Biomicrofluidics最新文献

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Cyber-physical security of biochips: A perspective. 生物芯片的网络物理安全:一个视角。
IF 2.6 4区 工程技术
Biomicrofluidics Pub Date : 2025-05-29 eCollection Date: 2025-05-01 DOI: 10.1063/5.0252554
Navajit Singh Baban, Sukanta Bhattacharjee, Yong-Ak Song, Krishnendu Chakrabarty, Ramesh Karri
{"title":"Cyber-physical security of biochips: A perspective.","authors":"Navajit Singh Baban, Sukanta Bhattacharjee, Yong-Ak Song, Krishnendu Chakrabarty, Ramesh Karri","doi":"10.1063/5.0252554","DOIUrl":"10.1063/5.0252554","url":null,"abstract":"<p><p>Microfluidic biochips (MBs) are transforming diagnostics, healthcare, and biomedical research. However, their rapid deployment has exposed them to diverse security threats, including structural tampering, material degradation, sample-level interference, and intellectual property (IP) theft, such as counterfeiting, overbuilding, and piracy. This perspective highlights emerging attack vectors and countermeasures aimed at mitigating these risks. Structural attacks, such as stealthy design code modifications, can result in faulty diagnostics. To address this, deep learning -based anomaly detection leverages microstructural changes, including optical changes such as shadows or reflections, to identify and resolve faults. Material-level countermeasures, including mechano-responsive dyes and spectrometric watermarking, safeguard against subtle chemical alterations during fabrication. Sample-level protections, such as molecular barcoding, ensure bio-sample integrity by embedding unique DNA sequences for authentication. At the IP level, techniques like watermarking, physically unclonable functions, fingerprinting, and obfuscation schemes provide robust defenses against reverse engineering and counterfeiting. Together, these approaches offer a multi-layered security framework to protect MBs, ensuring their reliability, safety, and trustworthiness in critical applications.</p>","PeriodicalId":8855,"journal":{"name":"Biomicrofluidics","volume":"19 3","pages":"031304"},"PeriodicalIF":2.6,"publicationDate":"2025-05-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12124908/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144198223","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Paper-based microfluidics: Analyte-driven imbibition under the lens. 基于纸张的微流体:透镜下分析物驱动的渗吸。
IF 2.6 4区 工程技术
Biomicrofluidics Pub Date : 2025-05-29 eCollection Date: 2025-05-01 DOI: 10.1063/5.0263749
Sumit Kumar Mehta, Shubham Kumar, Amy Q Shen, Pranab Kumar Mondal
{"title":"Paper-based microfluidics: Analyte-driven imbibition under the lens.","authors":"Sumit Kumar Mehta, Shubham Kumar, Amy Q Shen, Pranab Kumar Mondal","doi":"10.1063/5.0263749","DOIUrl":"10.1063/5.0263749","url":null,"abstract":"<p><p>Paper-based microfluidic devices are widely used in point-of-care diagnostics, yet the fundamental mechanisms governing analyte transport under partially saturated conditions remain insufficiently characterized. Here, we systematically investigate the concentration-dependent imbibition dynamics and particle trapping behavior of analyte/colloid-laden fluids in porous paper substrates. Using model food-dye colloids of varying particle sizes (∼0.3-4.5 <i>μ</i>m) and concentrations (0.5-2 mg/ml), we quantify key saturation-dependent parameters and reveal their strong influence on wicking length and analyte retention. A semiempirical numerical model incorporating experimentally derived van Genuchten and Brooks-Corey parameters is developed to predict analyte flow under varying conditions. Our study demonstrates that particle size, concentration, and paper properties critically modulate transport behavior, with implications for reproducibility and sensitivity in lateral flow assays. Furthermore, through Damköhler number analysis, we propose practical design guidelines for optimal test line placement based on flow and reaction dynamics. This combined experimental and modeling framework offers new insights for the rational design and optimization of paper-based diagnostic platforms.</p>","PeriodicalId":8855,"journal":{"name":"Biomicrofluidics","volume":"19 3","pages":"034104"},"PeriodicalIF":2.6,"publicationDate":"2025-05-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12124909/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144198224","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Scaling up microdroplet production with post-array devices. 用后阵列设备扩大微滴生产。
IF 2.6 4区 工程技术
