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Active-matrix digital microfluidics for high-throughput, precise droplet handling 主动矩阵数字微流体用于高通量,精确的液滴处理
Pub Date : 2025-11-21 DOI: 10.1038/s44287-025-00230-1
Dongping Wang, Shengzhe Jiang, Hanbin Ma, Jun Yu, Arokia Nathan
Active-matrix digital microfluidics (AM-DMF) leverages semiconductor-derived electrode arrays to dynamically control thousands of micrometre-scale droplets and has emerged as a transformative platform for high-throughput and precise manipulation of liquid samples. This technology enables various programmable operations, such as droplet generation, transport, mixing and dilution, to be performed with unparalleled accuracy and, thereby, overcomes several limitations of conventional microchannel and passive-matrix digital microfluidics. This Review provides a critical analysis of the design principles and transformative potential of AM-DMF, focusing on its potential biomedical applications in genomics, single-cell analysis and drug discovery. Important contributions of artificial intelligence that increase the efficiency and reliability of complex AM-DMF workflows are also discussed. Despite this considerable progress, further innovation is needed to overcome ongoing challenges such as biofouling, reagent selectivity and electrode stability. This Review outlines future directions for AM-DMF as a versatile tool in life sciences and showcases its role in enabling next-generation droplet manipulation and workflow automation. Active-matrix digital microfluidics (AM-DMF) presents a highly scalable and programmable platform for handling microscale liquid samples. Wang et al. describe advances in AM-DMF chip design, circuit optimization and functional integration and discuss its considerable commercial potential for automated high-throughput biomedical sample manipulation.
有源矩阵数字微流体(AM-DMF)利用半导体衍生的电极阵列来动态控制数千微米级液滴,并已成为高通量和精确操作液体样品的变革性平台。该技术使各种可编程操作,如液滴产生,输送,混合和稀释,以无与伦比的精度进行,从而克服了传统微通道和无源矩阵数字微流体的几个限制。本文对AM-DMF的设计原理和转化潜力进行了批判性分析,重点介绍了AM-DMF在基因组学、单细胞分析和药物发现方面的潜在生物医学应用。本文还讨论了人工智能在提高复杂AM-DMF工作流程的效率和可靠性方面的重要贡献。尽管取得了相当大的进展,但需要进一步的创新来克服诸如生物污垢、试剂选择性和电极稳定性等持续存在的挑战。本文概述了AM-DMF作为生命科学中多功能工具的未来发展方向,并展示了其在实现下一代液滴操作和工作流程自动化方面的作用。有源矩阵数字微流体(AM-DMF)提出了一个高度可扩展和可编程的平台,用于处理微尺度液体样品。Wang等人描述了AM-DMF芯片设计、电路优化和功能集成方面的进展,并讨论了其在自动化高通量生物医学样品处理方面的巨大商业潜力。
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引用次数: 0
Enhancing photon pair generation with Quasi-BIC metasurfaces 准bic超表面增强光子对生成
Pub Date : 2025-11-21 DOI: 10.1038/s44287-025-00244-9
Miranda L. Vinay
A study in Optics Express reports the design of a simple dielectric metasurface structure composed of lithium niobate defect disks that enhances the generation of entangled photon pairs through spontaneous parametric down-conversion.
《光学快报》上的一项研究报道了一种由铌酸锂缺陷盘组成的简单介电超表面结构的设计,该结构通过自发参数下转换增强了纠缠光子对的产生。
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引用次数: 0
Patent law and quantum theory 专利法和量子理论
Pub Date : 2025-11-19 DOI: 10.1038/s44287-025-00243-w
Andrew Fearnside
A century after the inception of quantum theory, its unresolved interpretations continue to threaten patent validity and investors’ confidence in quantum technologies.
