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Physics and data-driven alternative optimization enabled ultra-low-sampling single-pixel imaging 被引量:2
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作者 Yifei Zhang Yingxin Li +5 位作者 zonghao liu Fei Wang Guohai Situ Mu Ku Chen Haoqiang Wang Zihan Geng 《Advanced Photonics Nexus》 2025年第3期55-66,共12页
Single-pixel imaging(SPI)enables efficient sensing in challenging conditions.However,the requirement for numerous samplings constrains its practicality.We address the challenge of high-quality SPI reconstruction at ul... Single-pixel imaging(SPI)enables efficient sensing in challenging conditions.However,the requirement for numerous samplings constrains its practicality.We address the challenge of high-quality SPI reconstruction at ultra-low sampling rates.We develop an alternative optimization with physics and a data-driven diffusion network(APD-Net).It features alternative optimization driven by the learned task-agnostic natural image prior and the task-specific physics prior.During the training stage,APD-Net harnesses the power of diffusion models to capture data-driven statistics of natural signals.In the inference stage,the physics prior is introduced as corrective guidance to ensure consistency between the physics imaging model and the natural image probability distribution.Through alternative optimization,APD-Net reconstructs data-efficient,high-fidelity images that are statistically and physically compliant.To accelerate reconstruction,initializing images with the inverse SPI physical model reduces the need for reconstruction inference from 100 to 30 steps.Through both numerical simulations and real prototype experiments,APD-Net achieves high-quality,full-color reconstructions of complex natural images at a low sampling rate of 1%.In addition,APD-Net’s tuning-free nature ensures robustness across various imaging setups and sampling rates.Our research offers a broadly applicable approach for various applications,including but not limited to medical imaging and industrial inspection. 展开更多
关键词 single-pixel imaging deep learning alternative optimization
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聚合物接枝对脂肪酶活性及稳定性的影响 被引量:1
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作者 刘宗浩 史清洪 《过程工程学报》 CAS CSCD 北大核心 2022年第4期506-514,共9页
酶的稳定性和活性一直是困扰其工业应用的主要瓶颈,因此改造酶分子以提升其催化性能是当前研究的重要课题。本工作引入甲基丙烯酸异丁酯(IBMA)和甲基丙烯酸乙酯(EMA)两种疏水性不同的单体分子,通过原子转移自由基聚合分别接枝于褶皱假... 酶的稳定性和活性一直是困扰其工业应用的主要瓶颈,因此改造酶分子以提升其催化性能是当前研究的重要课题。本工作引入甲基丙烯酸异丁酯(IBMA)和甲基丙烯酸乙酯(EMA)两种疏水性不同的单体分子,通过原子转移自由基聚合分别接枝于褶皱假丝酵母脂肪酶(CRL)表面,合成聚合物接枝脂肪酶p IBMA-g-CRL和p EMA-g-CRL。酶学实验结果显示,聚合物接枝脂肪酶的催化活性和稳定性显著提升。p IBMA-g-CRL和p EMA-g-CRL的催化效率分别达到了野生型CRL的4.39倍和4.68倍。在50℃条件下孵育6 h后,p IBMA-g-CRL和p EMA-g-CRL仍分别保留51%和92%的活性,而野生型CRL的活性则仅剩14%。同样,在pH=9条件下孵育3 h后p IBMA-g-CRL和p EMA-g-CRL能够分别保留52%和83%的活性,并在pH=4~9范围内显示出更好的耐受性。光谱学实验进一步证实了聚合物接枝脂肪酶催化性能的提升与其二级结构和三级结构的变化密切相关。本研究表明,IBMA和EMA的接枝对脂肪酶的稳定性和活性的提升效果显著,是改造脂肪酶的优良材料。 展开更多
关键词 甲基丙烯酸异丁酯 甲基丙烯酸乙酯 疏水性 褶皱假丝酵母脂肪酶 聚合物接枝 稳定性
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Solvent engineering towards scalable fabrication of high-quality perovskite films for efficient solar modules 被引量:5
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作者 Zhaoyi Jiang Binkai Wang +10 位作者 Wenjun Zhang Zhichun Yang Mengjie Li Fumeng Ren Tahir Imran Zhenxing Sun Shasha Zhang Yiqiang Zhang Zhiguo Zhao zonghao liu Wei Chen 《Journal of Energy Chemistry》 SCIE EI CAS CSCD 2023年第5期689-710,I0015,共23页
Over the last decade,remarkable progress has been made in metal halide perovskite solar cells(PSCs),which have been a focus of emerging photovoltaic techniques and show great potential for commercialization.However,th... Over the last decade,remarkable progress has been made in metal halide perovskite solar cells(PSCs),which have been a focus of emerging photovoltaic techniques and show great potential for commercialization.However,the upscaling of small-area PSCs to large-area solar modules to meet the demands of practical applications remains a significant challenge.The scalable production of high-quality perovskite films by a simple,reproducible process is crucial for resolving this issue.Furthermore,the crystallization behavior in the solution-processed fabrication of perovskite films can be strongly influenced by the physicochemical properties of the precursor inks,which are significantly affected by the employed solvents and their interactions with the solutes.Thus,a comprehensive understanding of solvent engineering for fabricating perovskite films over large areas is urgently required.In this paper,we first analyze the role of solvents in the solution-processed fabrication of large-area perovskite films based on the classical crystal nucleation and growth mechanism.Recent efforts in solvent engineering to improve the quality of perovskite films for solar modules are discussed.Finally,the basic principles and future challenges of solvent system design for scalable fabrication of high-quality perovskite films for efficient solar modules are proposed. 展开更多