Biomicrofluidics Pub Date : 2025-05-28 eCollection Date: 2025-05-01 DOI: 10.1063/5.0270507
Shuzo Masui, Yusuke Kanno, Takasi Nisisako
{"title":"Scaling up microdroplet production with post-array devices.","authors":"Shuzo Masui, Yusuke Kanno, Takasi Nisisako","doi":"10.1063/5.0270507","DOIUrl":"10.1063/5.0270507","url":null,"abstract":"<p><p>Microfluidic systems capable of generating uniform droplets are gaining attention in food, cosmetics, biochemical, and materials applications. While conventional shear- or interfacial tension-driven nozzle devices can generate highly monodisperse droplets (CV < 5%), their scalability is limited by complex flow designs and clogging. Post-array devices have recently emerged as a high-throughput alternative, producing quasi-monodisperse droplets (CV > 12%) by sequentially breaking larger droplets using micro-post structures. These devices offer shear-dependent tunability of droplet sizes, greater resistance to clogging, and scalability. Notably, droplet size is strongly influenced by the dispersed phase fraction, enabling potential decoupling of droplet size and dispersed phase fraction. This study reviews the principles and performance of post-array devices, compares them with other droplet generation methods, and examines their similarities to droplet splitting in T-junctions and premix membrane emulsification. Challenges such as improving droplet uniformity and miniaturization are also discussed to highlight the potential of post-array systems for practical emulsification applications.</p>","PeriodicalId":8855,"journal":{"name":"Biomicrofluidics","volume":"19 3","pages":"031303"},"PeriodicalIF":2.6,"publicationDate":"2025-05-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12122067/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144179524","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A tracking algorithm for finite-size particles. 有限大小粒子的跟踪算法。
IF 2.6 4区 工程技术
Biomicrofluidics Pub Date : 2025-05-14 eCollection Date: 2025-05-01 DOI: 10.1063/5.0271539
Aryan Mehboudi, Shrawan Singhal, S V Sreenivasan
{"title":"A tracking algorithm for finite-size particles.","authors":"Aryan Mehboudi, Shrawan Singhal, S V Sreenivasan","doi":"10.1063/5.0271539","DOIUrl":"10.1063/5.0271539","url":null,"abstract":"<p><p>Particle-wall interaction is important in various applications such as cell sorting, particle separation, the entire class of hydrodynamic filtration and its derivatives, etc. Yet, accurate implementation of interactions between the wall and finite-size particles is not trivial when working with the currently available particle tracking algorithms/packages as they typically work with point-wise particles. Herein, we report a particle tracking algorithm that takes into account interactions between particles of finite size and nearby solid objects. A particle is modeled as a set of circumferential points. While fluid-particle interactions are captured during the track of particle center, interactions between particles and nearby solid objects are modeled explicitly by examining circumferential points and applying a reflection scheme as needed to ensure impenetrability of solid objects. We also report a modified variant of auxiliary structured grid method to locate hosting cells, which in conjunction with a boundary condition scheme enables the capture of interactions between particles and solid objects. As a proof-of-concept, we numerically and experimentally study the particles' motion within a deterministic lateral displacement microfluidic device. The results successfully demonstrate the zigzag and bump modes observed in our experiments. We also study a microfluidic device with pinched flow numerically and validate our results against experimental data from the literature. By demonstrating an almost 8 <math><mo>×</mo></math> speedup on a system with eight performance threads, our investigations suggest that the algorithm can benefit from parallel processing on multi-thread systems. We believe that the proposed framework can pave the way for designing related microfluidic chips precisely and conveniently.</p>","PeriodicalId":8855,"journal":{"name":"Biomicrofluidics","volume":"19 3","pages":"034103"},"PeriodicalIF":2.6,"publicationDate":"2025-05-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12081061/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144092640","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Recent advances in microscale techniques for red blood cells manipulation. 微尺度红细胞操作技术的最新进展。
IF 2.6 4区 工程技术