在量子理论诞生一个世纪之后,其未解决的解释继续威胁着专利的有效性和投资者对量子技术的信心。
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引用次数: 0
Towards global quantum key distribution 迈向全球量子密钥分发
Pub Date : 2025-11-12 DOI: 10.1038/s44287-025-00238-7
Haoran Zhang, Haotao Zhu, Ruihua He, Yan Zhang, Chao Ding, Lajos Hanzo, Weibo Gao
Quantum key distribution (QKD) is a cryptographic technology that supports the negotiation and sharing of private keys with unconditional security between authorized parties. As QKD scales to a global level, it must address performance limitations, high costs and practical security concerns. In this Review, we outline the key technical challenges, applications and prospective developments towards a global QKD network. Advances such as satellite-based QKD and newly developed protocols offer promising solutions for extending QKD over long distances. Field trials have progressively expanded from intercity links to larger-scale networks. Nevertheless, balancing cost–performance and security considerations will continue to challenge advanced research efforts. On the basis of the strategies addressing these obstacles, we highlight future directions that can support the efficient realization of global QKD infrastructures. Information security remains a vital concern for communications technology, and quantum key distribution may offer the highest security theoretically possible. This Review discusses the performance limitations, high costs and practical security concerns for quantum key distribution to scale to a global level.
量子密钥分发(QKD)是一种支持在授权方之间无条件安全协商和共享私钥的加密技术。随着QKD扩展到全球水平,它必须解决性能限制、高成本和实际安全问题。在这篇综述中,我们概述了全球QKD网络的关键技术挑战、应用和前景发展。基于卫星的QKD和新开发的协议等进步为长距离扩展QKD提供了有希望的解决方案。实地试验已逐步从城际连接扩大到更大规模的网络。然而,平衡成本性能和安全考虑将继续挑战先进的研究工作。在解决这些障碍的策略的基础上,我们强调了可以支持全球QKD基础设施有效实现的未来方向。信息安全仍然是通信技术的一个重要问题,量子密钥分发可能在理论上提供最高的安全性。本文讨论了将量子密钥分发扩展到全球水平的性能限制、高成本和实际安全问题。
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引用次数: 0
Democratizing quantum science through sustained action 通过持续的行动使量子科学民主化
Pub Date : 2025-11-12 DOI: 10.1038/s44287-025-00240-z
Amal Kasry, Rachel Won
Amal Kasry, chief of the Basic Sciences, Research, Innovation and Engineering section at UNESCO’s Natural Sciences Sector, speaks with Nature Reviews Electrical Engineering about how the International Year of Quantum Science and Technology 2025 and UNESCO are working to shape a shared quantum future and close the global science divide. Amal Kasry, Chief of Section for Basic Sciences, Research, Engineering and Innovation at UNESCO’s Natural Sciences Sector, narrates how the International Year of Quantum Science and Technology 2025 and UNESCO are working to shape a shared quantum future and close the global science divide.
联合国教科文组织自然科学部门基础科学、研究、创新和工程科科长Amal Kasry在接受《自然评论电气工程》采访时谈到了2025年国际量子科学与技术年和联合国教科文组织如何努力塑造共同的量子未来并缩小全球科学鸿沟。教科文组织自然科学部门基础科学、研究、工程和创新科科长阿迈勒·卡斯里讲述了2025年国际量子科学与技术年和教科文组织如何努力塑造共同的量子未来,弥合全球科学鸿沟。
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引用次数: 0
Bayesian electronics for trustworthy artificial intelligence 贝叶斯电子学用于可靠的人工智能
Pub Date : 2025-11-12 DOI: 10.1038/s44287-025-00226-x
Damien Querlioz, Elisa Vianello
Artificial intelligence (AI) increasingly powers safety-critical systems that demand robust, energy-efficient computation, often under conditions of data scarcity and uncertainty. Traditional AI approaches are limited in their ability to quantify confidence, leaving them vulnerable to unreliable predictions. In this Perspective, we introduce Bayesian electronics, which harnesses the intrinsic randomness of emerging nanodevices for on-device Bayesian computations. By encoding probability distributions at the hardware level, these devices naturally estimate uncertainty and reduce overhead compared with purely deterministic designs. We examine how Bayesian networks and Bayesian neural networks can be implemented in this framework to