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Design and implementation of dual-mode configurable memory architecture for CNN accelerator
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作者 山蕊 LI Xiaoshuo +1 位作者 GAO Xu HUO Ziqing 《High Technology Letters》 EI CAS 2024年第2期211-220,共10页
With the rapid development of deep learning algorithms,the computational complexity and functional diversity are increasing rapidly.However,the gap between high computational density and insufficient memory bandwidth ... With the rapid development of deep learning algorithms,the computational complexity and functional diversity are increasing rapidly.However,the gap between high computational density and insufficient memory bandwidth under the traditional von Neumann architecture is getting worse.Analyzing the algorithmic characteristics of convolutional neural network(CNN),it is found that the access characteristics of convolution(CONV)and fully connected(FC)operations are very different.Based on this feature,a dual-mode reronfigurable distributed memory architecture for CNN accelerator is designed.It can be configured in Bank mode or first input first output(FIFO)mode to accommodate the access needs of different operations.At the same time,a programmable memory control unit is designed,which can effectively control the dual-mode configurable distributed memory architecture by using customized special accessing instructions and reduce the data accessing delay.The proposed architecture is verified and tested by parallel implementation of some CNN algorithms.The experimental results show that the peak bandwidth can reach 13.44 GB·s^(-1)at an operating frequency of 120 MHz.This work can achieve 1.40,1.12,2.80 and 4.70 times the peak bandwidth compared with the existing work. 展开更多
关键词 distributed memory structure neural network accelerator reconfigurable arrayprocessor configurable memory structure
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Formation Mechanism of Curved Martensite Structures in Cu-based Shape Memory Alloys 被引量:2
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作者 Yujun BAI, Qiquan SHI,Guili GENG, Dongsheng SUN and Xiufang BIAN (Institute of Materials Engineering, Shandong University of Technology, Jinan 250061, China) 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 2000年第1期79-81,共3页
The curved martensite structures have been observed in CuZnAI-based shape memory alloys by both transmission electron microscope and optical microscope. It was found that the curved martensite structures observed in a... The curved martensite structures have been observed in CuZnAI-based shape memory alloys by both transmission electron microscope and optical microscope. It was found that the curved martensite structures observed in as-solution treated, as-aged and as-trained alloys usually occurred around dislocation tangles or precipitate, at the plate boundary or grain boundary, and when the growing plates collided with each other or alternate mutually. 展开更多
关键词 Formation Mechanism of Curved Martensite structures in Cu-based Shape memory Alloys CU
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Memory Behaviors Based on ITO/Graphene Oxide/Al Structure
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作者 仪明东 郭佳林 +4 位作者 胡波 夏先海 范曲立 解令海 黄维 《Chinese Physics Letters》 SCIE CAS CSCD 2015年第7期138-141,共4页
We investigate the memory properties of the ITO/graphene oxide/Al diodes. It is found that the devices show different memory behaviors with the diverse geometry and thickness of Al. When the thickness of the Al electr... We investigate the memory properties of the ITO/graphene oxide/Al diodes. It is found that the devices show different memory behaviors with the diverse geometry and thickness of Al. When the thickness of the Al electrode is relatively thick, the device of the cross-point Al electrode shows a three-level memory effect, and the counterpart device of the cross-bar Al electrode exhibits a volatile static random access memory effect. When the thickness of the AI electrode is thinner, the above devices demonstrate a flash memory effect. The different memory behaviors of ITO/GO/AI diodes are ascribed to the mode and degree of reduction and oxidation of GO. 展开更多
关键词 GO memory Behaviors Based on ITO/Graphene Oxide/Al structure ITO AL
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STRUCTURAL HEALTH MONITORING IN COMPOSITE MATERIALS USING EMBEDDED SHAPE MEMORY ALLOY(SMA) WIRE SENSORS
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作者 QIU Zixue YAO Xingtian COSTAS Soutis 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2006年第3期446-450,共5页
Shape memory alloy (SMA) materials possess completely superelasticity or pseudoelasticity above the austenite finish temperature and many unique mechanical, thermal, thermal-mechanical and electrical properties comp... Shape memory alloy (SMA) materials possess completely superelasticity or pseudoelasticity above the austenite finish temperature and many unique mechanical, thermal, thermal-mechanical and electrical properties compared with other conventional materials. Many studies have reported that the superelastic and hysteresis properties of the SMA materials can absorb energies coming from external excitations or sudden impacts. In addition, due to the special electrical properties of NiTi superelastic wires, they can also be used as strain-sensing element to monitor structural health conditions. Composite laminated specimens embedded with SMA wire sensors are fabricated and detailed testing system is designed such as multi-parameters measuring for impact and weak signal processing for SMA sensor. Low velocity impact test shows that SMA wire sensors embedded in fiber-reinforced plastic (FRP) laminate can be well used to monitor impact responses, such as the location of impact damage, impact degree, and strain distribution. Experimental results and theoretical predictions reveal almost the same. Comparing with other method, a simple, economic and reliable technique method monitoring important engineering structures on line is provided. 展开更多
