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  • Article
  • Open Access
3 Citations
2,459 Views
16 Pages

25 August 2022

The carbon dioxide (CO2) differential absorption lidar echo signal is susceptible to noise and must satisfy the high demand for signal-retrieval precision. Thus, a proper de-noising method should be selected to improve the inversion result. In this p...

(This article belongs to the Special Issue Development of LIDAR Techniques for Atmospheric Remote Sensing)
  • Article
  • Open Access
20 Citations
4,120 Views
18 Pages

In this study, an algorithm for denoising ultrasound echo signals in industrial settings is proposed to address the problem of high noise and low signal-to-noise ratio. The algorithm combines complete ensemble empirical mode decomposition with adapti...

(This article belongs to the Special Issue Signal Processing, Sensor Fusion, and Data Fusion in Measurement Systems)
  • Article
  • Open Access
3 Citations
1,313 Views
26 Pages

A Novel LiDAR Echo Signal Denoising Method Based on the VMD-CPO-IWT Algorithm

  • Jipeng Zha,
  • Xiangjin Zhang,
  • Tuan Hua,
  • Na Sheng,
  • Yang Kang and
  • Can Li

14 October 2025

Due to the susceptibility of LiDAR echo signals to various noise interferences, which severely affect their detection quality and accuracy, this paper proposes a joint denoising method combining Variational Mode Decomposition (VMD), Crested Porcupine...

(This article belongs to the Section Radar Sensors)
  • Article
  • Open Access
5 Citations
1,947 Views
15 Pages

Research on Bi–ISAR Sparse Aperture High Resolution Imaging Algorithm under Low SNR

  • Hanshen Zhu,
  • Wenhua Hu,
  • Baofeng Guo,
  • Liting Jiao,
  • Xiaoxiu Zhu and
  • Chang’an Zhu

9 September 2022

In the imaging process of bistatic inverse synthetic aperture radar (Bi–ISAR), the echo is easily affected by the internal interference and external environment of the radar system, resulting in the problems of sparse aperture and low echo sign...

(This article belongs to the Section Circuit and Signal Processing)
  • Article
  • Open Access
5 Citations
4,866 Views
13 Pages

16 January 2023

Ultrasonic nondestructive testing (NDT) provides a valuable insight into the integrity of stainless steel structures, but the noise caused by the scattering of stainless steel microstructure often limits the effectiveness of inspection. This work pre...

(This article belongs to the Special Issue Smart Sensors for Structural Health Monitoring and Nondestructive Evaluation)
  • Article
  • Open Access
9 Citations
2,508 Views
14 Pages

LED-Lidar Echo Denoising Based on Adaptive PSO-VMD

  • Ziqi Peng,
  • Hongzi Bai,
  • Tatsuo Shiina,
  • Jianglong Deng,
  • Bei Liu and
  • Xian Zhang

29 November 2022

LED (light-emitting diode)-lidar (light detection and ranging) has gradually been focused on by researchers because of its characteristics of low power, high stability, and safety to human eyes. However, LED-lidar systems are easily disturbed by back...

(This article belongs to the Section Information Processes)
  • Article
  • Open Access
11 Citations
2,658 Views
21 Pages

9 February 2022

Ultrasonic echo estimation has played an important role in industrial non-destructive testing and analysis. The ability to estimate parameters in the ultrasonic echo model is crucial to ensure the effectiveness of practical ultrasonic testing applica...

(This article belongs to the Special Issue Enabling Technologies and Methods for Sustainable Remanufacturing System)
  • Article
  • Open Access
18 Citations
8,861 Views
22 Pages

24 November 2017

In coal seam gas (CSG) wells, water is periodically removed from the wellbore in order to keep the bottom-hole flowing pressure at low levels, facilitating the desorption of methane gas from the coal bed. In order to calculate gas flow rate and furth...

(This article belongs to the Special Issue Unconventional Natural Gas (UNG) Recoveries 2018)
  • Article
  • Open Access
2 Citations
3,243 Views
16 Pages

Signal Processing for Novel Noise Radar Based on de-chirp and Delay Matching

  • Xinquan Cao,
  • Shiyuan Zhang,
  • Ke Tan,
  • Jianchao Yang,
  • Xingyu Lu,
  • Zheng Dai and
  • Hong Gu

8 November 2024

Modern radar technology requires high-quality signals and detection performance. However, traditional frequency-modulated continuous wave (FMCW) radar often has poor anti-jamming capabilities, and the high sampling rates associated with large time-ba...