enhance sensor fusion and out-of-distribution detection. We also describe how hardware training via Markov chain Monte Carlo or Langevin dynamics yields energy-frugal sampling-based learning. Finally, we draw parallels with biological systems that are hypothesized to similarly exploit noise for probabilistic computation. By integrating device engineering, algorithmic design and system-level optimization, Bayesian electronics offers a path towards more trustworthy and adaptive AI hardware. Bayesian electronics harness the randomness of noisy sensor data to quantify uncertainty and make predictions at low computational cost. This Perspective shows how they can be realized to improve reliability and reduce energy in wearable devices, smart industrial sensors and autonomous robots
人工智能(AI)越来越多地支持安全关键系统,这些系统需要强大、节能的计算,通常是在数据稀缺和不确定的条件下。传统的人工智能方法在量化信心方面能力有限,容易受到不可靠预测的影响。在这个观点中,我们介绍了贝叶斯电子学,它利用新兴纳米器件的内在随机性进行器件内贝叶斯计算。通过在硬件级别对概率分布进行编码,这些设备可以自然地估计不确定性,并与纯粹的确定性设计相比减少开销。我们研究了贝叶斯网络和贝叶斯神经网络如何在这个框架中实现,以增强传感器融合和分布外检测。我们还描述了硬件训练如何通过马尔可夫链蒙特卡罗或朗格万动态产生节能的基于采样的学习。最后,我们得出了与生物系统的相似之处,这些系统被假设同样利用噪声进行概率计算。通过集成设备工程、算法设计和系统级优化,贝叶斯电子学为更值得信赖和自适应的人工智能硬件提供了一条道路。贝叶斯电子学利用噪声传感器数据的随机性来量化不确定性并以低计算成本进行预测。本展望展示了如何在可穿戴设备、智能工业传感器和自主机器人中实现它们,以提高可靠性和降低能耗
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引用次数: 0
Neuromorphic devices in action 神经形态装置在起作用
Pub Date : 2025-11-11 DOI: 10.1038/s44287-025-00235-w
Neuromorphic devices represent a transformative frontier in electronics, inspired by the architecture and functionality of biological neural systems.
受生物神经系统的结构和功能的启发,神经形态设备代表了电子学的变革前沿。
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引用次数: 0
Machine learning designs quantum circuits 机器学习设计量子电路
Pub Date : 2025-11-10 DOI: 10.1038/s44287-025-00241-y
Jiahao Liu
An article in Physical Review X reports a reinforcement learning approach for designing fault-tolerant quantum circuits for scalable, noise-resilient quantum computing.
《物理评论X》上的一篇文章报道了一种用于设计可扩展、抗噪声量子计算的容错量子电路的强化学习方法。
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引用次数: 0
Control of networked cyber–physical–human systems 网络网络-物理-人类系统的控制
Pub Date : 2025-11-07 DOI: 10.1038/s44287-025-00224-z
Ming Cao, Mengbin Ye, Lorenzo Zino
Cyber–physical–human systems (CPHSs) — characterized by the organic integration of physical components, a computation and communication cyber layer, and humans — are becoming an integral part of daily life, with applications ranging from assistive robots to smart buildings and modern logistics systems. The key role of humans in these complex systems calls for a paradigm shift, from classical machine-oriented control methods to approaches that focus on the explicit modelling and control of the human layer of a CPHS. In this Review, we showcase state-of-the-art research in mathematical modelling and control of CPHSs. We discuss established control-theoretic approaches to model and control cyber–physical systems, explore two mathematical approaches to modelling human behaviour and social influence, utilizing tools from game theory and opinion dynamics, and show how these models are integrated into CPHSs. Moving to control, we focus on the potential and the challenges that are associated with the human layer. We present approaches for control on different layers, paying attention to the fact that humans can typically only be guided or nudged, and then discuss control across layers. Finally, we describe some major open questions in controlling CPHSs, including integrating data-driven approaches and bridging the gap between theoretical and experimental studies. Cyber–physical–human systems (CPHSs) integrate layers of physical components, computation and communication, and humans — in smart buildings, for example. This Review addresses the modelling and control of CPHSs, particularly of the human layer using game theory and opinion dynamics.
