Abstract:
Circuit AI is an advanced generative AI-driven tool designed to streamline electronic design by integrating bill of materials (BOM) optimization with advanced performance...Show MoreMetadata
Abstract:
Circuit AI is an advanced generative AI-driven tool designed to streamline electronic design by integrating bill of materials (BOM) optimization with advanced performance analysis. Leveraging a pretrained large language model, it automates tasks such as switching loss analysis, component availability checks, and cost optimization, significantly enhancing the efficiency of BOM workflows. Additionally, Circuit AI incorporates a fine-tuned version of the pretrained model to estimate capacitor RMS currents (I cap-rms), a critical performance metric for ensuring reliable thermal operation and prolonging component lifespan in power electronics applications. By seamlessly combining BOM optimization with performance evaluation, Circuit AI supports engineers in making more efficient decisions throughout the design process, from initial selection to final production.
Published in: IEEE Power Electronics Magazine ( Volume: 12, Issue: 1, March 2025)
Vishwam Raval (vishwam@tamu.edu) is currently pursuing the degree in electrical and computer engineering with Texas A&M University, College Station, TX, USA. He is also working on projects that leverage artificial intelligence for various technological applications, including circuit optimization and secure designs. With a strong interest in the intersection of AI and hardware design, he aims to innovate solutions that en...Show More
Vishwam Raval (vishwam@tamu.edu) is currently pursuing the degree in electrical and computer engineering with Texas A&M University, College Station, TX, USA. He is also working on projects that leverage artificial intelligence for various technological applications, including circuit optimization and secure designs. With a strong interest in the intersection of AI and hardware design, he aims to innovate solutions that en...View more
Mohamed Zeid (mohamedzeid@tamu.edu) received the bachelor’s degree in electrical and computer engineering and the master’s degree in computer engineering from Texas A&M University, College Station, TX, USA, where he is currently pursuing the Ph.D. degree in electrical and computer engineering, under the supervision of Prof. Prasad Enjeti. His research interests include power electronics, power quality, control systems, cy...Show More
Mohamed Zeid (mohamedzeid@tamu.edu) received the bachelor’s degree in electrical and computer engineering and the master’s degree in computer engineering from Texas A&M University, College Station, TX, USA, where he is currently pursuing the Ph.D. degree in electrical and computer engineering, under the supervision of Prof. Prasad Enjeti. His research interests include power electronics, power quality, control systems, cy...View more
Prasad Enjeti (Fellow, IEEE) (enjeti@tamu.edu) holds the Texas Instruments Jack Kilby Chair Professor and has been at Texas A&M University, College Station, TX, USA, since 1988. An alumnus of Osmania in 1980, IIT Kanpur, and Concordia University, he champions innovative power electronic converter designs and utility interfaces for renewable energy systems (PV/wind/battery) and clean energy systems (fuel cells/supercapacit...Show More
Prasad Enjeti (Fellow, IEEE) (enjeti@tamu.edu) holds the Texas Instruments Jack Kilby Chair Professor and has been at Texas A&M University, College Station, TX, USA, since 1988. An alumnus of Osmania in 1980, IIT Kanpur, and Concordia University, he champions innovative power electronic converter designs and utility interfaces for renewable energy systems (PV/wind/battery) and clean energy systems (fuel cells/supercapacit...View more
Grant Pitel (gpitel@magna-power.com) received the B.S. degree in electrical and computer engineering from Cornell University, Ithaca, NY, USA, specializing in digital signal processing, and the M.S. and Ph.D. degrees from the University of Illinois at Urbana-Champaign, Champaign, IL, USA, with a focus on digital control and lithium-ion battery behavior. He is currently the Chief Technology Officer (CTO) with Magna-Power E...Show More
Grant Pitel (gpitel@magna-power.com) received the B.S. degree in electrical and computer engineering from Cornell University, Ithaca, NY, USA, specializing in digital signal processing, and the M.S. and Ph.D. degrees from the University of Illinois at Urbana-Champaign, Champaign, IL, USA, with a focus on digital control and lithium-ion battery behavior. He is currently the Chief Technology Officer (CTO) with Magna-Power E...View more
Contents Vishwam Raval (vishwam@tamu.edu) is currently pursuing the degree in electrical and computer engineering with Texas A&M University, College Station, TX, USA. He is also working on projects that leverage artificial intelligence for various technological applications, including circuit optimization and secure designs. With a strong interest in the intersection of AI and hardware design, he aims to innovate solutions that enhance system efficiency and reliability. His work focuses on integrating advanced methodologies to address contemporary challenges in technology. Driven by a passion for practical research, he is committed to advancing the field of modern technology through innovative approaches and solutions.