关键词 Solvent engineering Scalable fabrication Perovskite film Solar cell Module
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Additives in metal halide perovskite films and their applications in solar cells 被引量:4
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作者 zonghao liu Luis K.Ono Yabing Qi 《Journal of Energy Chemistry》 SCIE EI CAS CSCD 2020年第7期215-228,I0007,共15页
The booming growth of organic-inorganic hybrid lead halide perovskite solar cells have made this promising photovoltaic technology to leap towards commercialization.One of the most important issues for the evolution f... The booming growth of organic-inorganic hybrid lead halide perovskite solar cells have made this promising photovoltaic technology to leap towards commercialization.One of the most important issues for the evolution from research to practical application of this technology is to achieve high-throughput manufacturing of large-scale perovskite solar modules.In particular,realization of scalable fabrication of large-area perovskite films is one of the essential steps.During the past ten years,a great number of approaches have been developed to deposit high quality perovskite films,to which additives are introduced during the fabrication process of perovskite layers in terms of the perovskite grain growth control,defect reduction,stability enhancement,etc.Herein,we first review the recent progress on additives during the fabrication of large area perovskite films for large scale perovskite solar cells and modules.We then focus on a comprehensive and in-depth understanding of the roles of additives for perovskite grain growth control,defects reduction,and stability enhancement.Further advancement of the scalable fabrication of high-quality perovskite films and solar cells using additives to further develop large area,stable perovskite solar cells are discussed. 展开更多
关键词 Perovskite solar cell ADDITIVE Solar modules Film quality
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High Efficiency Formamidinium-Cesium Perovskite-Based Radio-Photovoltaic Cells 被引量:2
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作者 Runlong Gao Rui Chen +10 位作者 Pengying Wan Xiao Ouyang Qiantao Lei Qi Deng Xinyu Guan Guangda Niu Jiang Tang Wei Chen zonghao liu Xiaoping Ouyang Linyue liu 《Energy & Environmental Materials》 SCIE EI CAS CSCD 2024年第1期160-167,共8页
Radio-photovoltaic cell is a micro nuclear battery for devices operating in extreme environments,which converts the decay energy of a radioisotope into electric energy by using a phosphor and a photovoltaic converter.... Radio-photovoltaic cell is a micro nuclear battery for devices operating in extreme environments,which converts the decay energy of a radioisotope into electric energy by using a phosphor and a photovoltaic converter.Many phosphors with high light yield and good environmental stability have been developed,but the performance of radio-photovoltaic cells remains far behind expectations in terms of power density and power conversion efficiency,because of the poor photoelectric conversion efficiency of traditional photovoltaic converters under low-light conditions.This paper reports an radio-photovoltaic cell based on an intrinsically stable formamidinium-cesium perovskite photovoltaic converter exhibiting a wide light wavelength response from 300 to 800 nm,high open-circuit voltage(V_(oc)),and remarkable efficiency at low-light intensity.When a He ions accelerator is adopted as a mimickedαradioisotope source with an equivalent activity of 0.83 mCi cm^(-2),the formamidinium-cesium perovskite radio-photovoltaic cell achieves a V_(oc)of 0.498 V,a short-circuit current(J_(sc))of 423.94 nA cm^(-2),and a remarkable power conversion efficiency of 0.886%,which is 6.6 times that of the Si reference radio-photovoltaic cell,as well as the highest among all radio-photovoltaic cells reported so far.This work provides a theoretical basis for enhancing the performance of radio-photovoltaic cells. 展开更多