Biomicrofluidics Pub Date : 2025-05-13 eCollection Date: 2025-05-01 DOI: 10.1063/5.0267049
Huihui Xu, Huijing Zhang, Tiechuan Li, Xuexin Duan
{"title":"Recent advances in microscale techniques for red blood cells manipulation.","authors":"Huihui Xu, Huijing Zhang, Tiechuan Li, Xuexin Duan","doi":"10.1063/5.0267049","DOIUrl":"https://doi.org/10.1063/5.0267049","url":null,"abstract":"<p><p>Manipulation of red blood cells (RBCs) in microscale has proven to play a pivotal role in various applications, such as disease diagnosis and drug delivery. Over the past decades, the capabilities of microscale manipulation techniques have evolved from simple particle manipulation to cells and organisms, with numerous microfluidic-based research tools being developed for RBC manipulation. This review first introduces the reported microscale manipulation techniques and their principles, including passive microfluidic methods based on microstructures and hydrodynamics, as well as active methods such as acoustic, optical, and electrical techniques. It then focuses on the application scenarios of these micro-scale manipulation methods for RBC manipulation, including the investigation of RBC mechanical properties, the preparation of RBC carriers, the control of RBC rotation, and RBC lysis. Finally, the future prospects of microscale techniques in RBC manipulation are discussed. This review offers a comprehensive comparison of various techniques, aiming to provide researchers from different fields with a broad perspective and to guide the continued development of microscale manipulation methods for RBC applications. It seeks to help researchers from diverse backgrounds stay informed about the latest trends and advancements in the field.</p>","PeriodicalId":8855,"journal":{"name":"Biomicrofluidics","volume":"19 3","pages":"031501"},"PeriodicalIF":2.6,"publicationDate":"2025-05-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12077923/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144075602","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Investigation of pressure balance in proximity of sidewalls in deterministic lateral displacement. 确定性侧向位移中侧壁附近压力平衡的研究。
IF 2.6 4区 工程技术
Biomicrofluidics Pub Date : 2025-05-13 eCollection Date: 2025-05-01 DOI: 10.1063/5.0272397
Aryan Mehboudi, Shrawan Singhal, S V Sreenivasan
{"title":"Investigation of pressure balance in proximity of sidewalls in deterministic lateral displacement.","authors":"Aryan Mehboudi, Shrawan Singhal, S V Sreenivasan","doi":"10.1063/5.0272397","DOIUrl":"https://doi.org/10.1063/5.0272397","url":null,"abstract":"<p><p>Deterministic lateral displacement (DLD) is a popular technique for the size-based separation of particles. A key challenge in the design of DLD chips is to eliminate the fluid flow disturbance caused by channel sidewalls intersecting with pillar matrix. While there are numerous reports attempting to mitigate this issue by adjusting the gaps between pillars on the sidewalls and the closest ones residing on the bulk grid of DLD, there are only a few works that also configure the axial gap of pillars adjacent to the accumulation sidewall. Herein, we study various designs numerically to investigate the effects of geometrical configurations of sidewalls on the critical diameter and first stream flux fraction variations across the channel. Our results show that regardless of the model used for the boundary gap profile, applying a pressure balance scheme can improve the separation performance by reducing the critical diameter variations. In particular, we found that for a given boundary gap distribution, there can be two desired parameter sets with relatively low critical diameter variations. One is related to sufficiently low lateral resistance of interface unit cells next to the accumulation sidewall, while the other one emerges by reducing the axial resistance of the interface unit cells to an appropriate extent. This work should pave the way for designing DLD systems with improved performance, which can be critically important for applications such as the separation of rare cells, among others, wherein target species need to be concentrated into as narrow a stream as possible downstream of the device to enhance purity and the recovery rate simultaneously.</p>","PeriodicalId":8855,"journal":{"name":"Biomicrofluidics","volume":"19 3","pages":"034102"},"PeriodicalIF":2.6,"publicationDate":"2025-05-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12077922/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144075598","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Opportunities of scalable and electrostatically optimized electrodes for electric field- and current-driven microfluidic applications. 为电场和电流驱动的微流体应用提供可扩展和静电优化电极的机会。
