suzhou Vocational University, Suzhou, China
Yiwang Wang (Member, IEEE) received the B.S. degree in electrical engineering and automation from the Kunming University of Science and Technology, Kunming, China, in 2005, the M.S. degree in power electronics from Jiangnan University, Wuxi, China, in 2008, and the Ph.D. degree in electrical engineering from Shanghai Jiao Tong University, Shanghai, China, in 2020.
He is currently a Professor with the Collaborative Innovati...Show More
Yiwang Wang (Member, IEEE) received the B.S. degree in electrical engineering and automation from the Kunming University of Science and Technology, Kunming, China, in 2005, the M.S. degree in power electronics from Jiangnan University, Wuxi, China, in 2008, and the Ph.D. degree in electrical engineering from Shanghai Jiao Tong University, Shanghai, China, in 2020.
He is currently a Professor with the Collaborative Innovati...View more
Author image of Weimin Wu
Department of Electrical Engineering, Shanghai Maritime University, Shanghai, China
Weimin Wu (Member, IEEE) received Ph.D. degree in electrical engineering from the College of Electrical Engineering, Zhejiang University, Hangzhou, China, in 2005.
He worked as a Research Engineer with the Delta Power Electronic Center (DPEC), Shanghai, from July, 2005 to June, 2006. Since July, 2006, he has been a Faculty Member with Shanghai Maritime University, where he is currently a Full Professor with the Department ...Show More
Weimin Wu (Member, IEEE) received Ph.D. degree in electrical engineering from the College of Electrical Engineering, Zhejiang University, Hangzhou, China, in 2005.
He worked as a Research Engineer with the Delta Power Electronic Center (DPEC), Shanghai, from July, 2005 to June, 2006. Since July, 2006, he has been a Faculty Member with Shanghai Maritime University, where he is currently a Full Professor with the Department ...View more
Author image of Gang Fang
GOODWE Technology Company, Ltd., Suzhou, China
Gang Fang (Member, IEEE) received the B.S. degree in electrical engineering from the Beijing Jiaotong University, Beijing, China, in 2006.
He has been working as a Deputy General Manager with the GOODWE Technology Company, Ltd., since 2010. His research interests include the design and control of power converters and solar power systems.
Gang Fang (Member, IEEE) received the B.S. degree in electrical engineering from the Beijing Jiaotong University, Beijing, China, in 2006.
He has been working as a Deputy General Manager with the GOODWE Technology Company, Ltd., since 2010. His research interests include the design and control of power converters and solar power systems.View more
Author image of Jose Rodriguez
Faculty of Engineering, Universidad San Sebastian Santiago, Santiago, Chile
Jose Rodriguez (Life Fellow, IEEE) received the Engineer degree in electrical engineering from the Universidad Tecnica Federico Santa Maria, in Valparaiso, Chile, in 1977, and the Dr.-Ing. degree in electrical engineering from the University of Erlangen, Erlangen, Germany, in 1985.
He has been with the Department of Electronics Engineering, Universidad Tecnica Federico Santa Maria, since 1977, where he was full Professor a...Show More
Jose Rodriguez (Life Fellow, IEEE) received the Engineer degree in electrical engineering from the Universidad Tecnica Federico Santa Maria, in Valparaiso, Chile, in 1977, and the Dr.-Ing. degree in electrical engineering from the University of Erlangen, Erlangen, Germany, in 1985.
He has been with the Department of Electronics Engineering, Universidad Tecnica Federico Santa Maria, since 1977, where he was full Professor a...View more

I. Introduction

Amidst the global shift towards low-carbon energy and the pursuit of carbon neutrality, transitioning the energy landscape of the transportation and power generation sectors is extremely crucial. Because these two sectors are significant consumers of conventional fossil fuels, research into transportation electrification and renewable energy generation technologies has become very popular [1], [2], [3], [4]. Inverters, as the critical link between dc and ac systems, have emerged as vital components in renewable energy generation systems and electric vehicles [5], [6]. Meanwhile, strategies for controlling inverters have been explored continuously. Proportional-integral control, a linear control algorithm, is widely used in industry due to its relatively simple control principles and low computational requirements [7], [8], [9], [10]. However, there exists a trade-off between the steady-state and dynamic performances of this algorithm. In addition, the inadequate performance of systems with strong nonlinearity, which proves challenging to approximate linearly, is also a significant issue that cannot be overlooked [11], [12]. As the pursuit of better performance on nonlinear systems intensifies, and thanks to the enhancement of the computing power of microprocessor chips, model predictive control (MPC) is beginning to be widely used in power electronics because of its good performance on multivariable and nonlinear systems [13], [14], [15].

