首页 > 最新文献

IEEE transactions on ultrasonics, ferroelectrics, and frequency control最新文献

英文 中文
Interaction of acoustic waves with spin waves using a GHz operating GaN/Si SAW device with a Ni/NiFeSi layer between its IDTs. 利用工作频率为 GHz、IDT 间有镍/镍铁硅层的 GaN/Si 声表面波器件实现声波与自旋波的相互作用。
IF 3 2区 工程技术 Q1 ACOUSTICS Pub Date : 2024-09-26 DOI: 10.1109/TUFFC.2024.3463731
Ioana Zdru, Florin Ciubotaru, Claudia Nastase, Andrei Florescu, Alexandre Abbass Hamadeh, Moritz Geilen, Alexandra Nicoloiu, George Boldeiu, Dan Vasilache, Sergiu Iordanescu, Life Monica Nedelcu, Daniele Narducci, Mihaela-Cristina Ciornei, Christoph Adelmann, Adrian Dinescu, Mathias Weiler, Philipp Pirro, Alexandru Muller

A two port surface acoustic wave (SAW) device was developed to be used for the control and excitation via spin waves (SW). The structure was manufactured using advanced nanolithography techniques, on GaN/Si, enabling fundamental Rayleigh interdigitated transducer (IDT) resonances in GHz frequency range. The ferromagnetic resonance of the magnetostrictive Ni/NiFeSi layer placed between the IDTs of the SAW device can be tuned to the SAW resonance frequency by magnetic fields. Using structures with finger and interdigit spacing of 170 nm and 100 nm, fundamental Rayleigh IDT resonance frequencies of 6.4 and 10.4 GHz have been obtained. Coupling of SAW to SW was demonstrated through transmission measurements at the fundamental Rayleigh frequencies in a magnetic field, μ0H from -280 to +280 mT, at different angles (θ) between the SAW propagation direction and the magnetic field direction. For the 6.4 GHz resonator a maximum decrease of about 1.2 dB occurred in |S21|, at μ0H = 30 mT and at θ = 45. Time-gated processing of the frequency domain raw data was used to remove the direct electromagnetic cross talk and triple transit effects. Nonreciprocity associated to the coupling was analyzed for the two SAW structures. The quantitative influence of the magnetic field strength on the phase of the transmission parameters is also presented.

我们开发了一种双端口表面声波(SAW)装置,用于通过自旋波(SW)进行控制和激励。该结构采用先进的纳米光刻技术在氮化镓/硅上制造而成,可在千兆赫频率范围内实现基本的瑞利互感换能器(IDT)共振。置于声表面波器件 IDT 之间的磁致伸缩 Ni/NiFeSi 层的铁磁共振可通过磁场调谐至声表面波共振频率。利用指状间距为 170 nm 和间距为 100 nm 的结构,获得了 6.4 和 10.4 GHz 的基本瑞利 IDT 共振频率。通过对 SAW 传播方向与磁场方向之间不同角度 (θ)、磁场 μ0H 为 -280 至 +280 mT 的基本瑞利频率进行传输测量,证明了 SAW 与 SW 的耦合。对于 6.4 GHz 谐振器,在 μ0H = 30 mT 和 θ = 45 时,|S21| 的最大衰减约为 1.2 dB。对频域原始数据进行了时间门控处理,以消除直接电磁串扰和三重过境效应。分析了两种声表面波结构与耦合相关的非互斥性。此外,还介绍了磁场强度对传输参数相位的定量影响。
{"title":"Interaction of acoustic waves with spin waves using a GHz operating GaN/Si SAW device with a Ni/NiFeSi layer between its IDTs.","authors":"Ioana Zdru, Florin Ciubotaru, Claudia Nastase, Andrei Florescu, Alexandre Abbass Hamadeh, Moritz Geilen, Alexandra Nicoloiu, George Boldeiu, Dan Vasilache, Sergiu Iordanescu, Life Monica Nedelcu, Daniele Narducci, Mihaela-Cristina Ciornei, Christoph Adelmann, Adrian Dinescu, Mathias Weiler, Philipp Pirro, Alexandru Muller","doi":"10.1109/TUFFC.2024.3463731","DOIUrl":"https://doi.org/10.1109/TUFFC.2024.3463731","url":null,"abstract":"<p><p>A two port surface acoustic wave (SAW) device was developed to be used for the control and excitation via spin waves (SW). The structure was manufactured using advanced nanolithography techniques, on GaN/Si, enabling fundamental Rayleigh interdigitated transducer (IDT) resonances in GHz frequency range. The ferromagnetic resonance of the magnetostrictive Ni/NiFeSi layer placed between the IDTs of the SAW device can be tuned to the SAW resonance frequency by magnetic fields. Using structures with finger and interdigit spacing of 170 nm and 100 nm, fundamental Rayleigh IDT resonance frequencies of 6.4 and 10.4 GHz have been obtained. Coupling of SAW to SW was demonstrated through transmission measurements at the fundamental Rayleigh frequencies in a magnetic field, μ0H from -280 to +280 mT, at different angles (θ) between the SAW propagation direction and the magnetic field direction. For the 6.4 GHz resonator a maximum decrease of about 1.2 dB occurred in |S21|, at μ0H = 30 mT and at θ = 45. Time-gated processing of the frequency domain raw data was used to remove the direct electromagnetic cross talk and triple transit effects. Nonreciprocity associated to the coupling was analyzed for the two SAW structures. The quantitative influence of the magnetic field strength on the phase of the transmission parameters is also presented.</p>","PeriodicalId":13322,"journal":{"name":"IEEE transactions on ultrasonics, ferroelectrics, and frequency control","volume":"PP ","pages":""},"PeriodicalIF":3.0,"publicationDate":"2024-09-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142345783","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Ultrasound Localization Microscopy Precision of Clinical 3-D Ultrasound Systems 临床三维超声系统的超声定位显微精度。
IF 3 2区 工程技术 Q1 ACOUSTICS Pub Date : 2024-09-25 DOI: 10.1109/TUFFC.2024.3467391
Stefanie Dencks;Thomas Lisson;Nico Oblisz;Fabian Kiessling;Georg Schmitz
Ultrasound localization microscopy (ULM) is becoming well established in preclinical applications. For its translation into clinical practice, the localization precision achievable with commercial ultrasound (US) scanners is crucial—especially with volume imaging, which is essential for dealing with out-of-plane motion. Here, we propose an easy-to-perform method to estimate the localization precision of 3-D US scanners. With this method, we evaluated imaging sequences of the Philips Epiq 7 US device using the X5-1 and the XL14-3 matrix transducers and also tested different localization methods. For the X5-1 transducer, the best lateral, elevational, and axial precision was 109, 95, and $55~mu $ m for one contrast mode, and 29, 22, and $19~mu $ m for the other. The higher frequency XL14-3 transducer yielded precisions of 17, 38, and $6~mu $ m using the harmonic imaging mode. Although the center of mass was the most robust localization method also often providing the best precision, the localization method has only a minor influence on the localization precision compared to the impact by the imaging sequence and transducer. The results show that with one of the imaging modes of the X5-1 transducer, precisions comparable to the XL14-3 transducer can be achieved. However, due to localization precisions worse than $10~mu $ m, reconstruction of the microvasculature at the capillary level will not be possible. These results show the importance of evaluating the localization precision of imaging sequences from different US transducers or scanners in all directions before using them for in vivo measurements.