IF 2.6 4区 工程技术
Biomicrofluidics Pub Date : 2025-05-02 eCollection Date: 2025-05-01 DOI: 10.1063/5.0244129
K-S Csizi, A E Frackowiak, R D Lovchik, E Lörtscher
{"title":"Opportunities of scalable and electrostatically optimized electrodes for electric field- and current-driven microfluidic applications.","authors":"K-S Csizi, A E Frackowiak, R D Lovchik, E Lörtscher","doi":"10.1063/5.0244129","DOIUrl":"https://doi.org/10.1063/5.0244129","url":null,"abstract":"<p><p>Silicon-based microfluidics enable the creation of highly complex, three-dimensional fluid networks. These comprise scalable channel sizes and monolithically integrated functionalities available from complementary-metal-oxide-semiconductor technology. On this versatile, solid-state platform, advanced manufacturing techniques exist that allow the channel walls to be directly electrified with one or multiple pairs of electrodes along the fluid-carrying channel. The electrodes have ideal electrostatic geometries, yielding homogeneous electric field distributions across the entire cross section of the microfluidic channel. As these are located directly at the channel, only low supply voltages are needed to achieve suitable field strengths. Furthermore, a controlled supply of charge carriers to the microfluidic channel is feasible. These configurations may serve numerous applications, including highly efficient mechanisms to manipulate droplets, cells, and molecular compounds, perform pico-injection or poration, trigger and control chemical reactions, or realize electrochemical and capacitive sensing modalities. In this perspective, we describe the generic design and fabrication of these electrodes and discuss their miniaturization and scaling properties. Furthermore, we forecast novel use cases and discuss challenges in the context of the most interesting applications.</p>","PeriodicalId":8855,"journal":{"name":"Biomicrofluidics","volume":"19 3","pages":"031302"},"PeriodicalIF":2.6,"publicationDate":"2025-05-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12049237/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143970648","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Temperature-dependent microfluidic impedance spectroscopy for non-invasive biofluid characterization. 非侵入性生物流体表征的温度相关微流体阻抗谱。
IF 2.6 4区 工程技术
Biomicrofluidics Pub Date : 2025-05-01 DOI: 10.1063/5.0255847
Tom Wade, Sohini Kar-Narayan
{"title":"Temperature-dependent microfluidic impedance spectroscopy for non-invasive biofluid characterization.","authors":"Tom Wade, Sohini Kar-Narayan","doi":"10.1063/5.0255847","DOIUrl":"https://doi.org/10.1063/5.0255847","url":null,"abstract":"<p><p>Remote health monitoring has the potential to enable individuals to take control of their own health and well-being and to facilitate a transition toward preventative and personalized healthcare. Sweat can be sampled non-invasively and contains a wealth of information about the metabolic state of an individual, making it an excellent candidate for remote health monitoring. An accurate, rapid, and low-cost biofluid characterization technique is required to enable the widespread use of remote health monitoring. We previously introduced microfluidic impedance spectroscopy for the detection of electrolyte concentration in fluids, whereby a novel device architecture, measurement method, and analysis technique were presented for the characterization of cationic species. The purely electrical nature of this measurement technique removes the intermediate steps inherent in common rival technologies such as optical and electrochemical sensing, offering a range of advantages. In this work, we investigate the effect of temperature on microfluidic impedance spectroscopy of ionic species commonly present in biofluids. We find that the impedance spectra and concentration determination are temperature-dependent; remote health monitoring devices must be calibrated appropriately as they are likely to experience temperature fluctuations. Importantly, we demonstrate the ability of the method to measure the concentration of anionic species alongside that of cationic species, enabling the detection of chloride and lactate, which are useful biomarkers for hydration, cystic fibrosis, fatigue, sepsis, and hypoperfusion. We show that the presence of neutral species does not impair accurate determination of ionic concentration, thus, demonstrating the suitability of microfluidic impedance spectroscopy for non-invasive biofluid characterization.</p>","PeriodicalId":8855,"journal":{"name":"Biomicrofluidics","volume":"19 3","pages":"034101"},"PeriodicalIF":2.6,"publicationDate":"2025-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12048175/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143975703","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Advanced microfluidic systems with temperature modulation for biological applications. 用于生物应用的具有温度调制的先进微流体系统。
