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Advanced Design for High-Performance and AI Chips
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作者 Ying Cao Yuejiao Chen +2 位作者 Xi Fan Hong Fu Bingang Xu 《Nano-Micro Letters》 2026年第1期306-336,共31页
Recent years have witnessed transformative changes brought about by artificial intelligence(AI)techniques with billions of parameters for the realization of high accuracy,proposing high demand for the advanced and AI ... Recent years have witnessed transformative changes brought about by artificial intelligence(AI)techniques with billions of parameters for the realization of high accuracy,proposing high demand for the advanced and AI chip to solve these AI tasks efficiently and powerfully.Rapid progress has been made in the field of advanced chips recently,such as the development of photonic computing,the advancement of the quantum processors,the boost of the biomimetic chips,and so on.Designs tactics of the advanced chips can be conducted with elaborated consideration of materials,algorithms,models,architectures,and so on.Though a few reviews present the development of the chips from their unique aspects,reviews in the view of the latest design for advanced and AI chips are few.Here,the newest development is systematically reviewed in the field of advanced chips.First,background and mechanisms are summarized,and subsequently most important considerations for co-design of the software and hardware are illustrated.Next,strategies are summed up to obtain advanced and AI chips with high excellent performance by taking the important information processing steps into consideration,after which the design thought for the advanced chips in the future is proposed.Finally,some perspectives are put forward. 展开更多
关键词 Artificial intelligence Advanced chips AI chips Design tactics Review and perspective
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A Comprehensive Literature Review of AI-Driven Application Mapping and Scheduling Techniques for Network-on-Chip Systems
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作者 Naveed Ahmad Muhammad Kaleem +5 位作者 Mourad Elloumi Muhammad Azhar Mushtaq Ahlem Fatnassi Mohd Fazil Anas Bilal Abdulbasit A.Darem 《Computer Modeling in Engineering & Sciences》 2026年第1期118-155,共38页
Network-on-Chip(NoC)systems are progressively deployed in connecting massively parallel megacore systems in the new computing architecture.As a result,application mapping has become an important aspect of performance ... Network-on-Chip(NoC)systems are progressively deployed in connecting massively parallel megacore systems in the new computing architecture.As a result,application mapping has become an important aspect of performance and scalability,as current trends require the distribution of computation across network nodes/points.In this paper,we survey a large number of mapping and scheduling techniques designed for NoC architectures.This time,we concentrated on 3D systems.We take a systematic literature review approach to analyze existing methods across static,dynamic,hybrid,and machine-learning-based approaches,alongside preliminary AI-based dynamic models in recent works.We classify them into several main aspects covering power-aware mapping,fault tolerance,load-balancing,and adaptive for dynamic workloads.Also,we assess the efficacy of each method against performance parameters,such as latency,throughput,response time,and error rate.Key challenges,including energy efficiency,real-time adaptability,and reinforcement learning integration,are highlighted as well.To the best of our knowledge,this is one of the recent reviews that identifies both traditional and AI-based algorithms for mapping over a modern NoC,and opens research challenges.Finally,we provide directions for future work toward improved adaptability and scalability via lightweight learned models and hierarchical mapping frameworks. 展开更多
关键词 Application mapping mapping techniques NETWORK-ON-chip system on chip optimisation
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An efficient Eggplant1.6K liquid SNP chip for genetic analysis and marker-assisted selection in eggplant
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作者 Duanhua Wang Wenqiu Lin +7 位作者 Qingzhen Wei Qian Li Shuanghua Wu Tianxin Chen Heng Nie Chonglai Bao Jianguo Yang Xi-ou Xiao 《Horticultural Plant Journal》 2026年第2期489-492,共4页
Eggplant(Solanum melongena L.)is a globally important vegetable crop,renowned for its nutritional value and economic significance.It is abundant in bioactive compounds such as anthocyanins and chlorogenic acid,which h... Eggplant(Solanum melongena L.)is a globally important vegetable crop,renowned for its nutritional value and economic significance.It is abundant in bioactive compounds such as anthocyanins and chlorogenic acid,which have been associated with multiple health-promoting properties(Azuma et al.,2008;Gurbuz et al.,2018).Given its significant hybrid vigor,F1 hybrid varieties are widely preferred in commercial cultivation(Mistry et al.,2018).However,traditional breeding practices predominantly rely on phenotypic selection,a process that is not only labor-intensive but also time-consuming. 展开更多
关键词 EGGPLANT phenotypic sel genetic analysis chlorogenic acidwhich bioactive compounds liquid SNP chip Solanum melongena breeding practices
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Erratum to"Amine-reactive Polymer Platform for Engineering Surface Modification of Next-generation Sequencing Chips"
