Liwei Lin (Advisor)

Research Advised by Professor Liwei Lin

Lin Group:  List of Projects | List of Researchers

Zihan Wang

Postdoctoral Researcher
Mechanical Engineering
Professor Liwei Lin (Advisor)
PostDoc 2024 to present

Zihan Wang received his Ph.D. degree in Data Science and Information Technology at Tsinghua University in 2024. He is currently a postdoctoral researcher in Professor Liwei Lin's lab focusing on liquid metal-based sensors and actuators.

BPNX1036: Enhanced Gas Sensing with Machine Learning (New Project)

Yuan Gao
Wei Yue
2025

Accurate and real-time gas detection is crucial for applications ranging from environmental monitoring to industrial processes. Traditional methods are often limited by low accuracy, slow response times, and high costs. This project introduces a scalable machine learning fusion system that integrates sensor fusion techniques to enhance detection performance. With encoder-decoder architectures and a decision fusion model, our approach significantly improves the accuracy of carbon dioxide sensing, achieving a mean absolute percentage error (MAPE) of 2.97% while reducing response and recovery...

BPNX1034: Biological Bone Age Assessment via PMUTs

Nikita Lukhanin
Fan Xia
Sean Isomatsu
Megan Teng
Bo Jiang
Jean-Daniel Zanone
2025

It has been well established that the bone age of a child can be estimated by using X-ray, CT, MRI, and other large medical imaging devices. While other less expensive and non-radioactive methodology use ultrasonography, these devices are bulky and often require trained technicians to use properly. This project introduces a low-cost, miniaturized device for bone age assessments by microelectromechanical system (MEMS) technologies in the form of a piezoelectric micromachined ultrasound transducer (pMUT). By integrating Aluminum nitride (AlN) into our 5 mm pMUT, we are capable of...

BPN743: Highly Responsive pMUTs

Peggy Tsao
Megan Teng
Hanxiao Liu
Yande Peng
2025

Ultrasonics has been realized as a nondestructive measurement method for a variety of
applications, such as medical imaging, healthcare monitoring, structural testing, range finding, and motion sensing. Furthermore, high intensity ultrasound can be used in therapeutic treatments, such as lithotripsy for kidney stone comminution, hyperthermia for cancer therapy, high-intensity focused ultrasound (HIFU) for laparoscopic surgery and transcranial sonothrombolysis for brain stroke treatment. MEMS ultrasonic transducers are known to have several pronounced advantages over the conventional...

BPNX1007: Surface Tension-Driven Liquid Metal Actuator

Zihan Wang
Peisheng He
Wei Yue
2025

Surface tension plays an important role in miniaturized systems as the scaling law favors its relative significance over other forces such as gravity, magnetic, and structural stiffness. As such, surface tension effects have induced process issues in microfabrication such as stiction but also provided opportunities in using the surface tension to drive microdevices, such as those based on electrowetting-on-dielectric (EWOD), electrocapillary, and continuous electrowetting (CEW) mechanism, … etc. In this project, we exploit the giant outputs by the switching of surface tension...

BPN993: Safe and Deformable Soft Batteries

Jong Ha Park
Peisheng He
2025

Safe and deformable soft batteries are desirable for modern products that call for good safety features such as cell phones and good conformability to be embedded onto irregular surfaces in electronics systems. Current Li-ion batteries on the commercial market are rigidly packaged and hermetically sealed to prevent: 1) the intrusion of moistures which degrade performances; and 2) the leakage of toxic and flammable electrolytes due to mechanical damages. On the other hand, various deformable/stretchable batteries have been reported in research articles and they have shown good...

Wei Yue

Graduate Student Researcher
Mechanical Engineering
Professor Liwei Lin (Advisor)
Ph.D. 2026 (Anticipated)

Wei Yue received his B.S. in Theoretical and Applied Mechanics from Peking University in 2021. He is currently pursuing Ph.D. in MEMS/Nano in Mechanical Engineering at UC Berkeley under the supervision of Professor Liwei Lin.

BSAC Fall 2024 Research Review Presenter

BPN955: AI-Powered Life-Science Monitoring Platforms

Declan M. Fitzgerald
Nikita Lukhanin
Keming Bai
Kamyar Behrouzi
2025

Access to affordable and user-friendly health-science monitoring platforms are crucial for advancing global healthcare. While lateral flow immunoassays have been the primary solution for decades, their limited sensitivity and suboptimal sample utilization present challenges. This project represents a systematic progression towards developing economically viable sensors with heightened sensitivity, applicable to both disease diagnostics and the detection of environmental contaminants. By integrating nanoplasmonics to induce visually perceptible signals and harnessing the coffee ring effect...

BPN992: Sensing and Actuation Applications Using Lithium Niobate PMUTs

Wei Yue
Megan Teng
Hanxiao Liu
Yande Peng
2025

Sensing, actuation and imaging applications based on ultrasounds could expand to many applications by means of miniaturization and low power consumption via MEMS fabrication technologies. Piezoelectric micromachined ultrasound transducers (PMUTs) with thin film designs have emerged as key commercial products but current state-of-art PMUTs are limited by the acoustic power/pressure for applications within a limited range by using AlN as the piezoelectrical material due to its process compatibility with microelectronics. One BSAC industrial member has developed a process to make PMUT devices...

Declan M. Fitzgerald

Graduate Student Researcher
Mechanical Engineering
Professor Liwei Lin (Advisor)
Ph.D. 2029 (Anticipated)

Declan is a PhD student studying mechanical engineering in Professor Liwei Lin's research group. Prior to joining BSAC and the Berkeley community, he earned his BS/MS in mechanical engineering and his BS in psychology at the University of Maryland, College Park (UMD). He performed research in UMD's Bioinspired Advanced Manufacturing laboratory, as well as in the Division of Biomedical Physics at the Food and Drug Administration. His ongoing interests involve the use of advanced micro/nanofabrication techniques for the development of medical devices.