超声定位显微技术在临床前应用中已日趋成熟。要将其应用于临床实践,商用超声扫描仪所能达到的定位精度至关重要--尤其是容积成像,这对于处理平面外运动至关重要。在此,我们提出了一种易于操作的方法来估算三维超声扫描仪的定位精度。利用这种方法,我们评估了飞利浦 Epiq 7 超声设备使用 X5-1 和 XL14-3 矩阵换能器的成像序列,并测试了不同的定位方法。对于 X5-1 换能器,一种对比模式的最佳横向、仰角和轴向精度分别为 109 μm、95 μm 和 55 μm,另一种对比模式的最佳横向、仰角和轴向精度分别为 29 μm、22 μm 和 19 μm。频率较高的 XL14-3 传感器使用谐波成像模式的精确度分别为 17 μm、38 μm 和 6 μm。虽然质量中心是最稳健的定位方法,也往往能提供最佳精度,但与成像序列和换能器的影响相比,定位方法对定位精度的影响微乎其微。结果表明,使用 X5-1 传感器的一种成像模式,可以达到与 XL14-3 传感器相当的精度。然而,由于定位精度低于 10 μm,因此无法重建毛细血管层面的微血管。这些结果表明,在使用不同超声换能器或扫描仪的成像序列进行体内测量之前,对其在各个方向的定位精度进行评估非常重要。
{"title":"Ultrasound Localization Microscopy Precision of Clinical 3-D Ultrasound Systems","authors":"Stefanie Dencks;Thomas Lisson;Nico Oblisz;Fabian Kiessling;Georg Schmitz","doi":"10.1109/TUFFC.2024.3467391","DOIUrl":"10.1109/TUFFC.2024.3467391","url":null,"abstract":"Ultrasound localization microscopy (ULM) is becoming well established in preclinical applications. For its translation into clinical practice, the localization precision achievable with commercial ultrasound (US) scanners is crucial—especially with volume imaging, which is essential for dealing with out-of-plane motion. Here, we propose an easy-to-perform method to estimate the localization precision of 3-D US scanners. With this method, we evaluated imaging sequences of the Philips Epiq 7 US device using the X5-1 and the XL14-3 matrix transducers and also tested different localization methods. For the X5-1 transducer, the best lateral, elevational, and axial precision was 109, 95, and \u0000<inline-formula> <tex-math>$55~mu $ </tex-math></inline-formula>\u0000m for one contrast mode, and 29, 22, and \u0000<inline-formula> <tex-math>$19~mu $ </tex-math></inline-formula>\u0000m for the other. The higher frequency XL14-3 transducer yielded precisions of 17, 38, and \u0000<inline-formula> <tex-math>$6~mu $ </tex-math></inline-formula>\u0000m using the harmonic imaging mode. Although the center of mass was the most robust localization method also often providing the best precision, the localization method has only a minor influence on the localization precision compared to the impact by the imaging sequence and transducer. The results show that with one of the imaging modes of the X5-1 transducer, precisions comparable to the XL14-3 transducer can be achieved. However, due to localization precisions worse than \u0000<inline-formula> <tex-math>$10~mu $ </tex-math></inline-formula>\u0000m, reconstruction of the microvasculature at the capillary level will not be possible. These results show the importance of evaluating the localization precision of imaging sequences from different US transducers or scanners in all directions before using them for in vivo measurements.","PeriodicalId":13322,"journal":{"name":"IEEE transactions on ultrasonics, ferroelectrics, and frequency control","volume":"71 12: Breaking the Resolution Barrier in Ultrasound","pages":"1677-1689"},"PeriodicalIF":3.0,"publicationDate":"2024-09-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142345784","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Acoustic stack for combined intravascular ultrasound and photoacoustic imaging. 用于血管内超声和光声联合成像的声波堆栈。
IF 3 2区 工程技术 Q1 ACOUSTICS Pub Date : 2024-09-23 DOI: 10.1109/TUFFC.2024.3465837
Antonio Lopez-Marin, Verya Daeichin, Andres Hunt, Geert Springeling, Robert Beurskens, Antonius F W Van der Steen, Gijs Van Soest

Multimodal intravascular ultrasound and photoacoustic (IVUS/PA) imaging is a promising diagnostic tool for cardiovascular diseases like atherosclerosis. IVUS/PA catheters typically require two independent transducers due to different frequency requirements, potentially increasing the catheter size. To facilitate multimodal imaging within conventional catheter dimensions, we designed, fabricated, and characterized a dual-transducer acoustic stack where a low-frequency (LF) PA receiver sits as a matching layer for the high-frequency (HF) US transducer. While the HF transducer operates around 50 MHz, the LF receiver targets frequencies below 15 MHz to capture most of the PA energy from atherosclerotic plaque lipids. Simulation results reveal that this configuration could increase the sensitivity of the HF transducer by 3.54 dB while maintaining bandwidth. Phantom experiments with fabricated stacks showed improved performance for the US transducer, validating the enhanced sensitivity and bandwidth. Following improvements in stack fabrication, the proposed acoustic stack is a viable design that can significantly enhance diagnostic accuracy for atherosclerosis, providing high-resolution, multifrequency imaging within a compact catheter form factor.