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作者 Wei Tian Xin-Yuan Wang +4 位作者 Die-Wen Feng Xiang-Qian Li Yue-Kang Jin Hui Li Hao Liu 《Chinese Journal of Polymer Science》 2026年第1期314-314,I0019,共2页
We are sorry for the mistakes of Affiliation,"a State Key Laboratory of Advanced Fiber Materials,Center for Advanced Low-Dimension Materials,Donghua University,Shanghai 201620,China"should be replaced by&quo... We are sorry for the mistakes of Affiliation,"a State Key Laboratory of Advanced Fiber Materials,Center for Advanced Low-Dimension Materials,Donghua University,Shanghai 201620,China"should be replaced by"a State Key Laboratory of Advanced Fiber Materials,Center for Advanced Low-Dimension Materials,College of Materials Science and Engineering,Donghua University,Shanghai 201620,China".We apologized for the inconvenience caused by this error. 展开更多
关键词 erratum surface modification affiliation next generation sequencing chips reactive polymer platform advanced fiber materialscenter
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Rapid multiplex pathogen detection using 96-channel microfluidic chip with magnetic bead method
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作者 Enjia Zhang Jiaying Cao +6 位作者 Jianxin Cheng Gaozhe Cai Shuyue Jiang Weiwei Xie Chunping Jia Jianlong Zhao Shilun Feng 《Chinese Chemical Letters》 2026年第2期635-642,共8页
The implementation of multiple pathogen testing is essential for a rapid response to future outbreaks and for reducing disease transmission.This study introduces a 96-channel microfluidic chip,fabricated through a mol... The implementation of multiple pathogen testing is essential for a rapid response to future outbreaks and for reducing disease transmission.This study introduces a 96-channel microfluidic chip,fabricated through a molding process,which enables the batch detection of pathogens.It explores the rapid lysis and elution processes of pathogens within the microfluidic chips to ensure that nucleic acid extraction,elution,and amplification are completed entirely within the chip.This chip can extract nucleic acids from samples in just 10 min,achieving an extraction efficiency comparable to that of traditional in-tube methods.An oil phase is pre-loaded into the chip to effectively prevent aerosol contamination.This approach allows for the simultaneous detection of 21 common respiratory pathogens,with a detection limit of 10 copies per reaction.Furthermore,applications involving clinical samples demonstrate significant practicality.Compared to many traditional in-tube pathogen detection methods and molecular biology technologies that utilize microfluidic chips,this detection chip not only enables simultaneous detection of multiple pathogens but also demonstrates high sensitivity. 展开更多
关键词 96-Channel microfuild chip Multiplex pathogen detection Magnetic bead method Respiratory pathogens
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Detection Sensitivity of Chip Digital PCR for Staphylococcus aureus
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作者 Yunxia WANG Xiaxia HOU +1 位作者 Xiaoli WU Wang LIU 《Asian Agricultural Research》 2026年第1期46-50,60,共6页
[Objectives]This study aimed to evaluate the detection sensitivity of Staphylococcus aureus in dairy products utilizing the chip digital PCR(cdPCR)technique.[Methods]Specific primers and probes were designed and synth... [Objectives]This study aimed to evaluate the detection sensitivity of Staphylococcus aureus in dairy products utilizing the chip digital PCR(cdPCR)technique.[Methods]Specific primers and probes were designed and synthesized based on the conserved sequence of the heat-resistant nuclease gene nuc of S.aureus.cdPCR was employed to detect S.aureus,and the sensitivity of this technique was systematically assessed in samples exhibiting low levels of contamination.[Results]cdPCR demonstrated precise quantification when the initial concentration of the sample enrichment solution was equal to or greater than 50 CFU/mL.The detection dynamic range extended across at least five orders of magnitude,with a minimum DNA detection limit of 0.2304 pg/μL.In artificially contaminated cheese samples,the method s lower limit of quantification for detecting S.aureus was 8×10^(2) CFU/g.Regression analysis demonstrated that the gene copy number concentration measured by cdPCR exhibited a strong linear correlation with bacterial contamination concentration across a broad range.[Conclusions]The cdPCR method developed in this study demonstrates high sensitivity and robust quantitative capabilities,offering a reliable technical approach for the precise detection of low-level S.aureus contamination in dairy products. 展开更多
关键词 Staphylococcus aureus chip digital PCR (cdPCR) Sensitivity
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Intelligent integration and advancement of multi-organ-on-a-chip
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作者 Chen-Xi Song Lu Huang 《Biomedical Engineering Communications》 2026年第1期1-3,共3页
