Tetris: Using Software/Hardware Co-Design to Enable Handheld, Physics-Limited 3D Plane-Wave Ultrasound Imaging

被引:7
作者
West, Brendan L. [1 ]
Zhou, Jian [2 ]
Dreslinski, Ronald G. [1 ]
Kripfgans, Oliver D. [3 ]
Fowlkes, J. Brian [3 ]
Chakrabarti, Chaitali [2 ]
Wenisch, Thomas F. [1 ]
机构
[1] Univ Michigan, Dept Comp Sci & Engn, Ann Arbor, MI 48109 USA
[2] Arizona State Univ, Dept Elect Engn, Tempe, AZ 85281 USA
[3] Univ Michigan, Dept Biomed Engn, Ann Arbor, MI 48109 USA
基金
美国国家科学基金会;
关键词
Imaging; Array signal processing; Delays; Three-dimensional displays; Ultrasonic imaging; Transducers; Hardware; Medical imaging; ultrasound; beamforming; accelerator; plane-wave; SONIC MILLIP3DE;
D O I
10.1109/TC.2020.2990061
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
High volume acquisition rates are imperative for certain medical ultrasound imaging applications, such as 3D elastography and 3D vector flow imaging. As ultrasound imaging transitions from 2D to 3D, the massive data bandwidth and billions of trigonometric operations required to reconstruct each volume leaves conventional computer architectures falling short. Despite recent algorithmic improvements, high-volume-rate ultrasound imaging remains computationally infeasible on known platforms. In this article, we expand our previous work on Tetris, a novel hardware accelerator for separable ultrasound beamforming that enables volume acquisition rates up to the physics limits of acoustic propagation delay. Through algorithmic and hardware optimizations, we enable an image reconstruction system design outclassing previously proposed accelerators in performance while lowering hardware complexity, storage, and power requirements. Tetris operates in a streaming fashion-without requiring on-chip storage of the entire receive signal-reconstructing volumes in real-time. For a representative imaging task, our proposed system generates physics-limited 13,000 volumes per second in a 2 watt power budget. The Tetris beamformer has an unprecedented power efficiency of 2.03 tera-beamforming operations per watt-an increase in efficiency of nearly 3x compared to the prior work.
引用
收藏
页码:1209 / 1220
页数:12
相关论文
共 30 条
[1]  
Cobbold RSC, 2007, Foundations of biomedical ultrasound
[2]  
Dahl Jeremy J., 2010, 2010 International Ultrasonics Symposium, P809, DOI 10.1109/ULTSYM.2010.0206
[3]   Ekho: A 30.3W, 10k-Channel Fully Digital Integrated 3-D Beamformer for Medical Ultrasound Imaging Achieving 298M Focal Points per Second [J].
Hager, Pascal A. ;
Bartolini, Andrea ;
Benini, Luca .
IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS, 2016, 24 (05) :1936-1949
[4]  
Hager PA, 2014, BIOMED CIRC SYST C, P228, DOI 10.1109/BioCAS.2014.6981704
[5]   A 1 Gb 2 GHz 128 GB/s Bandwidth Embedded DRAM in 22 nm Tri-Gate CMOS Technology [J].
Hamzaoglu, Fatih ;
Arslan, Umut ;
Bisnik, Nabhendra ;
Ghosh, Swaroop ;
Lal, Manoj B. ;
Lindert, Nick ;
Meterelliyoz, Mesut ;
Osborne, Randy B. ;
Park, Joodong ;
Tomishima, Shigeki ;
Wang, Yih ;
Zhang, Kevin .
IEEE JOURNAL OF SOLID-STATE CIRCUITS, 2015, 50 (01) :150-157
[6]  
Ibrahim A, 2015, DES AUT TEST EUROPE, P1683
[7]   Efficient Sample Delay Calculation for 2-D and 3-D Ultrasound Imaging [J].
Ibrahim, Aya ;
Hager, Pascal A. ;
Bartolini, Andrea ;
Angiolini, Federico ;
Arditi, Marcel ;
Thiran, Jean-Philippe ;
Benini, Luca ;
De Micheli, Giovanni .
IEEE TRANSACTIONS ON BIOMEDICAL CIRCUITS AND SYSTEMS, 2017, 11 (04) :815-831
[8]  
Jensen J. A., 1996, Medical & Biological Engineering & Computing, V34, P351
[9]   CALCULATION OF PRESSURE FIELDS FROM ARBITRARILY SHAPED, APODIZED, AND EXCITED ULTRASOUND TRANSDUCERS [J].
JENSEN, JA ;
SVENDSEN, NB .
IEEE TRANSACTIONS ON ULTRASONICS FERROELECTRICS AND FREQUENCY CONTROL, 1992, 39 (02) :262-267
[10]  
Jensen JA, 2004, 2004 2ND IEEE INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING: MACRO TO NANO, VOLS 1 AND 2, P636