Author image of Shengwei Chen
School of Rail Transportation, Soochow University, Suzhou, China
College of Electrical Engineering, Zhejiang University, Hangzhou, China
Shengwei Chen received the B.S. degree in electrical engineering from Soochow University, Suzhou, China, in 2021, and the M.S. degree in transportation engineering from Soochow University, Suzhou, China, in 2024. He is currently working toward the Ph.D. degree in electrical engineering from the College of Electrical Engineering, Zhejiang University, Hangzhou, China.
His research interest includes power electronic technology and model predictive control.
Shengwei Chen received the B.S. degree in electrical engineering from Soochow University, Suzhou, China, in 2021, and the M.S. degree in transportation engineering from Soochow University, Suzhou, China, in 2024. He is currently working toward the Ph.D. degree in electrical engineering from the College of Electrical Engineering, Zhejiang University, Hangzhou, China.
His research interest includes power electronic technology and model predictive control.View more
Author image of Yong Yang
School of Rail Transportation, Soochow University, Suzhou, China
Intelligent Urban Rail Engineering Research Center of Jiangsu Province, Suzhou, China
Yong Yang (Senior Member, IEEE) received the B.S. degree in automation from Xiangtan University, Xiangtan, China, in 2003, the M.S. degree in electrical engineering from Guizhou University, Guiyang, China, in 2006, and the Ph.D. degree in electrical engineering from Shanghai University, Shanghai, China, in 2010.
He is currently a full Professor with the School of Rail Transportation, Soochow University. From December 2017 to December 2018, he was a Visiting Scholar with the Center for High Performance Power Electronics (CHPPE) of The Ohio State University, Columbus, USA. He has coauthored more than 100 journal and conference papers. His current research interests include model predictive control in power electronic converters, distributed energy resource interfacing, and high-performance motor drive control.
Yong Yang (Senior Member, IEEE) received the B.S. degree in automation from Xiangtan University, Xiangtan, China, in 2003, the M.S. degree in electrical engineering from Guizhou University, Guiyang, China, in 2006, and the Ph.D. degree in electrical engineering from Shanghai University, Shanghai, China, in 2010.
He is currently a full Professor with the School of Rail Transportation, Soochow University. From December 2017 to December 2018, he was a Visiting Scholar with the Center for High Performance Power Electronics (CHPPE) of The Ohio State University, Columbus, USA. He has coauthored more than 100 journal and conference papers. His current research interests include model predictive control in power electronic converters, distributed energy resource interfacing, and high-performance motor drive control.View more
Author image of Rong Chen
School of Rail Transportation, Soochow University, Suzhou, China
Intelligent Urban Rail Engineering Research Center of Jiangsu Province, Suzhou, China
Rong Chen was born in Jiangsu, China, in 1983. She received the B.S. degree in communication engineering, the M.S. degree in communication and information system, and the Ph.D. degree in signal and information processing from Soochow University, Suzhou, China, in 2006, 2009, and 2013, respectively.
She is currently an Associate Professor with the School of Rail Transportation, Soochow University. Her research interests include signal processing and synchronous phasor measuring.
Rong Chen was born in Jiangsu, China, in 1983. She received the B.S. degree in communication engineering, the M.S. degree in communication and information system, and the Ph.D. degree in signal and information processing from Soochow University, Suzhou, China, in 2006, 2009, and 2013, respectively.
She is currently an Associate Professor with the School of Rail Transportation, Soochow University. Her research interests include signal processing and synchronous phasor measuring.View more
Author image of Jiefeng Hu
Centre for New Energy Transition Research, Federation University Australia, Mount Helen, VIC, Australia
Institute of Innovation, Science and Sustainability, Federation University Australia, Mount Helen, VIC, Australia
Jiefeng Hu (Senior Member, IEEE) received the Ph.D. degree in electrical engineering from University of Technology Sydney (UTS), Ultimo, Australia, in 2013.
He participated in the research of minigrids in Commonwealth Scientific and Industrial Research Organization, Newcastle, Australia. He was an Assistant Professor with The Hong Kong Polytechnic University, Kowloon, Hong Kong. He is currently an Associate Professor and a Program Coordinator of Electrical Engineering with Federation University Australia, Ballarat, VIC, Australia, where he is also the Stream Leader of Centre for New Energy Transition Research. His research interests include power electronics, renewable energy, and smart microgrids.
Dr. Hu is an Associate Editor for IET Renewable Power Generation, an Editor for IEEE Transactions on Energy Conversion, an Associate Editor for IEEE Access, and was a Guest Editor for IEEE Transactions on Industrial Electronics for a Special Issue “Applications of Predictive Control in Microgrids.”
Jiefeng Hu (Senior Member, IEEE) received the Ph.D. degree in electrical engineering from University of Technology Sydney (UTS), Ultimo, Australia, in 2013.