(This article belongs to the Special Issue Signal Processing in Radar Systems)
  • Article
  • Open Access
1 Citations
2,464 Views
17 Pages

A Water Environment-Based Simulated Method for Ultrasonic Testing of Slag Inclusion Weld Defects Based on Improved VMD

  • Jing Zhang,
  • Guocai Zhang,
  • Zijie Chen,
  • Hailin Zou,
  • Shuai Xue,
  • Jianjie Deng and
  • Jianqing Li

28 June 2024

The identification of slag inclusion defects in welds is of the utmost importance in guaranteeing the integrity, safety, and prolonged service life of welded structures. Most research focuses on different kinds of weld defects, but branch research on...

(This article belongs to the Special Issue Sensing and Imaging for Defect Detection)
  • Article
  • Open Access
16 Citations
5,135 Views
27 Pages

Non-Line-of-Sight Moving Target Detection Method Based on Noise Suppression

  • Yilin Wei,
  • Bing Sun,
  • Yuetong Zhou and
  • Haochuan Wang

28 March 2022

At the present time, most of existing security systems only detect and track targets in line-of-sight (LOS). However, in practice, the locations of targets are often out of the line of sight. This article focuses on the non-line-of-sight (NLOS) movin...

(This article belongs to the Special Issue Signal Processing Theory and Methods in Remote Sensing)
  • Article
  • Open Access
5 Citations
1,576 Views
21 Pages

26 December 2025

Frequency-modulated continuous-wave (FMCW) light detection and ranging (LiDAR) is a high-precision ranging and imaging system that has been widely used in various areas, such as self-driving vehicles and industrial inspection. However, during detecti...

(This article belongs to the Section Optics and Lasers)
  • Article
  • Open Access
8 Citations
3,078 Views
14 Pages

27 August 2020

Identification of denatured biological tissue is crucial to high-intensity focused ultrasound (HIFU) treatment, which can monitor HIFU treatment and improve treatment efficiency. In this paper, a novel method based on compressed sensing (CS) and impr...

(This article belongs to the Section Signal and Data Analysis)
  • Technical Note
  • Open Access
71 Citations
6,443 Views
15 Pages

Efficient Lidar Signal Denoising Algorithm Using Variational Mode Decomposition Combined with a Whale Optimization Algorithm

  • Hongxu Li,
  • Jianhua Chang,
  • Fan Xu,
  • Zhenxing Liu,
  • Zhenbo Yang,
  • Luyao Zhang,
  • Shuyi Zhang,
  • Renxiang Mao,
  • Xiaolei Dou and
  • Binggang Liu

10 January 2019

Although lidar is a powerful active remote sensing technology, lidar echo signals are easily contaminated by noise, particularly in strong background light, which severely affects the retrieval accuracy and the effective detection range of the lidar...

  • Article
  • Open Access
38 Citations
5,396 Views
15 Pages

Radar Signal Intrapulse Modulation Recognition Based on a Denoising-Guided Disentangled Network

  • Xiangli Zhang,
  • Jiazhen Zhang,
  • Tianze Luo,
  • Tianye Huang,
  • Zuping Tang,
  • Ying Chen,
  • Jinsheng Li and
  • Dapeng Luo

4 March 2022

Accurate recognition of radar modulation mode helps to better estimate radar echo parameters, thereby occupying an advantageous position in the radar electronic warfare (EW). However, under low signal-to-noise ratio environments, recent deep-learning...

(This article belongs to the Special Issue Radar Techniques for Structures Characterization and Monitoring)
  • Article
  • Open Access
1 Citations
2,016 Views
20 Pages

28 February 2025

Ultrasonic measurement techniques are increasingly used to measure the burning rates of solid rocket fuel, but challenges arise due to noise and signal attenuation caused by the motor’s multi-layered structure. This paper proposes an adaptive t...

(This article belongs to the Section A: Physics)
  • Article
  • Open Access
35 Citations
4,784 Views
17 Pages

New Denoising Method for Lidar Signal by the WT-VMD Joint Algorithm

  • Zhenzhu Wang,
  • Hongbo Ding,
  • Bangxin Wang and
  • Dong Liu

10 August 2022

Light detection and ranging (LIDAR) is an active remote sensing system. Lidar echo signal is non-linear and non-stationary, which is often accompanied by various noises. In order to filter out the noise and extract valid signal information, a suitabl...