网络-物理-人类系统(CPHSs)的特点是物理组件、计算和通信网络层以及人类的有机集成,正在成为日常生活中不可或缺的一部分,其应用范围从辅助机器人到智能建筑和现代物流系统。人类在这些复杂系统中的关键作用要求范式转变,从经典的面向机器的控制方法转向专注于CPHS人类层的显式建模和控制的方法。在这篇综述中,我们展示了在cpss的数学建模和控制方面的最新研究。我们讨论了建立模型和控制网络物理系统的控制理论方法,探索了两种数学方法来模拟人类行为和社会影响,利用博弈论和意见动力学的工具,并展示了如何将这些模型集成到cphs中。转向控制,我们关注与人类层面相关的潜力和挑战。我们提出了不同层的控制方法,注意到人类通常只能被引导或推动的事实,然后讨论了跨层的控制。最后,我们描述了控制cpss的一些主要开放问题,包括整合数据驱动方法和弥合理论和实验研究之间的差距。例如,在智能建筑中,网络-物理-人类系统(CPHSs)集成了物理组件、计算和通信以及人类的各个层。本综述讨论了cpss的建模和控制,特别是使用博弈论和意见动力学的人类层面。
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引用次数: 0
Integrating silicon photonics with complementary metal–oxide–semiconductor technologies 集成硅光子学与互补金属氧化物半导体技术
Pub Date : 2025-11-07 DOI: 10.1038/s44287-025-00223-0
Yating Wan, William He, James Jaussi, Ling Liao, David Z. Pan, John E. Bowers, Haisheng Rong
Artificial intelligence, machine learning and high-performance computing workloads are pushing electrical input/output to its limits in signal reach, energy efficiency and bandwidth density, turning optics from option to necessity. Complementary metal–oxide–semiconductor-integrated silicon photonics offers a practical path forward by combining high-volume manufacturing with mature photonic building blocks. This Review presents progress across devices (on-chip lasers and semiconductor optical amplifiers, compact modulators, high-speed photodetectors, low-loss routing and efficient chip–fibre couplers), multimaterial integration (hybrid assembly, heterogeneous wafer bonding, microtransfer printing and monolithic epitaxy) and electronics co-design (digital signal processing, serializer/deserializer, stacked-driver topologies, bias control and thermal tuning) to show how total link energy is being driven towards the sub-picojoule per bit regime. We connect these advances to system architectures that are evolving from pluggables to linear-drive pluggables and co-packaged optics, and we discuss the trade-offs among bandwidth density, thermal design, yield and cost. We identify near-term bottlenecks, notably thermal pathways and manufacturing yield, and highlight technologies most likely to unlock the next jump in performance, including on-chip comb sources for dense wavelength-division multiplexing and wafer-scale 3D electronic and photonic stacks. The same platform is poised to impact optical compute input/output, sensing and quantum photonics, linking device-level innovation to system-level gains across computing and communications. Complementary metal–oxide–semiconductor-integrated silicon photonics offers a scalable path to high-bandwidth, low-energy optical interconnects for data centres and artificial intelligence/high-performance computing. This Review surveys device maturity, multimaterial and 3D integration, electronics co-design and packaging trends and maps a path towards comb-enabled dense wavelength-division multiplexing, petabit bandwidth and sub-picojoule per bit efficiency.
人工智能、机器学习和高性能计算工作负载正在将电输入/输出在信号范围、能源效率和带宽密度方面推向极限,将光学从可选变为必需品。互补金属-氧化物-半导体集成硅光子学通过将大批量制造与成熟的光子构建块相结合,提供了一条实用的前进道路。本综述介绍了器件(片上激光器和半导体光放大器、紧凑型调制器、高速光电探测器、低损耗路由和高效芯片光纤耦合器)、多材料集成(混合组装、异质晶圆键合、微转移印刷和单片外延)和电子协同设计(数字信号处理、序列化/反序列化、堆叠驱动器拓扑、偏置控制和热调谐),以显示总链路能量如何被驱动到每比特亚皮焦耳的状态。我们将这些进步与从可插拔到线性驱动可插拔和共封装光学器件的系统架构联系起来,并讨论了带宽密度、热设计、良率和成本之间的权衡。我们确定了近期的瓶颈,特别是热路径和制造产量,并重点介绍了最有可能实现下一个性能飞跃的技术,包括用于密集波分复用的片上梳状源和晶圆级3D电子和光子堆栈。该平台将影响光学计算输入/输出、传感和量子光子学,将设备级创新与计算和通信领域的系统级增益联系起来。互补金属氧化物半导体集成硅光子学为数据中心和人工智能/高性能计算提供了一条可扩展的高带宽、低能量光互连路径。本综述调查了器件成熟度、多材料和3D集成、电子协同设计和封装趋势,并绘制了梳状结构支持的密集波分复用、pb带宽和亚皮焦耳每比特效率的路径。
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引用次数: 0
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Nature Reviews Electrical Engineering
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