He participated in the research of minigrids in Commonwealth Scientific and Industrial Research Organization, Newcastle, Australia. He was an Assistant Professor with The Hong Kong Polytechnic University, Kowloon, Hong Kong. He is currently an Associate Professor and a Program Coordinator of Electrical Engineering with Federation University Australia, Ballarat, VIC, Australia, where he is also the Stream Leader of Centre for New Energy Transition Research. His research interests include power electronics, renewable energy, and smart microgrids.
Dr. Hu is an Associate Editor for IET Renewable Power Generation, an Editor for IEEE Transactions on Energy Conversion, an Associate Editor for IEEE Access, and was a Guest Editor for IEEE Transactions on Industrial Electronics for a Special Issue “Applications of Predictive Control in Microgrids.”View more
Author image of Huiqing Wen
Department of Electrical and Electronic Engineering, Xi'an Jiaotong-Liverpool University, Suzhou, China
Huiqing Wen (Senior Member, IEEE) received the B.S. and M.S. degrees in electrical engineering from Zhejiang University, Hangzhou, China, in 2002 and 2006, respectively, and the Ph.D. degree in electrical engineering from the Chinese Academy of Sciences, Beijing, China, in 2009.
From 2009 to 2010, he was an Electrical Engineer with the Research and Development Center, GE (China) Co., Ltd., Shanghai, China. From 2010 to 2011, he was an Engineer with the China Coal Research Institute, Beijing, China. From 2011 to 2012, he was a Postdoctoral Fellow with the Masdar Institute of Science and Technology, Abu Dhabi, United Arab Emirates. He is presently working as a Professor with the Xi'an Jiaotong-Liverpool University, Suzhou, China. His current research interests include bidirectional dc–dc converters, power electronics in flexible ac transmission applications, electrical vehicles, and high-power, three-level electrical driving systems.
Huiqing Wen (Senior Member, IEEE) received the B.S. and M.S. degrees in electrical engineering from Zhejiang University, Hangzhou, China, in 2002 and 2006, respectively, and the Ph.D. degree in electrical engineering from the Chinese Academy of Sciences, Beijing, China, in 2009.
From 2009 to 2010, he was an Electrical Engineer with the Research and Development Center, GE (China) Co., Ltd., Shanghai, China. From 2010 to 2011, he was an Engineer with the China Coal Research Institute, Beijing, China. From 2011 to 2012, he was a Postdoctoral Fellow with the Masdar Institute of Science and Technology, Abu Dhabi, United Arab Emirates. He is presently working as a Professor with the Xi'an Jiaotong-Liverpool University, Suzhou, China. His current research interests include bidirectional dc–dc converters, power electronics in flexible ac transmission applications, electrical vehicles, and high-power, three-level electrical driving systems.View more
Author image of Yiwang Wang
Collaborative Innovation Center of Smart Energy Equipment and Power Conversion, Suzhou Vocational University, Suzhou, China
Yiwang Wang (Member, IEEE) received the B.S. degree in electrical engineering and automation from the Kunming University of Science and Technology, Kunming, China, in 2005, the M.S. degree in power electronics from Jiangnan University, Wuxi, China, in 2008, and the Ph.D. degree in electrical engineering from Shanghai Jiao Tong University, Shanghai, China, in 2020.
He is currently a Professor with the Collaborative Innovation Center of Smart Energy Equipment and Power Conversion, Suzhou Vocational University, Suzhou, China. He is also a Director of Suzhou Key Laboratory of Smart Energy Technology. His research interests include power electronics intelligence control, and the applications of power electronics and renewable energy.
Yiwang Wang (Member, IEEE) received the B.S. degree in electrical engineering and automation from the Kunming University of Science and Technology, Kunming, China, in 2005, the M.S. degree in power electronics from Jiangnan University, Wuxi, China, in 2008, and the Ph.D. degree in electrical engineering from Shanghai Jiao Tong University, Shanghai, China, in 2020.
He is currently a Professor with the Collaborative Innovation Center of Smart Energy Equipment and Power Conversion, Suzhou Vocational University, Suzhou, China. He is also a Director of Suzhou Key Laboratory of Smart Energy Technology. His research interests include power electronics intelligence control, and the applications of power electronics and renewable energy.View more
Author image of Weimin Wu
Department of Electrical Engineering, Shanghai Maritime University, Shanghai, China
Weimin Wu (Member, IEEE) received Ph.D. degree in electrical engineering from the College of Electrical Engineering, Zhejiang University, Hangzhou, China, in 2005.