Vishwam Raval (vishwam@tamu.edu) is currently pursuing the degree in electrical and computer engineering with Texas A&M University, College Station, TX, USA. He is also working on projects that leverage artificial intelligence for various technological applications, including circuit optimization and secure designs. With a strong interest in the intersection of AI and hardware design, he aims to innovate solutions that enhance system efficiency and reliability. His work focuses on integrating advanced methodologies to address contemporary challenges in technology. Driven by a passion for practical research, he is committed to advancing the field of modern technology through innovative approaches and solutions.View more
Mohamed Zeid (mohamedzeid@tamu.edu) received the bachelor’s degree in electrical and computer engineering and the master’s degree in computer engineering from Texas A&M University, College Station, TX, USA, where he is currently pursuing the Ph.D. degree in electrical and computer engineering, under the supervision of Prof. Prasad Enjeti. His research interests include power electronics, power quality, control systems, cyber physical systems, and machine learning.
Mohamed Zeid (mohamedzeid@tamu.edu) received the bachelor’s degree in electrical and computer engineering and the master’s degree in computer engineering from Texas A&M University, College Station, TX, USA, where he is currently pursuing the Ph.D. degree in electrical and computer engineering, under the supervision of Prof. Prasad Enjeti. His research interests include power electronics, power quality, control systems, cyber physical systems, and machine learning.View more
Prasad Enjeti (Fellow, IEEE) (enjeti@tamu.edu) holds the Texas Instruments Jack Kilby Chair Professor and has been at Texas A&M University, College Station, TX, USA, since 1988. An alumnus of Osmania in 1980, IIT Kanpur, and Concordia University, he champions innovative power electronic converter designs and utility interfaces for renewable energy systems (PV/wind/battery) and clean energy systems (fuel cells/supercapacitors/hydrogen), contributing to the field with over 100 journal publications. He has mentored 36 Ph.D. and 53 M.S. graduates, with his doctoral protégés occupying academic and industry leadership roles globally. His research extends to energy conversion systems with wide-bandgap devices, Gen AI applications to power electronics, enhancing cybersecurity, and monitoring in industrial control systems. He is an IEEE Fellow with notable contributions to power electronics.
Prasad Enjeti (Fellow, IEEE) (enjeti@tamu.edu) holds the Texas Instruments Jack Kilby Chair Professor and has been at Texas A&M University, College Station, TX, USA, since 1988. An alumnus of Osmania in 1980, IIT Kanpur, and Concordia University, he champions innovative power electronic converter designs and utility interfaces for renewable energy systems (PV/wind/battery) and clean energy systems (fuel cells/supercapacitors/hydrogen), contributing to the field with over 100 journal publications. He has mentored 36 Ph.D. and 53 M.S. graduates, with his doctoral protégés occupying academic and industry leadership roles globally. His research extends to energy conversion systems with wide-bandgap devices, Gen AI applications to power electronics, enhancing cybersecurity, and monitoring in industrial control systems. He is an IEEE Fellow with notable contributions to power electronics.View more
Grant Pitel (gpitel@magna-power.com) received the B.S. degree in electrical and computer engineering from Cornell University, Ithaca, NY, USA, specializing in digital signal processing, and the M.S. and Ph.D. degrees from the University of Illinois at Urbana-Champaign, Champaign, IL, USA, with a focus on digital control and lithium-ion battery behavior. He is currently the Chief Technology Officer (CTO) with Magna-Power Electronics, Flemington, NJ, USA. As CTO, he oversees all engineering and software activities at Magna-Power, including new product development and internal company technologies. Previously, he served as a Senior Engineer at PC Krause and Associates and interned at Google. He has authored numerous IEEE publications and magazine articles, actively volunteers with IEEE societies IAS and PELS, supports conferences, such as APEC and ECCE, and contributes to the local power electronics chapter in the Philadelphia/Princeton area. Among his accolades are the IEEE IAS Myron Zucker Student Design Award in 2003, the Energy Star Efficiency Challenge Winner in 2004, and the Grainger Outstanding Power Engineer Award in 2005. In 2024, he was inducted into the Ben Franklin Committee on Science and the Arts.
Grant Pitel (gpitel@magna-power.com) received the B.S. degree in electrical and computer engineering from Cornell University, Ithaca, NY, USA, specializing in digital signal processing, and the M.S. and Ph.D. degrees from the University of Illinois at Urbana-Champaign, Champaign, IL, USA, with a focus on digital control and lithium-ion battery behavior. He is currently the Chief Technology Officer (CTO) with Magna-Power Electronics, Flemington, NJ, USA. As CTO, he oversees all engineering and software activities at Magna-Power, including new product development and internal company technologies. Previously, he served as a Senior Engineer at PC Krause and Associates and interned at Google. He has authored numerous IEEE publications and magazine articles, actively volunteers with IEEE societies IAS and PELS, supports conferences, such as APEC and ECCE, and contributes to the local power electronics chapter in the Philadelphia/Princeton area. Among his accolades are the IEEE IAS Myron Zucker Student Design Award in 2003, the Energy Star Efficiency Challenge Winner in 2004, and the Grainger Outstanding Power Engineer Award in 2005. In 2024, he was inducted into the Ben Franklin Committee on Science and the Arts.View more
