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π-π2max:Bridging molecular characteristics to crystal packing in nitro-containing two-dimensional energetic materials
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作者 Xiaokai He Chao Chen +4 位作者 Zhixiang Zhang Linyuan Wen Yiding Ma Yilin Cao Yingzhe Liu 《Defence Technology(防务技术)》 2025年第7期192-202,共11页
Two-dimensional energetic materials(2DEMs),characterized by their exceptional interlayer sliding properties,are recognized as exemplar of low-sensitivity energetic materials.However,the diversity of available 2DEMs is... Two-dimensional energetic materials(2DEMs),characterized by their exceptional interlayer sliding properties,are recognized as exemplar of low-sensitivity energetic materials.However,the diversity of available 2DEMs is severely constrained by the absence of efficient methods for rapidly predicting crystal packing modes from molecular structures,impeding the high-throughput rational design of such materials.In this study,we employed quantified indicators,such as hydrogen bond dimension and maximum planar separation,to quickly screen 172DEM and 16 non-2DEM crystal structures from a crystal database.They were subsequently compared and analyzed,focusing on hydrogen bond donor-acceptor combinations,skeleton features,and intermolecular interactions.Our findings suggest that theπ-πpacking interaction energy is a key determinant in the formation of layered packing modes by planar energetic molecules,with its magnitude primarily influenced by the strongest dimericπ-πinteraction(π-π2max).Consequently,we have delineated a critical threshold forπ-π2max to discern layered packing modes and formulated a theoretical model for predictingπ-π2max,grounded in molecular electrostatic potential and dipole moment analysis.The predictive efficacy of this model was substantiated through external validation on a test set comprising 31 planar energetic molecular crystals,achieving an accuracy of 84%and a recall of 75%.Furthermore,the proposed model shows superior classification predictive performance compared to typical machine learning methods,such as random forest,on the external validation samples.This contribution introduces a novel methodology for the identification of crystal packing modes in 2DEMs,potentially accelerating the design and synthesis of high-energy,low-sensitivity 2DEMs. 展开更多
关键词 Two-dimensionalenergeticmaterials Maximum planar separation Hydrogen bond dimension Hydrogen bond donor-acceptor π-πinteraction energy prediction Crystal packing modes identification
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Numerical study on three-dimensional flow field of continuously rotating detonation in a toroidal chamber 被引量:4
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作者 Xu-Dong Zhang Bao-Chun Fan +2 位作者 Ming-Yue Gui Zhen-Hua Pan Gang Dong 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2012年第1期66-72,共7页
Gaseous detonation propagating in a toroidal chamber was numerically studied for hydrogen/oxygen/nitrogen mixtures. The numerical method used is based on the three-dimensional Euler equations with detailed finiterate ... Gaseous detonation propagating in a toroidal chamber was numerically studied for hydrogen/oxygen/nitrogen mixtures. The numerical method used is based on the three-dimensional Euler equations with detailed finiterate chemistry. The results show that the calculated streak picture is in qualitative agreement with the picture recorded by a high speed streak camera from published literature. The three-dimensional flow field induced by a continuously rotating detonation was visualized and distinctive features of the rotating detonations were clearly depicted. Owing to the unconfined character of detonation wavelet, a deficit of detonation parameters was observed. Due to the effects of wall geometries, the strength of the outside detonation front is stronger than that of the inside portion. The detonation thus propagates with a constant circular velocity. Numerical simulation also shows three-dimensional rotating detonation structures, which display specific feature of the detonation- shock combined wave. Discrete burning gas pockets are formed due to instability of the discontinuity. It is believed that the present study could give an insight into the interest- ing properties of the continuously rotating detonation, and is thus beneficial to the design of continuous detonation propulsion systems. 展开更多
关键词 Continuously rotating detonation - Three- dimensional flow field structure - Numerical study Detonation parameters deficit ~ Effects of wall geometries
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Maximum two-dimensional (u×v,4,1,3)-OOCs 被引量:2
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作者 HUANG Yue-mei CHANG Yan-xun 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 2013年第3期279-289,共11页
Let Ф(u ×v, k, Aa, Ac) be the largest possible number of codewords among all two- dimensional (u ×v, k, λa, λc) optical orthogonal codes. A 2-D (u× v, k, λa, λ)-OOC with Ф(u× v, k, λ... Let Ф(u ×v, k, Aa, Ac) be the largest possible number of codewords among all two- dimensional (u ×v, k, λa, λc) optical orthogonal codes. A 2-D (u× v, k, λa, λ)-OOC with Ф(u× v, k, λa, λc) codewords is said to be maximum. In this paper, the number of codewords of a maximum 2-D (u × v, 4, 1, 3)-OOC has been determined. 展开更多
关键词 MAXIMUM two-dimensional optical orthogonal code orbit.