Multi-organ-on-a-chip(MOOC)technology represents a pivotal direction in the organ-on-a-chip field,seeking to emulate the complex interactions of multiple human organs in vitro through microfluidic systems.This technol... Multi-organ-on-a-chip(MOOC)technology represents a pivotal direction in the organ-on-a-chip field,seeking to emulate the complex interactions of multiple human organs in vitro through microfluidic systems.This technology overcomes the limitations of traditional single-organ models,providing a novel platform for investigating complex disease mechanisms and evaluating drug efficacy and toxicity.Although it demonstrates broad application prospects,its development still faces critical bottlenecks,including inadequate physiological coupling between organs,short functional maintenance durations,and limited real-time monitoring capabilities.Contemporary research is advancing along three key directions,including functional coupling,sensor integration,and full-process automation systems,to propel the technology toward enhanced levels of physiological relevance and predictive accuracy. 展开更多
关键词 investigating complex disease mechanisms emulate complex interactions multiple human organs vitro sensor integration intelligent integration predictive accuracy physiological coupling multi organ chip microfluidic systemsthis
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Design of DC regulated power supply based on single chip microcomputer
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作者 轩春青 于景茹 +1 位作者 轩志伟 高静 《Journal of Measurement Science and Instrumentation》 CAS CSCD 2015年第4期373-377,共5页
A DC regulated power supply with numerical control based on single chip microcomputer (SCM) is designed. SCM is the main controller and output voltage o{ DC power supply can be set by keyboard. The analog voltage ca... A DC regulated power supply with numerical control based on single chip microcomputer (SCM) is designed. SCM is the main controller and output voltage o{ DC power supply can be set by keyboard. The analog voltage can be obtained through D/A converter (DAC0832) so that different voltages can be provided by operational amplifier. The output voltage varies from 0 V to 12 V with the incremental value of 0. 1 V. The actual output voltage is shown in the nixietube. This DC regulated power supply is characterized by simple structure and easy operation. 展开更多
关键词 DC regulated power suppy single chip microcomputer (SCM) D/A converter
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Design of Intelligent Fire Alarm System for Large Storage Places Based on AVRmega128 Single Chip Microcomputer
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作者 杨东星 李明儒 +1 位作者 刘南君 毛培宏 《Agricultural Science & Technology》 CAS 2014年第4期692-696,共5页
With principles of reliability, independence, practicality and economical effi- ciency, a set of intelligent fire alarm system based on AVRmega128 single chip microcomputer was designed to solve problems of fire alarm... With principles of reliability, independence, practicality and economical effi- ciency, a set of intelligent fire alarm system based on AVRmega128 single chip microcomputer was designed to solve problems of fire alarm system in many large- scale warehouses. Using advanced flame sensor, 485 bus communication, computer interactive software and related peripheral devices, this intelligent fire alarm system has functions of sound-light alarm and intelligent fire extinguishing. The human-com- puter interactive software was adopted for the remote control of the alarm main control panel through the 485 bus communication. This design of intelligent fire alarm system shows high reference and practical value to the development of intel- ligent alarm products with high integration and high reliability. 展开更多
关键词 AVRmega128 single chip microcomputer 485 bus communication Audi- ble and visual alarm Intelligent fire extinguishing Human-computer interaction
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DEVELOPMENT OF SINGLE-PHASED WATER-COOLING RADIATOR FOR COMPUTER CHIP 被引量:4
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作者 ZENG Ping CHENG Guangming +3 位作者 LIU Jiulong YANG Zhigang SUN Xiaofeng PENG Taijiang 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2007年第2期77-81,共5页
In order to cool computer chip efficiently with the least noise, a single phase water-cooling radiator for computer chip driven by piezoelectric pump with two parallel-connection chambers is developed. The structure a... In order to cool computer chip efficiently with the least noise, a single phase water-cooling radiator for computer chip driven by piezoelectric pump with two parallel-connection chambers is developed. The structure and work principle of this radiator is described. Material, processing method and design principles of whole radiator are also explained. Finite element analysis (FEA) software, ANSYS, is used to simulate the heat distribution in the radiator. Testing equipments for water-cooling radiator are also listed. By experimental tests, influences of flowrate inside the cooling system and fan on chip cooling are explicated. This water-cooling radiator is proved more efficient than current air-cooling radiator with comparison experiments. During cooling the heater which simulates the working of computer chip with different power, the water-cooling radiator needs shorter time to reach lower steady temperatures than current air-cooling radiator. 展开更多
关键词 computer chip Water-cooling Piezoelectric pump Radiator ANSYS simulation Simulative heater
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The Application of Multitasking Mechanism in Single Chip Computer System 被引量:1
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作者 Yu Jin Huang Jiwu Yuan Lanying 《Wuhan University Journal of Natural Sciences》 CAS 1999年第1期59-62,共4页
Developed a new program structure using in single chip computer system, which based on multitasking mechanism. Discussed the specific method for realization of the new structure. The applied sample is also provided.