(This article belongs to the Special Issue LiDAR Sensor Hardware, Algorithm Development and Its Application)
  • Article
  • Open Access
707 Views
21 Pages

12 June 2026

Accurate detection of internal defects in rolls is crucial for industrial safety and product quality. Ultrasonic testing is a mainstream non-destructive method widely used for this purpose. However, in practice, ultrasonic echo signals often suffer f...

(This article belongs to the Section Fault Diagnosis & Sensors)
  • Article
  • Open Access
3 Citations
1,855 Views
21 Pages

A Novel Joint Denoising Strategy for Coherent Doppler Wind Lidar Signals

  • Yuefeng Zhao,
  • Wenkai Song,
  • Nannan Hu,
  • Xue Zhou,
  • Jiankang Luo,
  • Jinrun Huang and
  • Qianqian Tao

4 April 2025

Coherent Doppler Wind Lidar (CDWL) is an effective tool for measuring the atmospheric wind field. However, CDWL is affected by various noises, which can reduce the usable value of the received echo signal. This paper proposes a novel joint denoising...

(This article belongs to the Section Environmental Remote Sensing)
  • Article
  • Open Access
16 Citations
3,768 Views
16 Pages

23 February 2024

The accuracy of ultrasonic flowmeter time delay measurement is directly affected by the processing method of the ultrasonic echo signal. This paper proposes a method for estimating the time delay of the ultrasonic gas flowmeter based on the Variation...

(This article belongs to the Special Issue Detection and Feature Extraction in Acoustic Sensor Signals-2nd Edition)
  • Article
  • Open Access
26 Citations
4,436 Views
16 Pages

17 September 2022

In high-temperature environments, the signal-to-noise ratio (SNR) of the signal measured by electromagnetic acoustic transducers (EMAT) is low, and the signal characteristics are difficult to extract, which greatly affects their application in practi...

(This article belongs to the Special Issue Sensor-Based Frequency, Time-Frequency, and Higher Order Signal Processing for Condition Monitoring, Structural Health Monitoring, and Non-Destructive Testing)
  • Article
  • Open Access
15 Citations
4,225 Views
16 Pages

17 June 2020

With the rapid development of autonomous vehicles and mobile robotics, the desire to advance robust light detection and ranging (Lidar) detection methods for real world applications is increasing. However, this task still suffers in degraded visual e...

(This article belongs to the Section Remote Sensors)
  • Article
  • Open Access
1,726 Views
13 Pages

6 May 2025

When the signal-to-noise ratio (SNR) falls below −10 dB, signals are considered weak. Radar systems, particularly those on small platforms like drones and satellites, often face this challenge due to limited power, resulting in low transmit pow...

(This article belongs to the Section Applied Physics General)
  • Article
  • Open Access
5 Citations
3,410 Views
16 Pages

21 March 2022

Sedimentary layers are composed of alternately deposited compositions in different periods, reflecting the geological evolution history of a planet. Orbital radar can detect sedimentary layers, but the radargram is contaminated by varying background...

  • Article
  • Open Access
11 Citations
4,283 Views
15 Pages

4 June 2024

This paper presents a study to accurately evaluate defects in concrete decks using ultrasonic pulse-echo signals. A reinforced concrete deck with void defects was designed and evaluated for validation, and a commercial ultrasonic pulse-echo (UPE) dev...

(This article belongs to the Section Civil Engineering)
  • Article
  • Open Access
15 Citations
3,844 Views
16 Pages

29 December 2022

Laser ultrasound signal echoes are easily drowned out by the surrounding environmental noise in industrial field applications, and it is worthwhile to study methods of retaining the weak ultrasound signal during signal processing. To address this pro...

(This article belongs to the Section Physical Sensors)
  • Article
  • Open Access
5 Citations
2,775 Views
19 Pages

Coupling Dilated Encoder–Decoder Network for Multi-Channel Airborne LiDAR Bathymetry Full-Waveform Denoising

  • Bin Hu,
  • Yiqiang Zhao,
  • Guoqing Zhou,
  • Jiaji He,
  • Changlong Liu,
  • Qiang Liu,
  • Mao Ye and
  • Yao Li

27 June 2023

Multi-channel airborne full-waveform LiDAR is widely used for high-precision underwater depth measurement. However, the signal quality of full-waveform data is unstable due to the influence of background light, dark current noise, and the complex tra...