He worked as a Research Engineer with the Delta Power Electronic Center (DPEC), Shanghai, from July, 2005 to June, 2006. Since July, 2006, he has been a Faculty Member with Shanghai Maritime University, where he is currently a Full Professor with the Department of Electrical Engineering. He was a Visiting Professor with the Center for Power Electronics Systems (CPES), Virginia Polytechnic Institute and State University, Blacksburg, USA, from September 2008 to March 2009. From November 2011 to January 2014, he was also a visiting Professor with the Department of Energy Technology, Aalborg University, Aalborg, Demark, working with the Center of Reliable Power Electronics (CORPE). He has coauthored more than 180 papers and holds eighteen patents. His research interests include power converters for renewable energy systems, power quality, smart grid, and energy storage technology.
Dr. Wu serves as an Associate Editor for IEEE Transactions on Industry Electronics.
Weimin Wu (Member, IEEE) received Ph.D. degree in electrical engineering from the College of Electrical Engineering, Zhejiang University, Hangzhou, China, in 2005.
He worked as a Research Engineer with the Delta Power Electronic Center (DPEC), Shanghai, from July, 2005 to June, 2006. Since July, 2006, he has been a Faculty Member with Shanghai Maritime University, where he is currently a Full Professor with the Department of Electrical Engineering. He was a Visiting Professor with the Center for Power Electronics Systems (CPES), Virginia Polytechnic Institute and State University, Blacksburg, USA, from September 2008 to March 2009. From November 2011 to January 2014, he was also a visiting Professor with the Department of Energy Technology, Aalborg University, Aalborg, Demark, working with the Center of Reliable Power Electronics (CORPE). He has coauthored more than 180 papers and holds eighteen patents. His research interests include power converters for renewable energy systems, power quality, smart grid, and energy storage technology.
Dr. Wu serves as an Associate Editor for IEEE Transactions on Industry Electronics.View more
Author image of Gang Fang
GOODWE Technology Company, Ltd., Suzhou, China
Gang Fang (Member, IEEE) received the B.S. degree in electrical engineering from the Beijing Jiaotong University, Beijing, China, in 2006.
He has been working as a Deputy General Manager with the GOODWE Technology Company, Ltd., since 2010. His research interests include the design and control of power converters and solar power systems.
Gang Fang (Member, IEEE) received the B.S. degree in electrical engineering from the Beijing Jiaotong University, Beijing, China, in 2006.
He has been working as a Deputy General Manager with the GOODWE Technology Company, Ltd., since 2010. His research interests include the design and control of power converters and solar power systems.View more
Author image of Jose Rodriguez
Faculty of Engineering, Universidad San Sebastian Santiago, Santiago, Chile
Jose Rodriguez (Life Fellow, IEEE) received the Engineer degree in electrical engineering from the Universidad Tecnica Federico Santa Maria, in Valparaiso, Chile, in 1977, and the Dr.-Ing. degree in electrical engineering from the University of Erlangen, Erlangen, Germany, in 1985.
He has been with the Department of Electronics Engineering, Universidad Tecnica Federico Santa Maria, since 1977, where he was full Professor and President. From 2015 to 2019, he was the President of Universidad Andres Bello in Santiago, Chile. Since 2022, he has been the President of Universidad San Sebastian in Santiago, Chile. He has coauthored two books, several book chapters, and more than 700 journal and conference papers. His main research interests include multilevel inverters, new converter topologies, control of power converters, and adjustable-speed drives.
Dr. Rodriguez was the recipient of a number of best paper awards from journals of the IEEE. He was also the recipient of the National Award of Applied Sciences and Technology from the government of Chile, in 2014 and the Eugene Mittelmann Award from the Industrial Electronics Society of the IEEE, in 2015. In years 2014 to 2021, he has been included in the list of Highly Cited Researchers published by Web of Science. He is a member of the Chilean Academy of Engineering.
Jose Rodriguez (Life Fellow, IEEE) received the Engineer degree in electrical engineering from the Universidad Tecnica Federico Santa Maria, in Valparaiso, Chile, in 1977, and the Dr.-Ing. degree in electrical engineering from the University of Erlangen, Erlangen, Germany, in 1985.
He has been with the Department of Electronics Engineering, Universidad Tecnica Federico Santa Maria, since 1977, where he was full Professor and President. From 2015 to 2019, he was the President of Universidad Andres Bello in Santiago, Chile. Since 2022, he has been the President of Universidad San Sebastian in Santiago, Chile. He has coauthored two books, several book chapters, and more than 700 journal and conference papers. His main research interests include multilevel inverters, new converter topologies, control of power converters, and adjustable-speed drives.
Dr. Rodriguez was the recipient of a number of best paper awards from journals of the IEEE. He was also the recipient of the National Award of Applied Sciences and Technology from the government of Chile, in 2014 and the Eugene Mittelmann Award from the Industrial Electronics Society of the IEEE, in 2015. In years 2014 to 2021, he has been included in the list of Highly Cited Researchers published by Web of Science. He is a member of the Chilean Academy of Engineering.View more

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