关键词 formamidinium-cesium perovskite PHOSPHOR photovoltaic converter power conversion efficiency radio-photovoltaic cell
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Evaporated potassium chloride for double-sided interfacial passivation in inverted planar perovskite solar cells
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作者 Shasha Zhang Xiaobo Yan +7 位作者 zonghao liu Hongmei Zhu Zhichun Yang Yuqian Huang Sanwan liu Di Wu Ming Pan Wei Chen 《Journal of Energy Chemistry》 SCIE EI CAS CSCD 2021年第3期493-500,共8页
Defect-induced charge carrier recombination at the interfaces between perovskite and adjacent charge transport layers restricts further improvements in the device performance of perovskite solar cells(PSCs).Defect pas... Defect-induced charge carrier recombination at the interfaces between perovskite and adjacent charge transport layers restricts further improvements in the device performance of perovskite solar cells(PSCs).Defect passivation at these interfaces can reduce trap states and inhibit the induced nonradiative recombination.Herein,we report a double-sided interfacial passivation via simply evaporating potassium chloride(DIP-KCl)at both the hole transport layer(HTL)/perovskite and perovskite/electron transport layer(ETL)interfaces in inverted planar PSCs.We demonstrate that the bottom KCl layer at the HTL/perovskite interface not only reduces the interfacial defects and improves the interfacial contact,but also leads to increased perovskite crystallinity,while the top KCl layer at the perovskite/ETL interface efficiently passivates the perovskite top surface defects and facilitates electron extraction at this interface.Thus,suppressed nonradiative recombination and faster charge extraction at both interfaces close to the perovskite layer can be achieved by using our DIP-KCl strategy.As a result,inverted PSCs based on DIP-KCl present an increased efficiency from 17.1% to 19.2% and enhanced stability,retaining over 90% of their initial efficiency after aging at maximum power point tracking for 1000 h.This work provides a simple and efficient way for defect passivation to further increase the efficiency and stability of PSCs. 展开更多
关键词 Double-sided interfacial passivation KCL Defect passivation Nonradiative recombination Perovskite solar cells
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Accelerating the evaluation of operational lifetimes of perovskite solar cells and modules
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作者 Fumeng Ren Qian Lu +7 位作者 Xin Meng Jing Zhou Rui Chen Jianan Wang Haixin Wang Sanwan liu zonghao liu Wei Chen 《Journal of Energy Chemistry》 SCIE EI CAS CSCD 2024年第7期1-9,共9页
Compared with the power conversion efficicency,the operational stability of perovskite solar cells(PsCs)remains a major challenge hampering its commercialization.However,conducting a light soaking test under 1 sun ill... Compared with the power conversion efficicency,the operational stability of perovskite solar cells(PsCs)remains a major challenge hampering its commercialization.However,conducting a light soaking test under 1 sun illumination to get a long lifetime is time-consuming and experimentally inefficient.Here,we report an accelerated stability test protocol by aging PsCs under high-intensity light illumination to accelerate the evaluation of their operation stability.It is found that the efficiency degradation rate of a typical inverted PsC is almost linearly dependent on the light intensity within the range of 1 to 4 suns regardless of the encapsulations.The results prove that it can save the light-soaking time by at least 4 times to predict the operation lifetime on the basis of the equivalent light irradiation dose. 展开更多
关键词 PEROVSKITE Light-soaking Stability
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A monolithically integrated near-infrared imager with crystallization-and oxidation-modulated tinlead perovskites
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作者 Zhichun Yang Jingjing liu +12 位作者 Haotian Bao zonghao liu Zaiwei Wang Xiangdong Li Zhihao Chen Guofeng Zhang Ruiyun Chen Jianyong Hu Shuangping Han Wei Chen Chengbing Qin Liantuan Xiao Suotang Jia 《Light: Science & Applications》 2025年第10期3203-3215,共13页