(This article belongs to the Topic Applications and Development of Underwater Robotics and Underwater Vision Technology)
  • Article
  • Open Access
16 Citations
3,673 Views
19 Pages

Guided wave ultrasonic testing (GWUT) within the realm of pipeline inspection is an efficacious approach; however, current GWUT systems are characterized by high costs and power consumption, and their detection results are significantly susceptible t...

  • Technical Note
  • Open Access
26 Citations
3,448 Views
16 Pages

Rayleigh Lidar Signal Denoising Method Combined with WT, EEMD and LOWESS to Improve Retrieval Accuracy

  • Yijian Zhang,
  • Tong Wu,
  • Xianzhong Zhang,
  • Yue Sun,
  • Yu Wang,
  • Shijie Li,
  • Xinqi Li,
  • Kai Zhong,
  • Zhaoai Yan and
  • Jianquan Yao
  • + 1 author

7 July 2022

Lidar is an active remote sensing technology that has many advantages, but the echo lidar signal is extremely susceptible to noise and complex atmospheric environment, which affects the effective detection range and retrieval accuracy. In this paper,...

(This article belongs to the Special Issue Remote Sensing on Theoretical and Observational Issues in Atmospheric Sciences)
  • Article
  • Open Access
23 Citations
4,691 Views
20 Pages

A Non-Local Low-Rank Algorithm for Sub-Bottom Profile Sonar Image Denoising

  • Shaobo Li,
  • Jianhu Zhao,
  • Hongmei Zhang,
  • Zijun Bi and
  • Siheng Qu

21 July 2020

Due to the influence of equipment instability and surveying environment, scattering echoes and other factors, it is sometimes difficult to obtain high-quality sub-bottom profile (SBP) images by traditional denoising methods. In this paper, a novel SB...

(This article belongs to the Special Issue 2nd Edition Radar and Sonar Imaging and Processing)
  • Technical Note
  • Open Access
2 Citations
2,920 Views
19 Pages

Feed-Forward Neural Network Denoising Applied to Goldstone Solar System Radar Images

  • Nereida Rodriguez-Alvarez,
  • Joseph S. Jao,
  • Joan Francesc Munoz-Martin,
  • Clement G. Lee and
  • Kamal Oudrhiri

29 March 2022

The study of Near-Earth Asteroids (NEA) is crucial for human safety. Small hazardous asteroids with small radar cross sections are not easy to detect, track, and characterize due to the small signal-to-noise ratio (SNR) of the radar echo. This manusc...

  • Article
  • Open Access
4 Citations
2,903 Views
16 Pages

Impact of Deep Learning Denoising Algorithm on Diffusion Tensor Imaging of the Growth Plate on Different Spatial Resolutions

  • Laura Santos,
  • Hao-Yun Hsu,
  • Ronald R. Nelson,
  • Brendan Sullivan,
  • Jaemin Shin,
  • Maggie Fung,
  • Marc R. Lebel,
  • Sachin Jambawalikar and
  • Diego Jaramillo

2 April 2024

To assess the impact of a deep learning (DL) denoising reconstruction algorithm applied to identical patient scans acquired with two different voxel dimensions, representing distinct spatial resolutions, this IRB-approved prospective study was conduc...

(This article belongs to the Topic AI in Medical Imaging and Image Processing)
  • Article
  • Open Access
1 Citations
1,838 Views
19 Pages

12 December 2024

Due to the short coherent integration time and other issues, the echo signal is seriously contaminated by noise, which reduces the target recognition accuracy of frequency modulation continuous wave (FMCW) laser radar (LADAR) in three-dimensional ima...

(This article belongs to the Section Engineering Remote Sensing)
  • Article
  • Open Access
743 Views
16 Pages

An Enhanced Low-Power Ultrasonic Bolt Axial Stress Detection Method Using the EMD-ATWD Algorithm

  • Yating Liu,
  • Chao Xu,
  • Chunming Chen,
  • Lianpeng Li,
  • Yuhong Shi and
  • Lu Yan

Traditional ultrasonic bolt stress measurement is hindered by high power consumption. Lowering excitation voltage reduces power but degrades signal-to-noise ratio (SNR), compromising accuracy. This paper proposes a synergistic algorithm combining Emp...