多模态血管内超声和光声(IVUS/PA)成像是治疗动脉粥样硬化等心血管疾病的一种前景广阔的诊断工具。由于频率要求不同,IVUS/PA 导管通常需要两个独立的传感器,这可能会增加导管的尺寸。为了在传统导管尺寸内实现多模态成像,我们设计、制造并鉴定了一种双换能器声学叠层,其中低频 PA 接收器作为高频 US 换能器的匹配层。高频换能器的工作频率约为 50 兆赫,而低频接收器的目标频率低于 15 兆赫,以捕获动脉粥样硬化斑块脂质的大部分 PA 能量。模拟结果表明,这种配置可将高频换能器的灵敏度提高 3.54 dB,同时保持带宽不变。使用制作好的堆栈进行的模拟实验显示,US 传感器的性能得到了改善,验证了灵敏度和带宽的提高。在改进堆栈制造之后,所提出的声学堆栈是一种可行的设计,可显著提高动脉粥样硬化的诊断准确性,在紧凑的导管外形中提供高分辨率、多频成像。
{"title":"Acoustic stack for combined intravascular ultrasound and photoacoustic imaging.","authors":"Antonio Lopez-Marin, Verya Daeichin, Andres Hunt, Geert Springeling, Robert Beurskens, Antonius F W Van der Steen, Gijs Van Soest","doi":"10.1109/TUFFC.2024.3465837","DOIUrl":"https://doi.org/10.1109/TUFFC.2024.3465837","url":null,"abstract":"<p><p>Multimodal intravascular ultrasound and photoacoustic (IVUS/PA) imaging is a promising diagnostic tool for cardiovascular diseases like atherosclerosis. IVUS/PA catheters typically require two independent transducers due to different frequency requirements, potentially increasing the catheter size. To facilitate multimodal imaging within conventional catheter dimensions, we designed, fabricated, and characterized a dual-transducer acoustic stack where a low-frequency (LF) PA receiver sits as a matching layer for the high-frequency (HF) US transducer. While the HF transducer operates around 50 MHz, the LF receiver targets frequencies below 15 MHz to capture most of the PA energy from atherosclerotic plaque lipids. Simulation results reveal that this configuration could increase the sensitivity of the HF transducer by 3.54 dB while maintaining bandwidth. Phantom experiments with fabricated stacks showed improved performance for the US transducer, validating the enhanced sensitivity and bandwidth. Following improvements in stack fabrication, the proposed acoustic stack is a viable design that can significantly enhance diagnostic accuracy for atherosclerosis, providing high-resolution, multifrequency imaging within a compact catheter form factor.</p>","PeriodicalId":13322,"journal":{"name":"IEEE transactions on ultrasonics, ferroelectrics, and frequency control","volume":"PP ","pages":""},"PeriodicalIF":3.0,"publicationDate":"2024-09-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142307689","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Super-Resolution Ultrasound Imaging for Analysis of Microbubbles Cluster by Acoustic Vortex Tweezers 利用超分辨率超声波成像技术分析声学涡流镊所产生的微气泡簇。
IF 3 2区 工程技术 Q1 ACOUSTICS Pub Date : 2024-09-23 DOI: 10.1109/TUFFC.2024.3466119
Ching-Hsiang Fan;Wei-Chen Lo;Chung-Han Huang;Thi-Nhan Phan;Chih-Kuang Yeh
Using acoustic vortex tweezers (AVTs) to spatially accumulate microbubbles (MBs) shows promise for enhancing drug delivery efficiency and reducing off-target effects. The strong echogenicity of accumulated MBs also improves diagnostics via conventional ultrasound (US) B-mode imaging. However, the annular high-pressure distribution of AVT inhibits MBs inflow at the inlet, reducing MBs collection. The spatial resolution of US B-mode imaging further limits theranostic applications of AVT-mediated MBs accumulation. To address these challenges, we integrated an AVT waveform with volumetric super-resolution imaging (VSRI) to monitor the dynamic growth of MBs cluster during accumulation. We used a 5-MHz 2-D array transducer for VSRI, employing plane wave pulses interleaved with accumulating pulses to retain MBs at a flow rate of 0.023–0.047 mL/s in a 3-mm vessel phantom. An asymmetrical AVT waveform (AVT $^{ast }$ ) was produced by modulating the pressure at the MBs inlet compared to the outlet. The effectiveness was validated in rat cerebral vessels for real-time volumetric tracking of MBs clusters. Microscopy observations showed that AVT $^{ast }$ could quickly gather flowing MBs into cluster without repelling them at a flow rate of 0.023 mL/s. Statistical results indicated that microscopic data correlated better with VSRI than with B-mode images, suggesting VSRI suffices to detect the dynamics of AVT $^{ast }$ -actuated MBs accumulation in real-time. Additionally, VSRI detected a significant increase in MBs cluster size over time during AVT $^{ast }$ in the superior sagittal sinus (SSS) of the rat brain. These findings demonstrate that the proposed strategy can accumulate the flowing MBs at a desired location and simultaneously observe this phenomenon.
