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Advancing wavefront sensing: meta Shack-Hartmann sensor enhances phase imaging 推进波前传感:meta Shack-Hartmann传感器增强相位成像
Light-Science & Applications Pub Date : 2024-12-02 DOI: 10.1038/s41377-024-01646-4
Xiaoyuan Liu, Zihan Geng, Mu Ku Chen
{"title":"Advancing wavefront sensing: meta Shack-Hartmann sensor enhances phase imaging","authors":"Xiaoyuan Liu, Zihan Geng, Mu Ku Chen","doi":"10.1038/s41377-024-01646-4","DOIUrl":"https://doi.org/10.1038/s41377-024-01646-4","url":null,"abstract":"<p>A meta-lens array-based Shack-Hartmann wavefront sensor has been developed to break the limits imposed by the size and curvature of traditional micro-lenses, which significantly improves both sampling density and angular resolution of phase measurement. Metasurface advances the field of optical phase measurement to smaller-scale complex wavefront characterization.</p>","PeriodicalId":18069,"journal":{"name":"Light-Science & Applications","volume":"7 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-12-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142758450","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Simultaneous achieving negative photoconductivity response and volatile resistive switching in Cs2CoCl4 single crystals towards artificial optoelectronic synapse 同时在Cs2CoCl4单晶中实现负光导响应和挥发性电阻开关,以实现人工光电突触
Light-Science & Applications Pub Date : 2024-12-02 DOI: 10.1038/s41377-024-01642-8
Huifang Jiang, Huifang Ji, Zhuangzhuang Ma, Dongwen Yang, Jingli Ma, Mengyao Zhang, Xu Li, Meng Wang, Ying Li, Xu Chen, Di Wu, Xinjian Li, Chongxin Shan, Zhifeng Shi
{"title":"Simultaneous achieving negative photoconductivity response and volatile resistive switching in Cs2CoCl4 single crystals towards artificial optoelectronic synapse","authors":"Huifang Jiang, Huifang Ji, Zhuangzhuang Ma, Dongwen Yang, Jingli Ma, Mengyao Zhang, Xu Li, Meng Wang, Ying Li, Xu Chen, Di Wu, Xinjian Li, Chongxin Shan, Zhifeng Shi","doi":"10.1038/s41377-024-01642-8","DOIUrl":"https://doi.org/10.1038/s41377-024-01642-8","url":null,"abstract":"<p>The development of negative photoconductivity (NPC)-related devices is of great significance for numerous applications, such as optoelectronic detection, neuromorphic computing, and optoelectronic synapses. Here, an unusual but interesting NPC phenomenon in the novel cesium cobalt chlorine (Cs<sub>2</sub>CoCl<sub>4</sub>) single crystal-based optoelectronic devices is reported, which simultaneously possess volatile resistive switching (RS) memory behavior. Joint experiment−theory characterizations reveal that the NPC behavior is derived from the intrinsic vacancy defects of Cs<sub>2</sub>CoCl<sub>4</sub>, which could trap photogenerated charge carriers and produce an internal electric field opposite to the applied electric field. Such NPC effect enables an abnormal photodetection performance with a decrease in electrical conductivity to illumination. Also, a large specific detectivity of 2.7 × 10<sup>12</sup> Jones and broadband NPC detection wavelength from 265 to 780 nm were achieved. In addition to the NPC response, the resulting devices demonstrate a volatile RS performance with a record-low electric field of 5 × 10<sup>4 </sup>V m<sup>−1</sup>. By integrating the characteristics of electric-pulse enhancement from RS and light-pulse depression from NPC, an artificial optoelectronic synapse was successfully demonstrated, and based on the simulation of artificial neural network algorithm, the recognition application of handwritten digital images was realized. These pioneer findings are anticipated to contribute significantly to the practical advancement of metal halides in the fields of in-memory technologies and artificial intelligence.</p>","PeriodicalId":18069,"journal":{"name":"Light-Science & Applications","volume":"18 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-12-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142758449","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Total Contents 总内容
复杂系统建模与仿真(英文) Pub Date : 2024-12-01 DOI: 10.23919/CSMS.2024.10821010
