Microwave Imaging for Muscle Rupture Detection
Doktorsavhandling, 2024
Muscle injuries are common in sports like football, sprinting, and running, particularly affecting the hamstring muscles in the back of the thigh. Magnetic resonance imaging (MRI) is often used for diagnosis, but its high cost limits accessibility, leaving many patients without definitive diagnoses.
This work explores microwave imaging as an alternative for detecting muscle ruptures, offering a more affordable and accessible solution for earlier detection and better care. A microwave-based imaging system includes an antenna array, a measurement system, and an imaging algorithm. This research focuses on developing methods enabling design of a compact, low-cost system with repeatable and fast imaging capability.
In the first part of this study, measurement repeatability was investigated and improved using a monopole antenna with a lossy (conductive) gel to attenuate unwanted signals propagating outside the body. A software-defined radio (SDR) was also investigated as a low-cost, compact alternative to a Vector Network Analyzer (VNA). With a simple calibration strategy, the SDR achieved repeatability and accuracy down to more than -70 dB signal attenuation, proving it would be a viable option for muscle rupture detection.
The second part focused on reducing the measurement time while preserving imaging accuracy. The lossy gels in the antennas was found to improve the imaging accuracy, while a novel matched filter-based DMAS algorithm further improved the accuracy. This work also found that optimization of the number of measured transmission channels and measured frequency points enables faster measurements with minimal impact on image accuracy.
Finally, imaging experiments demonstrated that images could be successfully reconstructed with the SDR, combined with the DMAS algorithm.
In conclusion, this study provides the first proof of principle for a feasible, cost-effective microwave imaging system, offering a potential to further develop a portable alternative for muscle injury diagnostics.
SDR
Microwave imaging
antenna system
medical diagnosis
muscle rupture
matched filter
Författare
Laura Guerrero Orozco
Chalmers, Elektroteknik, Signalbehandling och medicinsk teknik
Muscle Rupture Microwave Imaging with a Lossy Gel to Reduce Multipath Interference
17th European Conference on Antennas and Propagation, EuCAP 2023,;(2023)
Paper i proceeding
Microwave Antenna System for Muscle Rupture Imaging with a Lossy Gel to Reduce Multipath Interference
Sensors,;Vol. 22(2022)
Artikel i vetenskaplig tidskrift
Measurement quality of a software defined radio system for medical diagnostics
JOURNAL OF ENGINEERING-JOE,;Vol. 2022(2022)p. 1162-1172
Artikel i vetenskaplig tidskrift
Guerrero Orozco, L, Peterson, L, Fhager, A. Microwave imaging with a reduced number of transmission channels in a semi-circular antenna array.
Guerrero Orozco, L, Peterson, L, Fhager, A. Matched Filter Enhanced Delay Multiply and Sum for Muscle Rupture Microwave Imaging.
Guerrero Orozco, L, Zeng, X, Fhager, A. Microwave Imaging of Muscle Ruptures with Software Defined Radio.
Fhager, A, Guerrero Orozco, L, Peterson, L,. A Study on the Reduction of Frequency Points in Muscle Rupture Microwave Imaging in a semi-circular antenna array
What if muscle injuries could be diagnosed right where and when they happen, using a cheaper and more accessible alternative? That’s the question driving this research. In this thesis, the use of microwave imaging, a technology that uses safe, low-energy electromagnetic waves, is explored to detect and analyze muscle ruptures.
When a muscle is torn, bleeding occurs as well. This is the key to diagnosing it with microwaves. The body’s tissues have different dielectric properties (i.e., how they interact with electromagnetic waves), which depend on the water and salt content. Since muscle and blood have distinct dielectric properties, that difference can be used to identify ruptures.
The system being developed combines antennas, measurement tools, and imaging algorithms. Microwave signals are sent into the body by the antennas, and the signals are captured after they have propagated through the body. By analyzing these signals, areas with blood can be located, and muscle injuries can be detected.
This approach could change the game for diagnosing and monitoring muscle injuries. It’s portable, non-invasive, and could be far more affordable than traditional methods like MRI. That makes it perfect for sports medicine, emergency care, or even on-site use during training or competitions.
With further development, microwave imaging could offer faster, easier, and more accessible ways to diagnose muscle injuries, helping athletes and patients get the care they need, when they need it.
Ämneskategorier
Medicinsk laboratorie- och mätteknik
Medicinteknik
Idrottsvetenskap
Medicinsk apparatteknik
Elektroteknik och elektronik
ISBN
978-91-8103-152-2
Doktorsavhandlingar vid Chalmers tekniska högskola. Ny serie: 5610
Utgivare
Chalmers
ED, Hörsalsvägen 11, Chalmers
Opponent: Prof. Martin O’Halloran, National University of Ireland Galway, Ireland