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Infinite Three-Dimensional Coordination Polymers: Synthesis and Structures of [Cd (4,4'-bpy)_2 (H_2O)_2]_n (pic)_(2n),[Zn (4,4'-bpy)_2 (H_2O)_2]_n(pic)_(2n) (H_2O)_(2n), and [Zn (4,4'-bpy)_2 (H_2O)_2]_n (4,4'-bpy)_n(H_2O)_n (pic)_(2n) 被引量:1
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作者 Fu Pei LIANG~1 Zi Lu CHEN~1 +2 位作者 Rui Xiang HU~1 Hong LIANG~1 Zhao Hui ZHOU~2 (1 Department of Chemistry. Guangxi Normal University: Guilin 541004 2 Department of Chemistry. Xiamen University. Xiamen 361005) 《Chinese Chemical Letters》 SCIE CAS CSCD 2000年第4期369-372,共4页
Three Complexes of the formula [Cd (4,4'-bpy)_2 (H_2O)_2]_n. (pic)_(2n) (1) [Zn (4,4'-bpy)_2 (H_2O)]_n (4,4'-bpy)_n(H_2O)_n (pic)-(2n) (2) and [Zn (4,4'-bpy)_2 (H_2O)]_n (4,4'-bpy)_n (pic)-(2n)(H_... Three Complexes of the formula [Cd (4,4'-bpy)_2 (H_2O)_2]_n. (pic)_(2n) (1) [Zn (4,4'-bpy)_2 (H_2O)]_n (4,4'-bpy)_n(H_2O)_n (pic)-(2n) (2) and [Zn (4,4'-bpy)_2 (H_2O)]_n (4,4'-bpy)_n (pic)-(2n)(H_2O)_n (3) (4.4'-bpy = 4.4'-bipyridine. pic = picric anion ) have been synthesized and characterized by elemental analysis and single-crystal x-ray diffraction. They all have infinite three-dimensional network structure. crystallizing in the monoclinic space group C2/c (1) and Cc (2.3). 展开更多
关键词 Clathration. 4. 4' - bipyridine. picric anion. three - dimensional network.
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A three-dimensional model for the transportation of Fe and Mn in Arha Reservoir
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作者 Xiao-hong, C. Brimicombe, A.J. 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 2000年第2期36-46,共11页
Coupling with a three dimensional (3D) hydrodynamic model and a suspended solids model, a 3D model for the transport of Fe and Mn in Arha Reservoir, China, was developed. The 3D velocity fields for the flood season a... Coupling with a three dimensional (3D) hydrodynamic model and a suspended solids model, a 3D model for the transport of Fe and Mn in Arha Reservoir, China, was developed. The 3D velocity fields for the flood season are computed to drive the 3D model of Fe and Mn in which the processes of advection, diffusion, redox, sorption, desorption, deposition, and re suspension are included. The model has been calibrated by matching observed fluid, suspended solids, and total concentrations of Fe and Mn in the water column and in the sediment, successively. The model simulated both horizontal and vertical gradients of Fe and Mn in Arha Reservoir. It was found that Fe and especially Mn stratify in accordance with the stratification of DO during summer. The redox cycles across the water sediment interface has a principal role in the rise of Fe and Mn concentrations in the overlying water. It was also found that Fe and Mn loadings from the tributaries have a carryover effect on the water quality through a secondary contamination in the reservoir. 展开更多
关键词 three dimensional model FE MN transport flow field Arha Reservoir CLC number: X1 Document code: A
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Three dimensional particles identification and shape parameters research on coarse aggregates of asphalt mixture using X-ray CT images
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作者 段跃华 张肖宁 +1 位作者 张顺先 苑苗苗 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2011年第5期103-107,共5页
In this paper a series of digital image processing methods were adopted for getting separated coarse aggregates from asphalt mixture specimen using high-resolution X-ray Computed Tomography (CT) images.The existing th... In this paper a series of digital image processing methods were adopted for getting separated coarse aggregates from asphalt mixture specimen using high-resolution X-ray Computed Tomography (CT) images.The existing three dimensional (3D) particles matching methods based on two dimensional (2D) continuous cross-sections were analyzed and a new 'overlap area method' was presented.After the 3D particles were extracted one by one successfully,the basic parameters of each aggregate:perimeter,area,surface area,and volume were calculated by chain code method.Finally,the 3D mass center coordinates and the sphericity index were introduced. 展开更多
关键词 asphalt mixture X-ray CT three dimensional matching chain code SPHERICITY
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Multi-dimensional blind separation method for STBC systems 被引量:3
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作者 Minggang Luo Liping Li +1 位作者 Guobing Qian Huaguo Zhang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2013年第6期912-918,共7页