{"title":"Total Contents","authors":"","doi":"10.23919/CSMS.2024.10821010","DOIUrl":"https://doi.org/10.23919/CSMS.2024.10821010","url":null,"abstract":"","PeriodicalId":65786,"journal":{"name":"复杂系统建模与仿真(英文)","volume":"4 4","pages":"I-II"},"PeriodicalIF":0.0,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10821010","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142918103","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Automatic Optimization of Guidance Guardrail Layout Based on Multi-Objective Evolutionary Algorithm 基于多目标进化算法的导引护栏布局自动优化
复杂系统建模与仿真(英文) Pub Date : 2024-12-01 DOI: 10.23919/CSMS.2024.0020
Wei-Li Liu;Yixin Chen;Xiang Li;Jinghui Zhong;Rongjun Chen;Hu Jin
{"title":"Automatic Optimization of Guidance Guardrail Layout Based on Multi-Objective Evolutionary Algorithm","authors":"Wei-Li Liu;Yixin Chen;Xiang Li;Jinghui Zhong;Rongjun Chen;Hu Jin","doi":"10.23919/CSMS.2024.0020","DOIUrl":"https://doi.org/10.23919/CSMS.2024.0020","url":null,"abstract":"Guardrails commonly play a significant role in guiding pedestrians and managing crowd flow to prevent congestion in public places. However, existing methods of the guardrail layout mainly rely on manual design or mathematical models, which are not flexible or effective enough for crowd control in large public places. To address this limitation, this paper introduces a novel automated optimization framework for guidance guardrails based on a multi-objective evolutionary algorithm. The paper incorporates guidance signs into the guardrails and designs a coding-decoding scheme based on Gray code to enhance the flexibility of the guardrail layout. In addition to optimizing pedestrian passage efficiency and safety, the paper also considers the situation of pedestrian counterflow, making the guardrail layout more practical. Experimental results have demonstrated the effectiveness of the proposed method in alleviating safety hazards caused by potential congestion, as well as its significant improvements in passage efficiency and prevention of pedestrian counterflow.","PeriodicalId":65786,"journal":{"name":"复杂系统建模与仿真(英文)","volume":"4 4","pages":"353-367"},"PeriodicalIF":0.0,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10820945","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142918104","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Reinforcement Learning-Driven Intelligent Truck Dispatching Algorithms for Freeway Logistics 高速公路物流强化学习驱动的智能货车调度算法
复杂系统建模与仿真(英文) Pub Date : 2024-12-01 DOI: 10.23919/CSMS.2024.0016
Xiao Jing;Xin Pei;Pengpeng Xu;Yun Yue;Chunyang Han
{"title":"Reinforcement Learning-Driven Intelligent Truck Dispatching Algorithms for Freeway Logistics","authors":"Xiao Jing;Xin Pei;Pengpeng Xu;Yun Yue;Chunyang Han","doi":"10.23919/CSMS.2024.0016","DOIUrl":"https://doi.org/10.23919/CSMS.2024.0016","url":null,"abstract":"Freeway logistics plays a pivotal role in economic development. Although the rapid development in big data and artificial intelligence motivates long-haul freeway logistics towards informatization and intellectualization, the transportation of bulk commodities still faces serious challenges arisen from dispersed freight demands and the lack of co-ordination among different operators. The present study thereby proposed intelligent algorithms for truck dispatching for freeway logistics. Specifically, our contributions include the establishment of mathematical models for full-truckload (FTL) and less-than-truckload (LTL) transportation modes, respectively, and the introduction of reinforcement learning with deep Q-networks tailored for each transportation mode to improve the decision-making in order acceptance and truck repositioning. Simulation experiments based on the real-world freeway logistics data collected in Guiyang, China show that our algorithms improved operational profitability substantially with a 76% and 30% revenue increase for FTL and LTL modes, respectively, compared with single-stage optimization. These results demonstrate the potential of reinforcement learning in revolutionizing freeway logistics and should lay a foundation for future research in intelligent logistics systems.","PeriodicalId":65786,"journal":{"name":"复杂系统建模与仿真(英文)","volume":"4 4","pages":"368-386"},"PeriodicalIF":0.0,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10820940","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142918106","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Graph Pointer Network Based Hierarchical Curriculum Reinforcement Learning Method Solving Shuttle Tankers Scheduling Problem 基于图指针网络的分层课程强化学习方法求解穿梭油轮调度问题