利用声学涡流镊(AVT)在空间积聚微气泡(MBs),有望提高给药效率并减少脱靶效应。积聚的微气泡具有很强的回声性,这也改善了传统超声(US)B 型成像的诊断效果。然而,AVT 的环形高压分布会抑制甲基溴在入口处的流入,从而减少甲基溴的收集。US B 型成像的空间分辨率进一步限制了 AVT 介导的 MBs 聚集的治疗应用。为了应对这些挑战,我们将 AVT 波形与容积超分辨率成像(VSRI)相结合,以监测 MBs 聚集过程中的动态生长。我们使用 5-MHz 二维阵列换能器进行 VSRI,在 3 毫米血管模型中使用平面波脉冲与累积脉冲交错,以 0.023-0.047 毫升/秒的流速保留 MBs。通过调节 MBs 入口与出口的压力,产生了不对称的 AVT 波形(AVT*)。在大鼠脑血管中验证了这种方法的有效性,可用于实时跟踪 MBs 簇的体积。显微镜观察结果表明,在流速为 0.023 毫升/秒的情况下,AVT* 能迅速将流动的甲基溴聚集成团,而不会将其排斥。统计结果表明,显微镜数据与 VSRI 的相关性优于 B 型图像,这表明 VSRI 足以实时检测 AVT* 驱动的 MBs 聚集动态。此外,VSRI 还能检测到大鼠大脑上矢状窦在 AVT* 期间 MBs 簇大小随时间的显著增加。这些研究结果表明,所提出的策略可以在所需位置聚集流动的 MBs,并同时观察这一现象。
{"title":"Super-Resolution Ultrasound Imaging for Analysis of Microbubbles Cluster by Acoustic Vortex Tweezers","authors":"Ching-Hsiang Fan;Wei-Chen Lo;Chung-Han Huang;Thi-Nhan Phan;Chih-Kuang Yeh","doi":"10.1109/TUFFC.2024.3466119","DOIUrl":"10.1109/TUFFC.2024.3466119","url":null,"abstract":"Using acoustic vortex tweezers (AVTs) to spatially accumulate microbubbles (MBs) shows promise for enhancing drug delivery efficiency and reducing off-target effects. The strong echogenicity of accumulated MBs also improves diagnostics via conventional ultrasound (US) B-mode imaging. However, the annular high-pressure distribution of AVT inhibits MBs inflow at the inlet, reducing MBs collection. The spatial resolution of US B-mode imaging further limits theranostic applications of AVT-mediated MBs accumulation. To address these challenges, we integrated an AVT waveform with volumetric super-resolution imaging (VSRI) to monitor the dynamic growth of MBs cluster during accumulation. We used a 5-MHz 2-D array transducer for VSRI, employing plane wave pulses interleaved with accumulating pulses to retain MBs at a flow rate of 0.023–0.047 mL/s in a 3-mm vessel phantom. An asymmetrical AVT waveform (AVT\u0000<inline-formula> <tex-math>$^{ast }$ </tex-math></inline-formula>\u0000) was produced by modulating the pressure at the MBs inlet compared to the outlet. The effectiveness was validated in rat cerebral vessels for real-time volumetric tracking of MBs clusters. Microscopy observations showed that AVT\u0000<inline-formula> <tex-math>$^{ast }$ </tex-math></inline-formula>\u0000 could quickly gather flowing MBs into cluster without repelling them at a flow rate of 0.023 mL/s. Statistical results indicated that microscopic data correlated better with VSRI than with B-mode images, suggesting VSRI suffices to detect the dynamics of AVT\u0000<inline-formula> <tex-math>$^{ast }$ </tex-math></inline-formula>\u0000-actuated MBs accumulation in real-time. Additionally, VSRI detected a significant increase in MBs cluster size over time during AVT\u0000<inline-formula> <tex-math>$^{ast }$ </tex-math></inline-formula>\u0000 in the superior sagittal sinus (SSS) of the rat brain. These findings demonstrate that the proposed strategy can accumulate the flowing MBs at a desired location and simultaneously observe this phenomenon.","PeriodicalId":13322,"journal":{"name":"IEEE transactions on ultrasonics, ferroelectrics, and frequency control","volume":"71 12: Breaking the Resolution Barrier in Ultrasound","pages":"1814-1822"},"PeriodicalIF":3.0,"publicationDate":"2024-09-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142307692","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Active Inference and Deep Generative Modeling for Cognitive Ultrasound 用于认知超声的主动推理和深度生成模型。
IF 3 2区 工程技术 Q1 ACOUSTICS Pub Date : 2024-09-23 DOI: 10.1109/TUFFC.2024.3466290
Ruud J. G. van Sloun
Ultrasound (US) has the unique potential to offer access to medical imaging to anyone, everywhere. Devices have become ultraportable and cost-effective, akin to the stethoscope. Nevertheless, and despite many advances, US image quality and diagnostic efficacy are still highly operator- and patient-dependent. In difficult-to-image patients, image quality is often insufficient for reliable diagnosis. In this article, we put forth the idea that US imaging systems can be recast as information-seeking agents that engage in reciprocal interactions with their anatomical environment. Such agents autonomously adapt their transmit-receive sequences to fully personalize imaging and actively maximize information gain in situ. To that end, we will show that the sequence of pulse-echo experiments that a US system performs can be interpreted as a perception-action loop: the action is the data acquisition, probing tissue with acoustic waves and recording reflections at the detection array, and perception is the inference of the anatomical and or functional state, potentially including associated diagnostic quantities. We then equip systems with a mechanism to actively reduce uncertainty and maximize diagnostic value across a sequence of experiments, treating action and perception jointly using Bayesian inference given generative models of the environment and action-conditional pulse-echo observations. Since the representation capacity of the generative models dictates both the quality of inferred anatomical states and the effectiveness of inferred sequences of future imaging actions, we will be greatly leveraging the enormous advances in deep generative modeling (generative AI), which are currently disrupting many fields and society at large. Finally, we show some examples of cognitive, closed-loop, US systems that perform active beamsteering and adaptive scanline selection based on deep generative models that track anatomical belief states.