关键词 Shape memory alloy(SMA) Structural health monitoring Sensor
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Nonlinear Finite Element Method Considering Martensite Plasticity for Shape Memory Alloy Structure
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作者 ZHOU Bo KANG Zetian +1 位作者 WANG Zhiyong XUE Shifeng 《Journal of Shanghai Jiaotong university(Science)》 EI 2021年第6期774-785,共12页
This work presents a nonlinear finite element method to simulate the macroscopic mechanical responses and the effects of martensite plasticity in a shape memory alloy(SMA)structure.A linear relationship formulation is... This work presents a nonlinear finite element method to simulate the macroscopic mechanical responses and the effects of martensite plasticity in a shape memory alloy(SMA)structure.A linear relationship formulation is adopted to express the influence of martensite plasticity on the inverse martensitic phase transition of SMA material.Incorporating with a trigonometric-type phase transition evolution law and an exponential-type plastic flow evolution law,an incremental mechanical model with two internal variables is supposed based on the macroscopic experimental phenomena.A nonlinear finite element equation is formulated and solved by the principle of virtual displacement and Newton-Raphson method respectively.By employing the proposed nonlinear finite element method,the uniform tensile bar and three-point bending beam are simulated and analyzed.Results illustrate that the presented nonlinear finite element method is suitable to act as an effective computational tool for the wide applications based on the SMA material considering the effects of martensite plasticity because all material constants related to the method can be obtained from macroscopic experiments. 展开更多
关键词 shape memory alloy(SMA)structure martensite plasticity incremental mechanical model nonlinear finite element method
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Development of Mg-Al LDH and LDO as novel protective materials for deacidification of paper-based relics
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作者 Sinong Wang Shanshan Jin +4 位作者 Xue Yang Yanyan Huang Peng Liu Yi Tang Yuliang Yang 《Chinese Chemical Letters》 SCIE CAS CSCD 2024年第9期475-480,共6页
Acidification of paper-based relics is a common problem,leading to their degradation and eventual loss.Paper deacidification is highly dependent on a limited variety of alkaline materials,and the development of new ma... Acidification of paper-based relics is a common problem,leading to their degradation and eventual loss.Paper deacidification is highly dependent on a limited variety of alkaline materials,and the development of new materials that are safe,efficient and easy-to-prepare is highly demanded to ensure a high level of safety and effective protection of paper-based relic.This study proposes the introduction of layered double hydroxide(LDH)and its calcined product,mixed metal oxide(layered double oxide(LDO)),as innovative protective materials for the deacidification of paper with varying levels of acidity.The results demonstrate that treatment with Mg-Al LDH/LDO can effectively modify the p H of acidic paper(e.g.,pH~4.0–6.4)to a neutral or weakly basic state,maintaining this desirable p H range even under long-term accelerated aging condition.Remarkably,LDH proves to be well-suited for the protection of slightly acidified paper(e.g.,pH>5.5),while LDO serves as an especially option for the deacidification of severely acidified paper(e.g.,pH≤5.5).During aqueous deacidification,due to the memory effect of the LDH-based materials,LDO is converted to rehydrated LDH,which creates a mild and appropriate alkaline retention in the paper,avoiding damage caused by strong alkalinity such as cellulose degradation and pigment fading during subsequent long-term natural preservation of the paper.Furthermore,Mg-Al LDH/LDO materials also exhibit flame-retardant and bacteriostatic properties.This opens up opportunities for the safe,efficient and multifunctional protection of acidified paper-based relics. 展开更多
关键词 Layered double hydroxide Layered double oxide Structural memory effect Paper protection DEACIDIFICATION
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A Unified Buffering Management with Set Divisible Cache for PCM Main Memory
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作者 Mei-Ying Bian Su-Kyung Yoon Jeong-Geun Kim Sangjae Nam Shin-Dug Kim 《Journal of Computer Science & Technology》 SCIE EI CSCD 2016年第1期137-146,共10页
This research proposes a phase-change memory (PCM) based main memory system with an effective combi- nation of a superblock-based adaptive buffering structure and its associated set divisible last-level cache (LLC... This research proposes a phase-change memory (PCM) based main memory system with an effective combi- nation of a superblock-based adaptive buffering structure and its associated set divisible last-level cache (LLC). To achieve high performance similar to that of dynamic random-access memory (DRAM) based main memory, the superblock-based adaptive buffer (SABU) is comprised of dual DRAM buffers, i.e., an aggressive superblock-based pre-fetching buffer (SBPB) and an adaptive sub-block reusing buffer (SBRB), and a set divisible LLC based on a cache space optimization scheme. According to our experiment, the longer PCM access latency can typically be hidden using our proposed SABU, which can significantly reduce the number of writes over the PCM main memory by 26.44%. The SABU approach can reduce PCM access latency up to 0.43 times, compared with conventional DRAM main memory. Meanwhile, the average memory energy consumption can be reduced by 19.7%. 展开更多