关键词 multitasking mechanism single chip computer system interruption mechanism
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Use of single chip microcomputer in hydraulic digital adaptive control system 被引量:1
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作者 吴振顺 袁建光 +1 位作者 汲永涛 熊汉文 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2001年第2期196-198,共3页
Presents a one grade adaptive controller with one reference model which is built according to δ MRACS adaptive control theory and used to control an actual high order hydraulic system, and the whole hardware system u... Presents a one grade adaptive controller with one reference model which is built according to δ MRACS adaptive control theory and used to control an actual high order hydraulic system, and the whole hardware system used, which includes a AT89C51 single chip microcomputer, 74Ls373 flip latch, 6116 store, eight bit ADC0809, and so on, and the satisfactory results obtained in study on hydraulic control system. 展开更多
关键词 Adaptive control single chip microcomputer
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Design and Test of Multibus Adapter System on a Chip for Fault Tolerant Computer Systems
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作者 Yang Yinghua, Huang Chang, Meng Biao, Zhang Xing, Yu Shan 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 1992年第4期5-6,2,共3页
In order to improve the system reliability and performance and to reduce the system cost, volume and weight, we have designed, fabricated and tested the multibus adapter system of a trimodular redundant fault tolerant... In order to improve the system reliability and performance and to reduce the system cost, volume and weight, we have designed, fabricated and tested the multibus adapter system of a trimodular redundant fault tolerant computer system on a single chip of 5000 gate CMOS gate array. The design, fabrication and test of this single chip system will be discussed.. 展开更多
关键词 BUS Design and Test of Multibus Adapter System on a chip for Fault Tolerant computer Systems chip TEST
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DESIGNOFMULTI┐SLOTANDUNEQUAL┐TEMPERATUREPIDCONTROLLERBASEDONSINGLECHIPMICROCOMPUTER
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作者 Ma Weihua He Hai Department of Computer Science and Engineering, NUAA29 Yudao Street, Nanjing 210016, P.R.China 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 1996年第1期121-124,共4页
Taking a specific production process as an example, this paper introduces the design of multi slot and unequal temperature PID controller based on single chip microcomputer. The mathematical implementation method... Taking a specific production process as an example, this paper introduces the design of multi slot and unequal temperature PID controller based on single chip microcomputer. The mathematical implementation method of PID algorithm and the design method of the hardware and software are discussed, The principle diagram of the hardware circuit implementing the control algorithm and the features of the software possessed are also presented. 展开更多
关键词 real time control temperature measurement HARDWARE SOFTWARE single chip microcomputer
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Change in pulse rate with Enviro Chip and dummy chip fixed on radiation emitting devices like mobile phones/computers/laptops of users—A double blind crossover study
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作者 Ajay Poddar Sunita Rana +2 位作者 Vanita Mittal Saroj Kumar Sabath Danish Mahmood 《Journal of Biomedical Science and Engineering》 2013年第8期805-811,共7页
Use of Electronic gadgets such as mobile phones, computers/laptops constitutes an integral part of human day-to-day activity in offices and businesses. Therefore, their use cannot be stopped. These electronic gadgets ... Use of Electronic gadgets such as mobile phones, computers/laptops constitutes an integral part of human day-to-day activity in offices and businesses. Therefore, their use cannot be stopped. These electronic gadgets emit electromagnetic radiations, which are believed to be hazardous to human health. World Health Organization/International Agency for Research on Cancer has classified radiofrequency electromagnetic fields as possibly carcinogenic to humans (Group B). The Enviro Chip developed by Synergy Environics, India, is a radiation harmonizing chip which when fixed on electronic gadgets at specific locations claims to reduce stress level by reducing the pulse rate of users which may also result in improvement of other health parameters. In this study, we have tested the ability of the Enviro Chip to reduce pulse rate of people who may have developed high pulse rate due to prolonged use of electronic gadgets. This was the double blind crossover study conducted in 205 healthy volunteers having an average pulse rate of above 82 per Minute at Max Healthcare India. The primary objective of the study was to evaluate and compare the change in pulse rate over 14 measurements with the use of both the Enviro Chip and a Dummy chip from average pulse rate at baseline without the Placebo effect. The secondary objective was to evaluate the change in pulse rate gender-wise. Data analysis was done using Wilcoxon Sign Rank test. The study demonstrated statistical significant reduction in pulse rate over 14 measurements with the use of Enviro Chip in both male and female healthy volunteers 展开更多