Intercepted signal blind separation is a research topic with high importance for both military and civilian communication systems. A blind separation method for space-time block code (STBC) systems is proposed by us... Intercepted signal blind separation is a research topic with high importance for both military and civilian communication systems. A blind separation method for space-time block code (STBC) systems is proposed by using the ordinary independent component analysis (ICA). This method cannot work when specific complex modulations are employed since the assumption of mutual independence cannot be satisfied. The analysis shows that source signals, which are group-wise independent and use multi-dimensional ICA (MICA) instead of ordinary ICA, can be applied in this case. Utilizing the block-diagonal structure of the cumulant matrices, the JADE algorithm is generalized to the multidimensional case to separate the received data into mutually independent groups. Compared with ordinary ICA algorithms, the proposed method does not introduce additional ambiguities. Simulations show that the proposed method overcomes the drawback and achieves a better performance without utilizing coding information than channel estimation based algorithms. 展开更多
关键词 multiple input multiple output (MIMO) space-time block code (STBC) multi-dimensional independent component analysis (MICA) blind separation
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LOW-DIMENSIONAL STRUCTURES:SP ARSE CODING FOR NEURONAL ACTIVITY
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作者 YUNHUA XU WENWEN BAI XIN TIAN 《Journal of Innovative Optical Health Sciences》 SCIE EI CAS 2013年第1期44-52,共9页
Neuronal ensemble activity codes working memory.In this work,we developed a neuronal ensemble sparse coding method,which can effectively reduce the dimension of the neuronal activity and express neural coding.Multicha... Neuronal ensemble activity codes working memory.In this work,we developed a neuronal ensemble sparse coding method,which can effectively reduce the dimension of the neuronal activity and express neural coding.Multichannel spike trains were recorded in rat prefrontal cortex during a work memory task in Y-maze.As discretesignals,spikes were transferred into cont inuous signals by estinating entropy.Then the normalized continuous signals were decomposed via non-negative sparse met hod.The non-negative components were extracted to reconstruct a low-dimensional ensemble,while none of the feature components were missed.The results showed that,for well-trained rats,neuronal ensemble activities in the prefrontal cortex changed dynamically during the.working memory task.And the neuronal ensemble is more explicit via using non-negative sparse coding.Our results indicate that the neuronal ensemblesparse coding method can effectively reduce the dimnension of neuronal activity and it is a useful tool to express neural coding. 展开更多
关键词 Low dimensional structures sparse coding neuronal ensemble activity working memory RAT
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3-Dimensional Body Measurement Technology
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作者 周旭东 李艳梅 《Journal of Donghua University(English Edition)》 EI CAS 2002年第4期138-140,共3页
3 - dimensional body measurement technology, the basis of developing high technology in industry, accelerates digital development of aplparel industry. This paper briefly introduces the history of 3 - dimensional body... 3 - dimensional body measurement technology, the basis of developing high technology in industry, accelerates digital development of aplparel industry. This paper briefly introduces the history of 3 - dimensional body measurement technology, and recounts the principle and primary structure of some types of 3 - dimensional automatic body measurement system. With this understanding, it discusses prospect of 3- dimensional CAD and virtual technology used in apparel industry. 展开更多
关键词 3 - dimensional BODY measurement technology digital apparel industry quick response virtual fitting apparel NAD
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Multi-dimensional ambiguity function for subarray-based space-time coding radar
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作者 LAN Lan LIAO Guisheng +1 位作者 XU Jingwei WANG Hanbing 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2019年第5期886-896,共11页