复杂系统建模与仿真(英文) Pub Date : 2024-12-01 DOI: 10.23919/CSMS.2024.0017
Xiaoyong Gao;Yixu Yang;Diao Peng;Shanghe Li;Chaodong Tan;Feifei Li;Tao Chen
{"title":"Graph Pointer Network Based Hierarchical Curriculum Reinforcement Learning Method Solving Shuttle Tankers Scheduling Problem","authors":"Xiaoyong Gao;Yixu Yang;Diao Peng;Shanghe Li;Chaodong Tan;Feifei Li;Tao Chen","doi":"10.23919/CSMS.2024.0017","DOIUrl":"https://doi.org/10.23919/CSMS.2024.0017","url":null,"abstract":"Shuttle tankers scheduling is an important task in offshore oil and gas transportation process, which involves operating time window fulfillment, optimal transportation planning, and proper inventory management. However, conventional approaches like Mixed Integer Linear Programming (MILP) or meta heuristic algorithms often fail in long running time. In this paper, a Graph Pointer Network (GPN) based Hierarchical Curriculum Reinforcement Learning (HCRL) method is proposed to solve Shuttle Tankers Scheduling Problem (STSP). The model is trained to divide STSP into voyage and operation stages and generate routing and inventory management decisions sequentially. An asynchronous training strategy is developed to address the coupling between stages. Comparison experiments demonstrate that the proposed HCRL method achieves 12% shorter tour lengths on average compared to heuristic algorithms. Additional experiments validate its generalizability to unseen instances and scalability to larger instances.","PeriodicalId":65786,"journal":{"name":"复杂系统建模与仿真(英文)","volume":"4 4","pages":"339-352"},"PeriodicalIF":0.0,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10820942","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142918239","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Q-Learning Based Meta-Heuristics for Scheduling Bi-Objective Surgery Problems with Setup Time 基于q学习的双目标手术问题调度元启发式算法
复杂系统建模与仿真(英文) Pub Date : 2024-12-01 DOI: 10.23919/CSMS.2024.0021
Ruixue Zhang;Hui Yu;Adam Slowik;Kaizhou Gao
{"title":"Q-Learning Based Meta-Heuristics for Scheduling Bi-Objective Surgery Problems with Setup Time","authors":"Ruixue Zhang;Hui Yu;Adam Slowik;Kaizhou Gao","doi":"10.23919/CSMS.2024.0021","DOIUrl":"https://doi.org/10.23919/CSMS.2024.0021","url":null,"abstract":"Since the increasing demand for surgeries in hospitals, the surgery scheduling problems have attracted extensive attention. This study focuses on solving a surgery scheduling problem with setup time. First, a mathematical model is created to minimize the maximum completion time (makespan) of all surgeries and patient waiting time, simultaneously. The time by the fatigue effect is included in the surgery time, which is caused by doctors' long working time. Second, four mate-heuristics are optimized to address the relevant problems. Three novel strategies are designed to improve the quality of the initial solutions. To improve the convergence of the algorithms, seven local search operators are proposed based on the characteristics of the surgery scheduling problems. Third, Q-learning is used to dynamically choose the optimal local search operator for the current state in each iteration. Finally, by comparing the experimental results of 30 instances, the Q-learning based local search strategy's effectiveness is verified. Among all the compared algorithms, the improved artificial bee colony (ABC) with Q-learning based local search has the best competitiveness.","PeriodicalId":65786,"journal":{"name":"复杂系统建模与仿真(英文)","volume":"4 4","pages":"321-338"},"PeriodicalIF":0.0,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10820941","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142918240","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Advance in Significant Wave Height Prediction: A Comprehensive Survey 显著波高预测的综合研究进展