IF 2.6 4区 工程技术
Biomicrofluidics Pub Date : 2025-05-01 DOI: 10.1063/5.0251893
J Ko, J Lee
{"title":"Advanced microfluidic systems with temperature modulation for biological applications.","authors":"J Ko, J Lee","doi":"10.1063/5.0251893","DOIUrl":"https://doi.org/10.1063/5.0251893","url":null,"abstract":"<p><p>Recent advances in microfluidic technology have shown the importance of precise temperature control in a wide range of biological applications. This perspective review presents a comprehensive overview of state-of-the-art microfluidic platforms that utilize thermal modulation for various applications, such as rapid nucleic acid amplification, targeted hyperthermia for cancer therapy, and efficient cellular lysis. We detail various heating mechanisms-including nanoparticle-driven induction, photothermal conversion, and electrothermal approaches (both external and on-chip)-and discuss how they are integrated within lab-on-a-chip systems. In parallel, advanced multi-modal sensing methods within microfluidics, ranging from conventional integrated sensors to cutting-edge quantum-based techniques using nanodiamond nitrogen-vacancy centers and suspended microchannel resonators, are highlighted. By integrating advanced multi-modal sensing capabilities into these microfluidic platforms, a broader range of applications are enabled, including single-cell analysis, metabolic profiling, and scalable diagnostics. Looking ahead, overcoming challenges in system integration, scalability, and cost-effectiveness will be essential to harnessing their full potential. Future developments in this field are expected to drive the evolution of lab-on-a-chip technologies, ultimately enabling breakthroughs in precision medicine and high-throughput biomedical applications.</p>","PeriodicalId":8855,"journal":{"name":"Biomicrofluidics","volume":"19 3","pages":"031301"},"PeriodicalIF":2.6,"publicationDate":"2025-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12048174/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143963925","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Improved acoustic holograms using simulated annealing. 利用模拟退火技术改进声全息图。
IF 2.6 4区 工程技术
Biomicrofluidics Pub Date : 2025-04-15 eCollection Date: 2025-03-01 DOI: 10.1063/5.0258632
Gagana Weerasinghe, Bram Servais, Daniel Heath, Samuel T Martin, David J Collins
{"title":"Improved acoustic holograms using simulated annealing.","authors":"Gagana Weerasinghe, Bram Servais, Daniel Heath, Samuel T Martin, David J Collins","doi":"10.1063/5.0258632","DOIUrl":"https://doi.org/10.1063/5.0258632","url":null,"abstract":"<p><p>Acoustic holography offers the ability to generate designed acoustic fields, enhancing the versatility of acoustic micromanipulation. However, the quality of the generated holograms depends on the nature of the iterative algorithm that is utilized, where the iterative angular spectrum approach (IASA) has been the standard method to date. Here, we introduce a novel approach that categorically improves IASA performance, where we apply the principles of simulated annealing for the generation of high-quality acoustic holograms. We utilize this to realize significant improvements in hologram quality via simulations, fabricated holograms, experimental particle patterning, and high-resolution 2D hydrophone scans. Comparing holograms produced from IASA and/or simulated annealing, we demonstrate that the use of simulated annealing in acoustic holography results in sharper reconstructions and improved hologram outputs across a range of evaluation metrics.</p>","PeriodicalId":8855,"journal":{"name":"Biomicrofluidics","volume":"19 2","pages":"024105"},"PeriodicalIF":2.6,"publicationDate":"2025-04-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12002899/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143960778","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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