超声波具有独特的潜力,可为任何人、任何地方提供医学成像服务。设备已变得超便携、经济实惠,就像听诊器一样。然而,尽管取得了许多进步,超声图像的质量和诊断效果仍然在很大程度上取决于操作者和患者。对于难以成像的病人,图像质量往往不足以进行可靠的诊断。在本文中,我们提出了一个观点,即超声成像系统可以被重塑为与解剖环境进行互惠互动的信息探针。这种代理可自主调整其发射-接收序列,以实现完全个性化的成像,并积极最大限度地获取现场信息。为此,我们将展示超声系统执行的脉冲回波实验序列可被解释为感知-动作循环:动作是数据采集,用声波探测组织并记录检测阵列的反射;感知是对解剖和功能状态的推断,可能包括相关的诊断量。然后,我们为系统配备了一种机制,可在一系列实验中主动减少不确定性并最大限度地提高诊断价值,在给定环境生成模型和动作条件脉冲回波观测结果的情况下,利用贝叶斯推理联合处理动作和感知。由于生成模型的表示能力决定了推断解剖状态的质量和推断未来成像动作序列的有效性,我们将极大地利用深度生成建模(生成式人工智能)的巨大进步,这些进步目前正在颠覆许多领域和整个社会。最后,我们将展示一些认知闭环超声系统的实例,这些系统可根据跟踪解剖学信念状态的深度生成模型,执行主动波束转向和自适应扫描线选择。
{"title":"Active Inference and Deep Generative Modeling for Cognitive Ultrasound","authors":"Ruud J. G. van Sloun","doi":"10.1109/TUFFC.2024.3466290","DOIUrl":"10.1109/TUFFC.2024.3466290","url":null,"abstract":"Ultrasound (US) has the unique potential to offer access to medical imaging to anyone, everywhere. Devices have become ultraportable and cost-effective, akin to the stethoscope. Nevertheless, and despite many advances, US image quality and diagnostic efficacy are still highly operator- and patient-dependent. In difficult-to-image patients, image quality is often insufficient for reliable diagnosis. In this article, we put forth the idea that US imaging systems can be recast as information-seeking agents that engage in reciprocal interactions with their anatomical environment. Such agents autonomously adapt their transmit-receive sequences to fully personalize imaging and actively maximize information gain in situ. To that end, we will show that the sequence of pulse-echo experiments that a US system performs can be interpreted as a perception-action loop: the action is the data acquisition, probing tissue with acoustic waves and recording reflections at the detection array, and perception is the inference of the anatomical and or functional state, potentially including associated diagnostic quantities. We then equip systems with a mechanism to actively reduce uncertainty and maximize diagnostic value across a sequence of experiments, treating action and perception jointly using Bayesian inference given generative models of the environment and action-conditional pulse-echo observations. Since the representation capacity of the generative models dictates both the quality of inferred anatomical states and the effectiveness of inferred sequences of future imaging actions, we will be greatly leveraging the enormous advances in deep generative modeling (generative AI), which are currently disrupting many fields and society at large. Finally, we show some examples of cognitive, closed-loop, US systems that perform active beamsteering and adaptive scanline selection based on deep generative models that track anatomical belief states.","PeriodicalId":13322,"journal":{"name":"IEEE transactions on ultrasonics, ferroelectrics, and frequency control","volume":"71 11","pages":"1478-1490"},"PeriodicalIF":3.0,"publicationDate":"2024-09-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142307690","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Flexible PZT-Based Row-Column Addressed 2-D PMUT Array 基于 PZT 的灵活行列式 2D PMUT 阵列。
IF 3 2区 工程技术 Q1 ACOUSTICS Pub Date : 2024-09-23 DOI: 10.1109/TUFFC.2024.3465589
Sanjog Vilas Joshi;Sina Sadeghpour;Michael Kraft
This article reports a $30times 12$ row-column (RC) addressed flexible piezoelectric micromachined ultrasound transducer (PMUT) array with a top-down fabrication process. The fabrication uses a temporary carrier wafer from which the array device is released by deep reactive ion etching (DRIE). About 0.8- $mu $ m-thick sol-gel processed lead zirconate titanate (PZT) thin film acts as the active piezoelectric. The flexible PMUT membrane includes the PZT film and a 14- $mu $ m polyimide as a passive layer. A sidewall made of polyimide measuring $21~mu $ m in thickness with a cavity of $100~mu $ m in diameter is realized by reactive ion etching (RIE). Laser Doppler vibrometer (LDV) characterization of the PMUT indicates 2.7 and 2.1 MHz as the resonance frequency in-air and underwater, respectively. Excitation of a single PMUT element coupled with 5-V direct current (dc) bias results in 1.2-nm/V sensitivity in-air, whereas when the same is excited along with 10-V dc bias, a pressure response of 40 Pa/V at 1 cm is measured underwater using a hydrophone. The presented results under bending to an 8-mm bending radius show the potential for wearable applications in shallow-depth regions subject to further optimization.
本文报告了一种 30×12 行列(RC)寻址柔性压电微机械超声换能器(PMUT)阵列,采用自上而下的制造工艺。该制造工艺使用一个临时载体晶片,通过深反应离子蚀刻 (DRIE) 将阵列器件从中释放出来。厚度约为 0.8 μm 的溶胶凝胶处理锆钛酸铅(PZT)薄膜用作有源压电体。柔性 PMUT 膜包括 PZT 薄膜和作为被动层的 14 μm 聚酰亚胺。侧壁由聚酰亚胺制成,厚度为 21 微米,空腔直径为 100 微米。激光多普勒测振仪(LDV)对 PMUT 的表征表明,其在空气中和水下的共振频率分别为 2.7 兆赫(MHz)和 2.1 兆赫(MHz)。用 5 V 直流电偏压激励单个 PMUT 元件可获得 1.2 nm/V 的空气灵敏度,而用 10 V 直流电偏压激励相同元件时,在水下使用水听器测得 1 厘米处的压力响应为 40 Pa/V。在弯曲半径为 8 毫米的情况下得出的结果表明,在浅水区域的可穿戴应用潜力有待进一步优化。
{"title":"Flexible PZT-Based Row-Column Addressed 2-D PMUT Array","authors":"Sanjog Vilas Joshi;Sina Sadeghpour;Michael Kraft","doi":"10.1109/TUFFC.2024.3465589","DOIUrl":"10.1109/TUFFC.2024.3465589","url":null,"abstract":"This article reports a \u0000<inline-formula> <tex-math>$30times 12$ </tex-math></inline-formula>\u0000 row-column (RC) addressed flexible piezoelectric micromachined ultrasound transducer (PMUT) array with a top-down fabrication process. The fabrication uses a temporary carrier wafer from which the array device is released by deep reactive ion etching (DRIE). About 0.8-\u0000<inline-formula> <tex-math>$mu $ </tex-math></inline-formula>\u0000m-thick sol-gel processed lead zirconate titanate (PZT) thin film acts as the active piezoelectric. The flexible PMUT membrane includes the PZT film and a 14-\u0000<inline-formula> <tex-math>$mu $ </tex-math></inline-formula>\u0000m polyimide as a passive layer. A sidewall made of polyimide measuring \u0000<inline-formula> <tex-math>$21~mu $ </tex-math></inline-formula>\u0000m in thickness with a cavity of \u0000<inline-formula> <tex-math>$100~mu $ </tex-math></inline-formula>\u0000m in diameter is realized by reactive ion etching (RIE). Laser Doppler vibrometer (LDV) characterization of the PMUT indicates 2.7 and 2.1 MHz as the resonance frequency in-air and underwater, respectively. Excitation of a single PMUT element coupled with 5-V direct current (dc) bias results in 1.2-nm/V sensitivity in-air, whereas when the same is excited along with 10-V dc bias, a pressure response of 40 Pa/V at 1 cm is measured underwater using a hydrophone. The presented results under bending to an 8-mm bending radius show the potential for wearable applications in shallow-depth regions subject to further optimization.","PeriodicalId":13322,"journal":{"name":"IEEE transactions on ultrasonics, ferroelectrics, and frequency control","volume":"71 11","pages":"1616-1626"},"PeriodicalIF":3.0,"publicationDate":"2024-09-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142307691","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Sensorless End-to-End Freehand 3-D Ultrasound Reconstruction With Physics-Guided Deep Learning 利用物理引导的深度学习进行无传感器端到端自由三维超声波重构