复杂系统建模与仿真(英文) Pub Date : 2024-12-01 DOI: 10.23919/CSMS.2024.0019
Jinyuan Mo;Xianghan Wang;Shengjun Huang;Rui Wang
{"title":"Advance in Significant Wave Height Prediction: A Comprehensive Survey","authors":"Jinyuan Mo;Xianghan Wang;Shengjun Huang;Rui Wang","doi":"10.23919/CSMS.2024.0019","DOIUrl":"https://doi.org/10.23919/CSMS.2024.0019","url":null,"abstract":"The significant wave height prediction holds critical value for marine energy development, coastal infrastructure planning, and ensuring safety in maritime operations. The precision of such predictions carries substantial theoretical and practical weight. This survey delivers an exhaustive evaluation and integration of the latest studies and advances in the domain of significant wave height prediction, serving as a methodical guidepost for academicians. The study introduces an all-encompassing predictive framework for significant wave height, which not only integrates diverse established forecasting techniques but also paves the way for novel research trajectories and creative breakthroughs. The framework is structured into four principal layers, i.e., feature selection, basic prediction, data decomposition, and parameter optimization. The ensuing sections meticulously dissect the methodologies within these strata, elucidating their core concepts, distinctive features, merits, and constraints, and their applicability to significant wave height prediction. To wrap up, the study delves into fresh research inquiries and avenues pertinent to the discipline, thereby broadening the comprehension of significant wave height prediction. In essence, this scholarly article imparts critical knowledge beneficial to the realm of marine technology.","PeriodicalId":65786,"journal":{"name":"复杂系统建模与仿真(英文)","volume":"4 4","pages":"402-439"},"PeriodicalIF":0.0,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10820943","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142918107","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","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 Review of Integrated Optimization Method of Batch Planning and Scheduling for Steelmaking-Continuous Casting-Hot Rolling Production Under Uncertain Environment Based on Lagrangian Relaxation Framework 基于拉格朗日松弛框架的不确定环境下炼钢-连铸-热轧批量计划调度集成优化方法综述
复杂系统建模与仿真(英文) Pub Date : 2024-12-01 DOI: 10.23919/CSMS.2024.0018
Liangliang Sun;Xirang Hao;Yunpeng Li;Jinghan Xue;Natalia M. Matsveichuk;Yuri N. Sotskov;Qichun Zhang
{"title":"A Review of Integrated Optimization Method of Batch Planning and Scheduling for Steelmaking-Continuous Casting-Hot Rolling Production Under Uncertain Environment Based on Lagrangian Relaxation Framework","authors":"Liangliang Sun;Xirang Hao;Yunpeng Li;Jinghan Xue;Natalia M. Matsveichuk;Yuri N. Sotskov;Qichun Zhang","doi":"10.23919/CSMS.2024.0018","DOIUrl":"https://doi.org/10.23919/CSMS.2024.0018","url":null,"abstract":"The integrated process of steelmaking, continuous casting, and hot rolling (SM-CC-HR) covers the entire process from refining liquid steel to manufacturing semi-finished steel products. Its batch planning and scheduling are connected to the production contract plan at the upper level and the production process control at the lower level, which is the key to achieving efficient and full process steel manufacturing. Batch planning determines the location of the slabs to be produced in the converter, ladle, continuous casting machine, and hot rolling mill by combining production orders, process standards, and production conditions. Production scheduling, guided by batch planning, combines production performance indicators, process constraints, etc., to determine the equipment selection and start-stop times of specific production units at each process. The synergy of the two aims to optimize production profitability, energy consumption, efficiency, etc., through rational decisions, ensuring the efficiency and flexibility of the steel production process. However, due to the traditional “divide and conquer” management mode and the influence of many uncertain