关键词 memory hierarchy memory structure cache memory buffer management
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A fuzzy PID-controlled SMA actuator for a two-DOF joint 被引量:11
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作者 Shi Zhenyun Wang Tianmiao +2 位作者 Liu Da Ma Chen Yuan Xiangnan 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2014年第2期453-460,共8页
Shape memory alloy (SMA) actuator is a potential advanced component for servo- systems of aerospace vehicles and aircraft. This paper presents a joint with two degrees of freedom (DOF) and a mobility range close t... Shape memory alloy (SMA) actuator is a potential advanced component for servo- systems of aerospace vehicles and aircraft. This paper presents a joint with two degrees of freedom (DOF) and a mobility range close to ±60° when driven by SMA triple wires. The fuzzy proportional-integral-derivative (PID)-controlled actuator drive was designed using antagonistic SMA triple wires, and the resistance feedback signal made a closed loop. Experiments showed that, with the driving responding frequency increasing, the overstress became harder to be avoided at the position under the maximum friction force. Furthermore, the hysteresis gap between the heating and cooling paths of the strain-to-resistance curve expanded under this condition. A fuzzy logic control was considered as a solution, and the curves of the wires were then modeled by fitting polynomials so that the measured resistance was used directly to determine the control signal. Accurate control was demonstrated through the step response, and the experimental results showed that under the fuzzy PID-control program, the mean absolute error (MAE) of the rotation angle was about 3.147°. In addition, the investigation of the external interference to the system proved the controllable maximum output. 展开更多
关键词 Fuzzy PID control Mechanical Joint SELF-SENSING Shape memory alloySmart structure
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4D Printing:History and Recent Progress 被引量:12
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作者 Jing-Jun Wu Li-Mei Huang +1 位作者 Qian Zhao Tao Xie 《Chinese Journal of Polymer Science》 SCIE CAS CSCD 2018年第5期563-575,共13页
4D printing has attracted great interest since the concept was introduced in 2012. The past 5 years have witnessed rapid advances in both 4D printing processes and materials. Unlike 3D printing, 4D printing allows the... 4D printing has attracted great interest since the concept was introduced in 2012. The past 5 years have witnessed rapid advances in both 4D printing processes and materials. Unlike 3D printing, 4D printing allows the printed part to change its shape and function with time in response to change in external conditions such as temperature, light, electricity, and water. In this review, we first overview the history of 4D printing and discuss its definition. We then summarize recent technological advances in 4D printing with focuses on methods, materials, and their intrinsic links. Finally, we discuss potential applications and offer perspectives for this exciting new field. 展开更多
关键词 4D printing Shape memory polymer Hydrogel Multi-material structure Single-material structure
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Can multi-modal neuroimaging evidence from hippocampus provide biomarkers for the progression of amnestic mild cognitive impairment? 被引量:4
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作者 Jiu Chen Zhijun Zhang Shijiang Li 《Neuroscience Bulletin》 SCIE CAS CSCD 2015年第1期128-140,共13页
Impaired structure and function of the hippocampus is a valuable predictor of progression from amnestic mild cognitive impairment(a MCI) to Alzheimer's disease(AD). As a part of the medial temporal lobe memory sy... Impaired structure and function of the hippocampus is a valuable predictor of progression from amnestic mild cognitive impairment(a MCI) to Alzheimer's disease(AD). As a part of the medial temporal lobe memory system,the hippocampus is one of the brain regions affected earliest by AD neuropathology,and shows progressive degeneration as a MCI progresses to AD. Currently,no validated biomarkers can precisely predict the conversion from a MCI to AD. Therefore,there is a great need of sensitive tools for the early detection of AD progression. In this review,we summarize the specifi c structural and functional changes in the hippocampus from recent a MCI studies using neurophysiological and neuroimaging data. We suggest that a combination of advanced multi-modal neuroimaging measures in discovering biomarkers will provide more precise and sensitive measures of hippocampal changes than using only one of them. These will potentially affect early diagnosis and disease-modifying treatments. We propose a new sequential and progressive framework in which the impairment spreads from the integrity of fibers to volume and then to function in hippocampal subregions. Meanwhile,this is likely to be accompanied by progressive impairment of behavioral and neuropsychological performance in the progression of a MCI to AD. 展开更多
关键词 Alzheimer's disease amnestic mild cognitive impairment hippocampus episodic memory functional magnetic resonance imaging structural magnetic resonance imaging diffusion tensor imaging multi-modal MRI biomarker
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