IF 3 2区 工程技术 Q1 ACOUSTICS Pub Date : 2024-09-20 DOI: 10.1109/TUFFC.2024.3465214
Yimeng Dou;Fangzhou Mu;Yin Li;Tomy Varghese
Three-dimensional ultrasound (3-D US) imaging with freehand scanning is utilized in cardiac, obstetric, abdominal, and vascular examinations. While 3-D US using either a “wobbler” or “matrix” transducer suffers from a small field of view and low acquisition rates, freehand scanning offers significant advantages due to its ease of use. However, current 3-D US volumetric reconstruction methods with freehand sweeps are limited by imaging plane shifts along the scanning path, i.e., out-of-plane (OOP) motion. Prior studies have incorporated motion sensors attached to the transducer, which is cumbersome and inconvenient in a clinical setting. Recent work has introduced deep neural networks (DNNs) with 3-D convolutions to estimate the position of imaging planes from a series of input frames. These approaches, however, fall short for estimating OOP motion. The goal of this article is to bridge the gap by designing a novel, physics-inspired DNN for freehand 3-D US reconstruction without motion sensors, aiming to improve the reconstruction quality and, at the same time, to reduce computational resources needed for training and inference. To this end, we present our physics-guided learning-based prediction of pose information (PLPPI) model for 3-D freehand US reconstruction without 3-D convolution. PLPPI yields significantly more accurate reconstructions and offers a major reduction in computation time. It attains a performance increase in the double digits in terms of mean percentage error, with up to 106% speedup and 131% reduction in graphic processing unit (GPU) memory usage, when compared to the latest deep learning methods.
采用自由手持扫描的三维超声(3D US)成像技术可用于心脏、产科、腹部和血管检查。使用 "摇摆 "或 "矩阵 "传感器的三维 US 存在视野小和采集率低的问题,而徒手扫描因其易于使用而具有显著的优势。然而,目前采用徒手扫描的三维超声容积重建方法受到成像平面沿扫描路径移动(即平面外运动)的限制。之前的研究将运动传感器连接到传感器上,这在临床环境中既麻烦又不方便。最近的研究引入了具有三维卷积功能的深度神经网络(DNN),以便从一系列输入帧中估计成像平面的位置。然而,这些方法在估计 OOP 运动方面存在不足。本文的目标是通过设计一种新颖的、受物理学启发的 DNN 来弥合这一差距,该 DNN 适用于无运动传感器的徒手三维 US 重建,旨在提高重建质量,同时减少训练和推理所需的计算资源。为此,我们提出了基于物理引导学习的姿势信息预测模型(PLPPI),用于无三维卷积的三维徒手 US 重建。PLPPI 模型能大大提高重建的精确度,并显著减少计算时间。与最新的深度学习方法相比,它在平均百分比误差方面实现了两位数的性能提升,速度提高了106%,图形处理器(GPU)内存使用量减少了131%。
{"title":"Sensorless End-to-End Freehand 3-D Ultrasound Reconstruction With Physics-Guided Deep Learning","authors":"Yimeng Dou;Fangzhou Mu;Yin Li;Tomy Varghese","doi":"10.1109/TUFFC.2024.3465214","DOIUrl":"10.1109/TUFFC.2024.3465214","url":null,"abstract":"Three-dimensional ultrasound (3-D US) imaging with freehand scanning is utilized in cardiac, obstetric, abdominal, and vascular examinations. While 3-D US using either a “wobbler” or “matrix” transducer suffers from a small field of view and low acquisition rates, freehand scanning offers significant advantages due to its ease of use. However, current 3-D US volumetric reconstruction methods with freehand sweeps are limited by imaging plane shifts along the scanning path, i.e., out-of-plane (OOP) motion. Prior studies have incorporated motion sensors attached to the transducer, which is cumbersome and inconvenient in a clinical setting. Recent work has introduced deep neural networks (DNNs) with 3-D convolutions to estimate the position of imaging planes from a series of input frames. These approaches, however, fall short for estimating OOP motion. The goal of this article is to bridge the gap by designing a novel, physics-inspired DNN for freehand 3-D US reconstruction without motion sensors, aiming to improve the reconstruction quality and, at the same time, to reduce computational resources needed for training and inference. To this end, we present our physics-guided learning-based prediction of pose information (PLPPI) model for 3-D freehand US reconstruction without 3-D convolution. PLPPI yields significantly more accurate reconstructions and offers a major reduction in computation time. It attains a performance increase in the double digits in terms of mean percentage error, with up to 106% speedup and 131% reduction in graphic processing unit (GPU) memory usage, when compared to the latest deep learning methods.","PeriodicalId":13322,"journal":{"name":"IEEE transactions on ultrasonics, ferroelectrics, and frequency control","volume":"71 11","pages":"1514-1525"},"PeriodicalIF":3.0,"publicationDate":"2024-09-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142286107","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Robust Backscatter Modulation Scheme for Uninterrupted Ultrasonic Powering and Back-Communication of Deep Implants 用于深部植入物不间断超声波供电和反向通信的稳健反向散射调制方案。
IF 3 2区 工程技术 Q1 ACOUSTICS Pub Date : 2024-09-20 DOI: 10.1109/TUFFC.2024.3465268
Lukas Holzapfel;Vasiliki Giagka
Traditionally, implants are powered by batteries, which have to be recharged by an inductive power link. In the recent years, ultrasonic power links are being investigated, promising more available power for deeply implanted miniaturized devices. These implants often need to transfer back information. For ultrasonically powered implants, this is usually achieved with on-off keying (OOK) based on backscatter modulation, or active driving of a secondary transducer. In this article, we propose to superimpose subcarriers, effectively leveraging frequency-shift keying (FSK), which increases the robustness of the link against interference and fading. It also allows for simultaneous powering and communication, and inherently provides the possibility of frequency domain multiplexing for implant networks. The modulation scheme can be implemented in miniaturized application-specific integrated circuits (ASICs), field programmable gate arrays (FPGAs), and microcontrollers. We have validated this modulation scheme in a water tank during continuous ultrasound and movement. We achieved symbol rates of up to 104 kBd, and were able to transfer data through 20 cm of water and through a 5 cm tissue phantom with additional misalignment and during movements. This approach could provide a robust uplink for miniaturized implants that are located deep inside the body and need continuous ultrasonic powering.