factors, it is difficult to ensure the flexible balance between the demand and capacity, as well as a reasonable matching of logistics and resources among the production processes that operate independently. Considering the uncertain environment and the integration of SM-CC-HR, this paper summarizes the research status of previous scholars from three aspects: mathematical modeling, model optimization, and algorithm optimization based on the Lagrangian framework. It discusses the research status of batch planning and scheduling methods for SM-CC-HR production based on the Lagrangian relaxation framework, analyzes the problems existing in current research, and points out the main research directions and important research contents in the future, in order to promote the research and application of batch planning and scheduling problems for SM-CC-HR under uncertain environments.","PeriodicalId":65786,"journal":{"name":"复杂系统建模与仿真(英文)","volume":"4 4","pages":"387-401"},"PeriodicalIF":0.0,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10820944","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142918105","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","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 multiband NIR upconversion core-shell design for enhanced light harvesting of silicon solar cells 用于增强硅太阳能电池采光的多波段近红外上转换核壳设计
Light-Science & Applications Pub Date : 2024-11-25 DOI: 10.1038/s41377-024-01661-5
Yue Wang, Wen Xu, Haichun Liu, Yuhan Jing, Donglei Zhou, Yanan Ji, Jerker Widengren, Xue Bai, Hongwei Song
{"title":"A multiband NIR upconversion core-shell design for enhanced light harvesting of silicon solar cells","authors":"Yue Wang, Wen Xu, Haichun Liu, Yuhan Jing, Donglei Zhou, Yanan Ji, Jerker Widengren, Xue Bai, Hongwei Song","doi":"10.1038/s41377-024-01661-5","DOIUrl":"https://doi.org/10.1038/s41377-024-01661-5","url":null,"abstract":"<p>Exploring lanthanide light upconversion (UC) has emerged as a promising strategy to enhance the near-infrared (NIR) responsive region of silicon solar cells (SSCs). However, its practical application under normal sunlight conditions has been hindered by the narrow NIR excitation bandwidth and the low UC efficiency of conventional materials. Here, we report the design of an efficient multiband UC system based on Ln<sup>3+</sup>/Yb<sup>3+</sup>-doped core-shell upconversion nanoparticles (Ln/Yb-UCNPs, Ln<sup>3+ </sup>= Ho<sup>3+</sup>, Er<sup>3+</sup>, Tm<sup>3+</sup>). In our design, Ln<sup>3+</sup> ions are incorporated into distinct layers of Ln/Yb-UCNPs to function as near-infrared (NIR) absorbers across different spectral ranges. This design achieves broad multiband absorption withtin the 1100 to 2200 nm range, with an aggregated bandwidth of ~500 nm. We have identified a synthetic electron pumping (SEP) effect involving Yb<sup>3+</sup> ions, facilitated by the synergistic interplay of energy transfer and cross-relaxation between Yb<sup>3+</sup> and other ions Ln<sup>3+</sup> (Ho<sup>3+</sup>, Er<sup>3+</sup>, Tm<sup>3+</sup>). This SEP effect enhances the UC efficiency of the nanomaterials by effectively transferring electrons from the low-excited states of Ln<sup>3+</sup> to the excited state of Yb<sup>3+</sup>, resulting in intense Yb<sup>3+</sup> luminescence at ~980 nm within the optimal response region for SSCs, thus markedly improving their overall performance. The SSCs integrated with Ln/Yb-UCNPs with multiband excitation demonstrate the largest reported NIR response range up to 2200 nm, while enabling the highest improvement in absolute photovoltaic efficiency reported, with an increase of 0.87% (resulting in a total efficiency of 19.37%) under standard AM 1.5 G irradiation. Our work tackles the bottlenecks in UCNP-coupled SSCs and introduces a viable approach to extend the NIR response of SSCs.</p>","PeriodicalId":18069,"journal":{"name":"Light-Science & Applications","volume":"7 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-11-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142696880","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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