Space-time coding radar has been recently proposed and investigated.It is a radar framework which can perform transmit beamforming at the receiver.However,the range resolution decreases when the number of the transmit... Space-time coding radar has been recently proposed and investigated.It is a radar framework which can perform transmit beamforming at the receiver.However,the range resolution decreases when the number of the transmit element increases.A subarray-based space-time coding(sub-STC)radar is explored to alleviate the range resolution reduction.For the proposed radar configuration,an identical waveform is transmitted and it introduces a small time offset in different subarrays.The multidimensional ambiguity function of sub-STC radar is defined by considering resolutions in multiple domains including the range,Doppler,angle and probing direction.Analyses on properties of the multi-dimensional ambiguity function of the sub-STC radar with regard to the spatial coverage,resolution performance and low sidelobes are also given.Results reveal that the range resolution and low sidelobes performance are improved with the proposed approach. 展开更多
关键词 SPACE-TIME coding RADAR MULTI-dimensional AMBIGUITY function range resolution wide spatial coverage SUBARRAY SIDELOBE
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Parametric study on single shot peening by dimensional analysis method incorporated with finite element method 被引量:4
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作者 Xian-Qian Wu Xi Wang +2 位作者 Yan-Peng Wei Hong-Wei Song Chen-Guang Huang 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2012年第3期825-837,共13页
Shot peening is a widely used surface treatment method by generating compressive residual stress near the surface of metallic materials to increase fatigue life and re- sistance to corrosion fatigue, cracking, etc. Co... Shot peening is a widely used surface treatment method by generating compressive residual stress near the surface of metallic materials to increase fatigue life and re- sistance to corrosion fatigue, cracking, etc. Compressive re- sidual stress and dent profile are important factors to eval- uate the effectiveness of shot peening process. In this pa- per, the influence of dimensionless parameters on maximum compressive residual stress and maximum depth of the dent were investigated. Firstly, dimensionless relations of pro- cessing parameters that affect the maximum compressive residual stress and the maximum depth of the dent were de- duced by dimensional analysis method. Secondly, the in- fluence of each dimensionless parameter on dimensionless variables was investigated by the finite element method. Fur- thermore, related empirical formulas were given for each di- mensionless parameter based on the simulation results. Fi- nally, comparison was made and good agreement was found between the simulation results and the empirical formula, which shows that a useful approach is provided in this pa- per for analyzing the influence of each individual parameter. 展开更多
关键词 Keywords Shot peening - Maximum compressive residualstress Maximum depth of the dent dimensional analysismethod ~ Finite element method
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Integrated management system of agro-fishery products based on QR-code 被引量:1
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作者 Namjin Bae Yongyun Cho +1 位作者 Jongsun Choi Jaeyoung Choi 《Journal of Measurement Science and Instrumentation》 CAS 2013年第3期252-255,共4页
Recently,both the importance and awareness relating to food safety relating to agrochemicals,chemical fertilizers,the pollution of ecosystem and unwholesome foods are growing rapidly.For the same reason,the purchaser&... Recently,both the importance and awareness relating to food safety relating to agrochemicals,chemical fertilizers,the pollution of ecosystem and unwholesome foods are growing rapidly.For the same reason,the purchaser's curiosity increases to know about the production process which can be accomplished by production traceability system.The traceability system can store and superintend the specific attribute information about products regarding the productive centre,producer and production finish data.The products undergo various circulation processes and they are being managed by individually constructed traceability system.Thus,it is difficult for the producer and the consumer to guarantee the safety from transpirable issues about the falsification of production traceability because the traceability information can be re-produced by forging through various ways.So in this paper,we proposed a system for integrated management of agro-fishery products based on quick response code(QR-code)for forgery prevention which may help to solve these issues.The proposed system makes QR-code using production information provided by producer.And then it is provided to the distributor and the consumer through integrated service model using the QR-code.Therefore,this system make sure to provide the same production traceability about the products to the distributor and the consumer and always keeps both updated with the same information. 展开更多