传统上,植入体由电池供电,而电池必须通过感应式电源链路充电。近年来,人们正在研究超声波电源链接,有望为深度植入的微型设备提供更多可用电源。这些植入体通常需要回传信息。对于超声波供电的植入体来说,这通常是通过基于反向散射调制的开-关键控或二级换能器的主动驱动来实现的。在本文中,我们建议叠加子载波,有效利用移频键控,从而提高链路抗干扰和抗衰减的能力。它还允许同时供电和通信,并为植入网络提供了频域多路复用的可能性。该调制方案可在微型专用集成电路、现场可编程门阵列和微控制器中实施。我们已在水箱中的连续超声波和运动中验证了这一调制方案。我们实现了高达 104 kBd 的符号传输速率,并能通过 20 厘米的水和 5 厘米的组织模型传输数据,同时还能在移动过程中进行额外的错位。这种方法可为位于体内深处、需要持续超声波供电的微型植入物提供强大的上行链路。
{"title":"A Robust Backscatter Modulation Scheme for Uninterrupted Ultrasonic Powering and Back-Communication of Deep Implants","authors":"Lukas Holzapfel;Vasiliki Giagka","doi":"10.1109/TUFFC.2024.3465268","DOIUrl":"10.1109/TUFFC.2024.3465268","url":null,"abstract":"Traditionally, implants are powered by batteries, which have to be recharged by an inductive power link. In the recent years, ultrasonic power links are being investigated, promising more available power for deeply implanted miniaturized devices. These implants often need to transfer back information. For ultrasonically powered implants, this is usually achieved with on-off keying (OOK) based on backscatter modulation, or active driving of a secondary transducer. In this article, we propose to superimpose subcarriers, effectively leveraging frequency-shift keying (FSK), which increases the robustness of the link against interference and fading. It also allows for simultaneous powering and communication, and inherently provides the possibility of frequency domain multiplexing for implant networks. The modulation scheme can be implemented in miniaturized application-specific integrated circuits (ASICs), field programmable gate arrays (FPGAs), and microcontrollers. We have validated this modulation scheme in a water tank during continuous ultrasound and movement. We achieved symbol rates of up to 104 kBd, and were able to transfer data through 20 cm of water and through a 5 cm tissue phantom with additional misalignment and during movements. This approach could provide a robust uplink for miniaturized implants that are located deep inside the body and need continuous ultrasonic powering.","PeriodicalId":13322,"journal":{"name":"IEEE transactions on ultrasonics, ferroelectrics, and frequency control","volume":"71 12: Breaking the Resolution Barrier in Ultrasound","pages":"1897-1905"},"PeriodicalIF":3.0,"publicationDate":"2024-09-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142286056","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A 9-Fr Endovascular Therapy Transducer With an Acoustic Metamaterial Lens for Rapid Stroke Thrombectomy 带有声超材料透镜的 9 英尺血管内治疗换能器,用于快速中风血栓切除术。
IF 3 2区 工程技术 Q1 ACOUSTICS Pub Date : 2024-09-19 DOI: 10.1109/TUFFC.2024.3464330
Phuong T. Vu;Stephan Strassle Rojas;Caroline C. Ott;Brooks D. Lindsey
Large vessel occlusion (LVO) stroke, in which major cerebral arteries such as the internal carotid and middle cerebral arteries supplying the brain are occluded, is the most debilitating form of acute ischemic stroke (AIS). The current gold standard treatment for LVO stroke is mechanical thrombectomy; however, initial attempts to recanalize these large, proximal arteries supplying the brain fail in up to 75% of cases, leading to repeated passes that decrease the likelihood of success and affect patient outcomes. We report the design, fabrication, and testing of a $3times 3$ mm forward-treating ultrasound (US) transducer with an acoustic metamaterial lens to dissolve blood clots recalcitrant to first-pass mechanical thrombectomy in LVO stroke. Due to the lens with microscale features, the device was able to produce a $2.3times $ increase in peak negative pressure (PNP) (4.3 versus 1.8 MPa) and $2.4times $ increase in blood clot dissolution rate ( $5.43~pm ~0.89$ versus $2.23~pm ~0.41$ mg/min) with 90% mass reduction after 30 min of treatment. In this small endovascular form factor, the acoustic metamaterial lens increased the acoustic output from the transducer while minimizing the US energy delivered to the surrounding areas outside of the treatment volume.