(This article belongs to the Section Ocean Engineering)
  • Article
  • Open Access
5 Citations
2,499 Views
14 Pages

26 May 2023

Countersunk head riveted joints (CHRJs) are essential for the aerospace and marine industries. Due to the stress concentration, defects may be generated near the lower boundary of the countersunk head parts of CHRJs and require testing. In this paper...

(This article belongs to the Special Issue Advanced Non-destructive Testing Techniques on Materials)
  • Article
  • Open Access
1 Citations
348 Views
20 Pages

Single-Photon Depth Reconstruction at Low Signal-Background Ratio Based on Four-Dimensional Attention Mechanism

  • Senlin Feng,
  • Tong Liu,
  • Jianghua Cheng,
  • Bang Cheng,
  • Yahui Cai and
  • Yunwang Zhang

16 June 2026

Single-photon Light Detection and Ranging (LiDAR), which is capable of detecting single-photon signals, has developed rapidly in the field of long-range imaging. Due to the long detection range and limited laser power, the accumulated signal photons...

  • Technical Note
  • Open Access
23 Citations
5,054 Views
21 Pages

Auto-Diagnosis of Time-of-Flight for Ultrasonic Signal Based on Defect Peaks Tracking Model

  • Fan Yang,
  • Dongliang Shi,
  • Long-Yin Lo,
  • Qian Mao,
  • Jiaming Zhang and
  • Kwok-Ho Lam

19 January 2023

With the popularization of humans working in tandem with robots and artificial intelligence (AI) by Industry 5.0, ultrasonic non-destructive testing (NDT)) technology has been increasingly used in quality inspections in the industry. As a crucial par...

(This article belongs to the Special Issue Remote Sensing in Structural Health Monitoring)
  • Article
  • Open Access
45 Citations
6,624 Views
18 Pages

29 September 2020

As acoustic waves are affected by the channel characteristics, such as scattering and reverberation when propagating in water, sonar images often exhibit speckle noise which will cause visual quality of the image to decrease. Therefore, denoising is...

  • Article
  • Open Access
2 Citations
2,268 Views
19 Pages

22 March 2024

The polar regions of Mars, including the South and North Poles, are crucial for studying Martian climate and geological history, as they contain the largest reservoir of subsurface water ice. This study introduces a new approach for reflector detecti...

(This article belongs to the Special Issue Planetary Remote Sensing and Applications to Mars and Chang’E-6/7)
  • Article
  • Open Access
2 Citations
2,266 Views
23 Pages

Doppler-Spread Space Target Detection Based on Overlapping Group Shrinkage and Order Statistics

  • Linsheng Bu,
  • Tuo Fu,
  • Defeng Chen,
  • Huawei Cao,
  • Shuo Zhang and
  • Jialiang Han

13 September 2024

The Doppler-spread problem is commonly encountered in space target observation scenarios using ground-based radar when prolonged coherent integration techniques are utilized. Even when the translational motion is accurately compensated, the phase res...

(This article belongs to the Special Issue Remote Sensing: 15th Anniversary)
  • Article
  • Open Access
19 Citations
6,163 Views
25 Pages

3 September 2019

Ground-penetrating radar (GPR) is an effective tool for subsurface detection. Due to the influence of the environment and equipment, the echoes of GPR contain significant noise. In order to suppress noise for GPR data, a method based on singular valu...

(This article belongs to the Special Issue Recent Advancements in Radar Imaging and Sensing Technology)
  • Article
  • Open Access
8 Citations
1,692 Views
22 Pages

28 May 2025

Mainlobe suppression jamming significantly degrades radar detection performance. The conventional blind source separation (BSS) algorithms often fail under high-jamming-to-signal-ratio (JSR) and low-signal-to-noise-ratio (SNR) conditions. To overcome...

(This article belongs to the Section Radar Sensors)
  • Communication
  • Open Access
5 Citations
3,222 Views
14 Pages

9 September 2022

Understanding englacial and subglacial structures is a fundamental method of inferring ice sheets’ historical evolution and surface mass balance. The internal layer continuity index and the basal roughness are key parameters and indicators for...