关键词 Electromagnetic RADIATIONS Pulse Rate Enviro chips Radiation HARMONIZATION Mobile Phones
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Design and Research of Intelligent Alcohol Detector Based on Single Chip Microcomputer
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作者 Xiaokan Wang Qiong Wang 《Journal on Internet of Things》 2020年第3期121-127,共7页
In order to prevent drunk driving timely and protect personal safety,a kind of vehicle-loaded alcohol concentration detector based on single chip microcomputer control is designed.The detector usesAT89C51 microcontrol... In order to prevent drunk driving timely and protect personal safety,a kind of vehicle-loaded alcohol concentration detector based on single chip microcomputer control is designed.The detector usesAT89C51 microcontroller as the core,makes use of the gas sensor,A/D converter to detect the alcohol concentration of the breath of the driver,can set different thresholds according to the space of the car model,automatically cut off the ignition circuit for the exceeded threshold,and has the sound and light alarm function,which fundamentally solve the problem of drunk driving.The instrument is compact in size,stable in performance,convenient in installation and debugging,and of practical significance. 展开更多
关键词 Single chip Microcomputer Alcohol Sensor A/D converter DETECTOR
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Machinability of elliptical ultrasonic vibration millingγ-TiAl:Chip formation,edge breakage,and subsurface layer deformation 被引量:2
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作者 Ziwen XIA Chenwei SHAN +3 位作者 Menghua ZHANG Wengang LIU Minchao CUI Ming LUO 《Chinese Journal of Aeronautics》 2025年第3期624-644,共21页
Superior strength and high-temperature performance make γ-TiAl vital for lightweight aero-engines. However, its inherent brittleness poses machining problems. This study employed Elliptical Ultrasonic Vibration Milli... Superior strength and high-temperature performance make γ-TiAl vital for lightweight aero-engines. However, its inherent brittleness poses machining problems. This study employed Elliptical Ultrasonic Vibration Milling (EUVM) to address these problems. Considering the influence of machining parameters on vibration patterns of EUVM, a separation time model was established to analyze the vibration evolutionary process, thereby instructing the cutting mechanism. On this basis, deep discussions regarding chip formation, cutting force, edge breakage, and subsurface layer deformation were conducted for EUVM and Conventional Milling (CM). Chip morphology showed the chip formation was rooted in the periodic brittle fracture. Local dimples proved that the thermal effect of high-speed cutting improved the plasticity of γ-TiAl. EUVM achieved a maximum 18.17% reduction in cutting force compared with CM. The force variation mechanism differed with changes in the cutting speed or the vibration amplitude, and its correlation with thermal softening, strain hardening, and vibratory cutting effects was analyzed. EUVM attained desirable edge breakage by achieving smaller fracture lengths. The fracture mechanisms of different phases were distinct, causing a surge in edge fracture size of γ-TiAl under microstructural differences. In terms of subsurface deformation, EUVM also showed strengthening effects. Noteworthy, the lamellar deformation patterns under the cutting removal state differed from the quasi-static, which was categorized by the orientation angles. Additionally, the electron backscattering diffraction provided details of the influence of microstructural difference on the orientation and the deformation of grains in the subsurface layer. The results demonstrate that EUVM is a promising machining method for γ-TiAl and guide further research and development of EUVM γ-TiAl. 展开更多
关键词 Γ-TIAL Elliptical ultrasonic vibration millingi chip formation Edge breakage Microstructure
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Scaled Up Chip Pushes Quantum Computing a Bit Closer to Reality 被引量:1
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作者 Chris Palmer 《Engineering》 2025年第7期6-8,共3页
In the 9 December 2024 issue of Nature[1],a team of Google engineers reported breakthrough results using“Willow”,their lat-est quantum computing chip(Fig.1).By meeting a milestone“below threshold”reduction in the ... In the 9 December 2024 issue of Nature[1],a team of Google engineers reported breakthrough results using“Willow”,their lat-est quantum computing chip(Fig.1).By meeting a milestone“below threshold”reduction in the rate of errors that plague super-conducting circuit-based quantum computing systems(Fig.2),the work moves the field another step towards its promised super-charged applications,albeit likely still many years away.Areas expected to benefit from quantum computing include,among others,drug discovery,materials science,finance,cybersecurity,and machine learning. 展开更多