大血管闭塞性脑卒中(LVO)是指供应大脑的颈内动脉和大脑中动脉等主要脑动脉闭塞,是急性缺血性脑卒中(AIS)中最令人衰弱的一种形式。目前治疗 LVO 中风的金标准疗法是机械血栓切除术,然而,在高达 75% 的病例中,对这些供应大脑的近端大动脉进行再通路的初步尝试均告失败,导致反复通路,降低了成功的可能性,影响了患者的预后。我们报告了一种带有声超材料透镜的 3 毫米 × 3 毫米前向处理 US 传感器的设计、制造和测试情况,该传感器用于溶解 LVO 中风患者第一次机械血栓切除术难以溶解的血凝块。由于透镜具有微尺度特征,该设备能够在治疗 30 分钟后将峰值负压提高 2.3 倍(4.3 兆帕对 1.8 兆帕),血栓溶解率提高 2.4 倍(5.43 ± 0.89 毫克/分钟对 2.23 ± 0.41 毫克/分钟),血块减少 90%。在这种小型血管内窥镜中,声超材料透镜增加了换能器的声输出,同时最大限度地减少了向治疗容积以外的周围区域输送的 US 能量。
{"title":"A 9-Fr Endovascular Therapy Transducer With an Acoustic Metamaterial Lens for Rapid Stroke Thrombectomy","authors":"Phuong T. Vu;Stephan Strassle Rojas;Caroline C. Ott;Brooks D. Lindsey","doi":"10.1109/TUFFC.2024.3464330","DOIUrl":"10.1109/TUFFC.2024.3464330","url":null,"abstract":"Large vessel occlusion (LVO) stroke, in which major cerebral arteries such as the internal carotid and middle cerebral arteries supplying the brain are occluded, is the most debilitating form of acute ischemic stroke (AIS). The current gold standard treatment for LVO stroke is mechanical thrombectomy; however, initial attempts to recanalize these large, proximal arteries supplying the brain fail in up to 75% of cases, leading to repeated passes that decrease the likelihood of success and affect patient outcomes. We report the design, fabrication, and testing of a \u0000<inline-formula> <tex-math>$3times 3$ </tex-math></inline-formula>\u0000 mm forward-treating ultrasound (US) transducer with an acoustic metamaterial lens to dissolve blood clots recalcitrant to first-pass mechanical thrombectomy in LVO stroke. Due to the lens with microscale features, the device was able to produce a \u0000<inline-formula> <tex-math>$2.3times $ </tex-math></inline-formula>\u0000 increase in peak negative pressure (PNP) (4.3 versus 1.8 MPa) and \u0000<inline-formula> <tex-math>$2.4times $ </tex-math></inline-formula>\u0000 increase in blood clot dissolution rate (\u0000<inline-formula> <tex-math>$5.43~pm ~0.89$ </tex-math></inline-formula>\u0000 versus \u0000<inline-formula> <tex-math>$2.23~pm ~0.41$ </tex-math></inline-formula>\u0000 mg/min) with 90% mass reduction after 30 min of treatment. In this small endovascular form factor, the acoustic metamaterial lens increased the acoustic output from the transducer while minimizing the US energy delivered to the surrounding areas outside of the treatment volume.","PeriodicalId":13322,"journal":{"name":"IEEE transactions on ultrasonics, ferroelectrics, and frequency control","volume":"71 11","pages":"1627-1640"},"PeriodicalIF":3.0,"publicationDate":"2024-09-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142286055","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
VoxelMorph-Based Deep Learning Motion Correction for Ultrasound Localization Microscopy of Spinal Cord 基于深度学习运动校正的脊髓超声定位显微镜 VoxelMorph。
IF 3 2区 工程技术 Q1 ACOUSTICS Pub Date : 2024-09-18 DOI: 10.1109/TUFFC.2024.3463188
Junjin Yu;Yang Cai;Zhili Zeng;Kailiang Xu
Accurate assessment of spinal cord vasculature is important for the urgent diagnosis of injury and subsequent treatment. Ultrasound localization microscopy (ULM) offers super-resolution imaging of microvasculature by localizing and tracking individual microbubbles (MBs) across multiple frames. However, a long data acquisition often involves significant motion artifacts caused by breathing and heartbeat, which further impairs the resolution of ULM. This effect is particularly pronounced in spinal cord imaging due to respiratory movement. We propose a VoxelMorph-based deep learning (DL) motion correction method to enhance the ULM performance in spinal cord imaging. Simulations were conducted to demonstrate the motion estimation accuracy of the proposed method, achieving a mean absolute error of $8~mu $ m. Results from in vivo experiments show that the proposed method efficiently compensates for rigid and nonrigid motion, providing improved resolution with smaller vascular diameters and enhanced microvessel reconstruction after motion correction. Nonrigid deformation fields with varying displacement magnitudes were applied to in vivo data for assessing the robustness of the algorithm.
准确评估脊髓血管对于紧急诊断损伤和后续治疗非常重要。超声定位显微镜(ULM)通过定位和跟踪多个帧中的单个微气泡,对微血管进行超分辨率成像。然而,长时间的数据采集往往会因呼吸和心跳造成明显的运动伪影,从而进一步影响 ULM 的分辨率。在脊髓成像中,由于呼吸运动,这种影响尤为明显。我们提出了一种基于 VoxelMorph 的深度学习运动校正方法,以提高脊髓成像中的超低分辨率。我们通过模拟实验证明了所提方法的运动估计精度,其平均绝对误差为 8 μm。体内实验结果表明,所提出的方法能有效补偿刚性和非刚性运动,在运动校正后,能以更小的血管直径提高分辨率,并增强微血管重建。为了评估该算法的鲁棒性,我们将具有不同位移幅度的非刚性形变场应用于体内数据。
{"title":"VoxelMorph-Based Deep Learning Motion Correction for Ultrasound Localization Microscopy of Spinal Cord","authors":"Junjin Yu;Yang Cai;Zhili Zeng;Kailiang Xu","doi":"10.1109/TUFFC.2024.3463188","DOIUrl":"10.1109/TUFFC.2024.3463188","url":null,"abstract":"Accurate assessment of spinal cord vasculature is important for the urgent diagnosis of injury and subsequent treatment. Ultrasound localization microscopy (ULM) offers super-resolution imaging of microvasculature by localizing and tracking individual microbubbles (MBs) across multiple frames. However, a long data acquisition often involves significant motion artifacts caused by breathing and heartbeat, which further impairs the resolution of ULM. This effect is particularly pronounced in spinal cord imaging due to respiratory movement. We propose a VoxelMorph-based deep learning (DL) motion correction method to enhance the ULM performance in spinal cord imaging. Simulations were conducted to demonstrate the motion estimation accuracy of the proposed method, achieving a mean absolute error of \u0000<inline-formula> <tex-math>$8~mu $ </tex-math></inline-formula>\u0000m. Results from in vivo experiments show that the proposed method efficiently compensates for rigid and nonrigid motion, providing improved resolution with smaller vascular diameters and enhanced microvessel reconstruction after motion correction. Nonrigid deformation fields with varying displacement magnitudes were applied to in vivo data for assessing the robustness of the algorithm.","PeriodicalId":13322,"journal":{"name":"IEEE transactions on ultrasonics, ferroelectrics, and frequency control","volume":"71 12: Breaking the Resolution Barrier in Ultrasound","pages":"1752-1764"},"PeriodicalIF":3.0,"publicationDate":"2024-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142286110","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
IEEE transactions on ultrasonics, ferroelectrics, and frequency control
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1