The fast crystallization and facile oxidation of Sn^(2+)of tin-lead(Sn-Pb)perovskites are the biggest challenges for their applications in high-performance near-infrared(NIR)photodetectors and imagers.Here,we introduc... The fast crystallization and facile oxidation of Sn^(2+)of tin-lead(Sn-Pb)perovskites are the biggest challenges for their applications in high-performance near-infrared(NIR)photodetectors and imagers.Here,we introduce a multifunctional diphenyl sulfoxide(DPSO)molecule into perovskite precursor ink to response these issues by revealing its strong binding interactions with the precursor species.The regulated perovskite film exhibits a dense morphology,reduced defect density and prolonged carrier diffusion length.The manufactured self-powered photodetector realizes a spectral response of 300-1100 nm,dark current density of 4.7×10^(−8)mA cm^(−2),peak responsivity of 0.49 A W^(−1)and specific detectivity of 1.20×10^(12)Jones in NIR region(780-1100 nm),-3 dB bandwidth of 11.4 MHz,linear dynamic range of 174 dB,and ultrafast rise/fall time of 14.2/17.1 ns,respectively.We demonstrate a 64×64 NIR imager with an impressive spatial resolution of 1.32 lp mm^(−1)by monolithically integrating the photodetector with a commercial thin-film transistor readout circuit. 展开更多
关键词 near infrared imager precursor speciesthe facile oxidation regulated perovskite OXIDATION tin lead perovskites perovskite precursor ink binding interactions
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Key bottlenecks and distinct contradictions in fast commercialization of perovskite solar cells 被引量:2
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作者 Wenguang liu Hasan Raza +3 位作者 Xiaodong Hu Sanwan liu zonghao liu Wei Chen 《Materials Futures》 2023年第1期61-69,共9页
Despite significant improvements in photo-electricity conversion efficiency of perovskite solar cells(PSCs)over the past several years,this emerging photovoltaic technology is still years away from large-scale commerc... Despite significant improvements in photo-electricity conversion efficiency of perovskite solar cells(PSCs)over the past several years,this emerging photovoltaic technology is still years away from large-scale commercial application.In this review,important research progresses on PSCs’‘golden triangle’parameters of efficiency,stability,and cost in literatures were objectively analyzed.We focused on their key bottlenecks and distinct contradictions hindering their fast commercialization.We also proposed the most urgent directions requiring intensive research and development input in the coming years to speed up the commercialization process of PSCs. 展开更多
关键词 perovskite solar cell key bottlenecks CONTRADICTIONS commercial application
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Comprehensive compensation of real-world degradations for robust single-pixel imaging
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作者 zonghao liu Bohan Yang +5 位作者 Yifei Zhang Junfei Shen Xin Yuan Mu Ku Chen Fei liu Zihan Geng 《Light: Science & Applications》 2025年第12期3979-3989,共11页
Single-pixel imaging(SPI)faces significant challenges in reconstructing high-quality images under complex real-world degradation conditions.This paper presents an innovative degradation model for the physical processe... Single-pixel imaging(SPI)faces significant challenges in reconstructing high-quality images under complex real-world degradation conditions.This paper presents an innovative degradation model for the physical processes in SPI,providing the first comprehensive and quantitative analysis of various SPI noise sources encountered in real-world applications.Especially,pattern-dependent global noise propagation and object jitter modelling methods for SPI are proposed.Subsequently,a deep-blind neural network is developed to remove the necessity of obtaining parameters of all the degradation factors in real-world image compensation.Our method can operate without degradation parameters and significantly improve the resolution and fidelity of SPI image reconstruction.The deep-blind network training is guided by the proposed comprehensive SPI degradation model that describes real-world SPI impairments,enabling the network to generalize across a wide range of degradation combinations.The experiment validates its advanced performance in real-world SPI imaging at ultra-low sampling rates.The proposed method holds great potential for applications in remote sensing,biomedical imaging,and privacy-preserving surveillance. 展开更多
关键词 single pixel imaging object jitter modelling pattern dependent global noise object jitter noise sources real world degradations degradation model deep blind neural network
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