关键词 materials science BREAKTHROUGH drug discovery willow chip quantum computing superconducting circuits error reduction applications
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The development of liquid-phase chip by target sequencing and their application in watermelon molecular breeding 被引量:1
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作者 Shixiang Duan Dengke Wang +12 位作者 Qishuai Kang Huazheng Yan Jiaxin Cui Minjuan Zhang Dongming Liu Sen Yang Yingchun Zhu Huanhuan Niu Wenkai Yan Huayu Zhu Jianbin Hu Junling Dou Luming Yang 《Horticultural Plant Journal》 2025年第6期2109-2120,共12页
Genotyping by Target Sequencing(GBTS)technology,known for its flexibility,high efficiency,high throughput,and low cost,has been increasingly employed in molecular breeding.However,there is still limited study on the d... Genotyping by Target Sequencing(GBTS)technology,known for its flexibility,high efficiency,high throughput,and low cost,has been increasingly employed in molecular breeding.However,there is still limited study on the design and development of high-throughput genotyping tools in watermelon.In this study,we identified 112000 high quality SNPs by analyzing the resequencing data of 43 cultivated watermelon accessions.11921 and 6094 SNPs were selected for developing two sets of watermelon liquid-phase chips with different marker densities,named Watermelon 10K and 5K,respectively.Furthermore,the SNPs and Indels of most mapped gene/QTLs for many agronomic important traits in watermelon were also integrated into the two chips for foreground selection.These chips have been tested using GBTS technology in various applications in watermelon.The genotyping of 76 accessions by Watermelon 5K liquid-phase chip showed an average detection rate of 99.28%and 81.78%for cultivated and wild watermelon accessions,respectively.This provided enough markers information for GWAS and two significant QTLs,ssc1.1 and ssc1.2,associated with soluble sugar content were detected.Furthermore,BSA-seq analysis for non-lobed leaf and dwarf traits were validated by liquid-phase chips,and the candidate region was consistent with our previous studies.Additionally,we precisely introduced the Cldw1 and Clbl genes into an elite inbred line WT2 using Watermelon 5K for assisted selection,resulting in the development of three new germplasm with good plant architecture.As a high-throughput genotyping liquid-phase SNP array,the Watermelon 10K and 5K chips will greatly facilitate functional studies and molecular breeding in watermelon. 展开更多
关键词 WATERMELON Genotyping by target sequence Liquid-phase chips Primary mapping Molecular breeding
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Photonic Chip Based on Ultrafast Laser-Induced Reversible Phase Change for Convolutional Neural Network 被引量:1
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作者 Jiawang Xie Jianfeng Yan +5 位作者 Haoze Han Yuzhi Zhao Ma Luo Jiaqun Li Heng Guo Ming Qiao 《Nano-Micro Letters》 2025年第8期53-66,共14页
Photonic computing has emerged as a promising technology for the ever-increasing computational demands of machine learning and artificial intelligence.Due to the advantages in computing speed,integrated photonic chips... Photonic computing has emerged as a promising technology for the ever-increasing computational demands of machine learning and artificial intelligence.Due to the advantages in computing speed,integrated photonic chips have attracted wide research attention on performing convolutional neural network algorithm.Programmable photonic chips are vital for achieving practical applications of photonic computing.Herein,a programmable photonic chip based on ultrafast laser-induced phase change is fabricated for photonic computing.Through designing the ultrafast laser pulses,the Sb film integrated into photonic waveguides can be reversibly switched between crystalline and amorphous phase,resulting in a large contrast in refractive index and extinction coefficient.As a consequence,the light transmission of waveguides can be switched between write and erase states.To determine the phase change time,the transient laser-induced phase change dynamics of Sb film are revealed at atomic scale,and the time-resolved transient reflectivity is measured.Based on the integrated photonic chip,photonic convolutional neural networks are built to implement machine learning algorithm,and images recognition task is achieved.This work paves a route for fabricating programmable photonic chips by designed ultrafast laser,which will facilitate the application of photonic computing in artificial intelligence. 展开更多
关键词 Photonic chip Ultrafast laser Phase change Convolutional neural network
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