(This article belongs to the Special Issue Remote Sensing in Glaciology and Cryosphere Research)
  • Article
  • Open Access
1 Citations
630 Views
19 Pages

Depth Imaging Through Smoke Using Nonparametric Estimation for Array Gm-APD LiDAR

  • Yinbo Zhang,
  • Qingyu Hou,
  • Haoyan Wang,
  • Boteng Zhang,
  • Jialong Zhou and
  • Jianfeng Sun

24 May 2026

Array Gm-APD LiDAR is highly vulnerable to strong backscattering caused by dynamic smoke. Conventional depth imaging methods cannot rapidly identify the smoke occlusion state, which greatly reduces the target recovery quality of the reconstructed dep...

(This article belongs to the Collection 3D Imaging and Sensing System)
  • Article
  • Open Access
4 Citations
2,074 Views
22 Pages

With the rapid development of electronic technology, the electromagnetic interference encountered by airborne synthetic aperture radar (SAR) is no longer satisfied with a single type of interference, and it often encounters both suppressive and decep...

(This article belongs to the Section Microwave and Wireless Communications)
  • Article
  • Open Access
2,621 Views
15 Pages

Ripening Study Based on Multi-Structural Inversion of Cherry Tomato qMRI

  • Yanan Li,
  • Jingfa Yao,
  • Wenhui Yang,
  • Zhao Wei,
  • Peng Luan and
  • Guifa Teng

16 December 2024

This study introduces a non-destructive, quantitative method using low-field MRI to assess moisture mobility and content distribution in cherry tomatoes. This study developed an advanced 3D non-local mean denoising model to enhance tissue feature ana...

(This article belongs to the Section Food Packaging and Preservation)
  • Article
  • Open Access
2 Citations
3,482 Views
16 Pages

20 March 2024

Assessing bladder function is pivotal in urological health, with bladder volume a critical indicator. Traditional devices, hindered by high costs and cumbersome sizes, are being increasingly supplemented by portable alternatives; however, these alter...

(This article belongs to the Section Biomedical Sensors)
  • Article
  • Open Access
2,154 Views
29 Pages

MBES-DDPM: Multibeam Echo Sounder Bathymetry Swath Gap Reconstruction Based on Denoising Diffusion Probability Model

  • Jianbing Chen,
  • Ziyin Wu,
  • Dineng Zhao,
  • Xianhai Bu,
  • Jieqiong Zhou,
  • Jihong Shang,
  • Mingwei Wang and
  • Yang Liu

3 February 2026

The multibeam echo sounder (MBES) is a key tool for acquiring high-precision seabed topographic data. However, measurement gaps resulting from its swath-based measurement mode are prevalent, severely compromising the completeness of seabed terrain mo...

(This article belongs to the Section Ocean Remote Sensing)
  • Article
  • Open Access
1,709 Views
27 Pages

Three-Dimensional Pulsed-Laser Imaging via Compressed Sensing Reconstruction Based on Proximal Momentum-Gradient Descent

  • Han Gao,
  • Guifeng Zhang,
  • Min Huang,
  • Yanbing Xu,
  • Yucheng Zheng,
  • Shuai Yuan and
  • Huan Li

7 December 2024

Compressed sensing (CS) is a promising approach to enhancing the spatial resolution of images obtained from few-pixel array sensors in three-dimensional (3D) laser imaging scenarios. However, traditional CS-based methods suffer from insufficient rang...

(This article belongs to the Special Issue 3D Information Recovery and 2D Image Processing for Remotely Sensed Optical Images II)
  • Article
  • Open Access
26 Citations
1,462 Views
13 Pages

Imaging Renal Urea Handling in Rats at Millimeter Resolution Using Hyperpolarized Magnetic Resonance Relaxometry

  • Galen D. Reed,
  • Cornelius von Morze,
  • Alan S. Verkman,
  • Bertram L. Koelsch,
  • Myriam M. Chaumeil,
  • Michael Lustig,
  • Sabrina M. Ronen,
  • Robert A. Bok,
  • Jeff M. Sands and
  • Daniel B. Vigneron
  • + 4 authors

1 June 2016

In this study, in vivo T2 heterogeneity of hyperpolarized [13C,15N2]urea in rat kidney has been investigated. Selective quenching of the vascular hyperpolarized 13C signal with a macromolecular relaxation agent revealed that a long T2 component of th...

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