关键词 quick response code (QR-code production traceability traceability systemCLC number:TP391.44 Document code:AArticle ID:1674-8042(2013)03-0252-04
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高温结构蠕变-疲劳强度评价方法的分析与比较
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作者 钮鹏 张威 +3 位作者 王骁晓 王步美 贺小华 周昌玉 《化工设备与管道》 北大核心 2025年第3期16-25,共10页
随着高温压力容器设计技术的发展,蠕变-疲劳耦合失效作为高温设备的主要破坏形式之一,是目前石油化工和核电高温设备设计时需要考虑的重要因素。文章分别介绍了ASME III-5 HBB、RCC-MRx和R5规程中的蠕变-疲劳弹性分析方法以及ASME Code ... 随着高温压力容器设计技术的发展,蠕变-疲劳耦合失效作为高温设备的主要破坏形式之一,是目前石油化工和核电高温设备设计时需要考虑的重要因素。文章分别介绍了ASME III-5 HBB、RCC-MRx和R5规程中的蠕变-疲劳弹性分析方法以及ASME Code Case 2605蠕变-疲劳非弹性分析法,并对一高温反应釜上封头结构进行了蠕变-疲劳损伤分析,探讨了各规范的差异及其产生原因。结果表明:ASME Code Case 2605非弹性分析方法能够有效降低评价的保守度,相比于RCC-MRx和ASME III-5 HBB弹性分析法,R5规程弹性分析法采用了蠕变速率直接计算蠕变损伤更为保守。 展开更多
关键词 高温设备 蠕变-疲劳 ASME III-5 HBB RCC-MRx R5 ASME code Case 2605
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THE TRUE DIMENSION OF CERTAIN ALTERNANT CODES
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作者 Yue Dianwu Feng Guangzeng(Dept. of Telecom. Eng., Nanjing University of Posts & Telecommunications, Nanjing 210003) 《Journal of Electronics(China)》 2000年第4期352-356,共5页
By applying a result from geometric Goppa codes, due to H.Schtenoth, the true dimension of certain alternant codes is calculated. The results lead in many cases to an improvement of the usual lower bound for the dimen... By applying a result from geometric Goppa codes, due to H.Schtenoth, the true dimension of certain alternant codes is calculated. The results lead in many cases to an improvement of the usual lower bound for the dimension. 展开更多
关键词 Alternant code dimension ALGEBRAIC funtion field Geometric Goppa code
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ON THE DIMENSION AND MINIMUM DISTANCE OF BCH CODES OVER GF(q)
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作者 Yue Dianwu Hu Zhengming(Dept. of Information Engineering, Beijing University of Posts & Telecommunications, Beijing 300088) 《Journal of Electronics(China)》 1996年第3期216-221,共6页
In this paper, only narrow-sense primitive BCH codes over GF(q) are considered. A formula, that can be used in many cases, is first presented for computing the dimension of BCH codes. It improves the result given by M... In this paper, only narrow-sense primitive BCH codes over GF(q) are considered. A formula, that can be used in many cases, is first presented for computing the dimension of BCH codes. It improves the result given by MacWilliams and Sloane in 1977. A new method for finding the dimension of all types of BCH codes is proposed. In second part, it is proved that the BCH bound is the leader of some cyclotomic coset, and we guess that the minimum distance for any BCH code is also the leader of some cyclotomic coset. 展开更多
关键词 BCH code Cyclotomic COSET dimension Minimum DISTANCE
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A Compression Algorithm of Hyperspectral Remote Sensing Image Based on 3-D Wavelet-Fractal Coder
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作者 邹毅 潘伟 敖露 《Journal of Donghua University(English Edition)》 EI CAS 2010年第2期229-232,共4页
In this paper, the 3-D Wavelet-Fractal coder was used to compress the hyperspectral remote sensing image, which is a combination of 3-D improved set partitioning in hierarchical trees (SPIHT) coding and 3-D fractal ... In this paper, the 3-D Wavelet-Fractal coder was used to compress the hyperspectral remote sensing image, which is a combination of 3-D improved set partitioning in hierarchical trees (SPIHT) coding and 3-D fractal coding. Hyperspectral image date cube was first translated by 3-D wavelet and the 3-D fractal compression ceding was applied to lowest frequency subband. The remaining coefficients of higher frequency sub-bands were encoding by 3-D improved SPIHT. We used the block set instead of the hierarchical trees to enhance SPIHT's flexibility. The classical eight kinds of affme transformations in 2-D fractal image compression were generalized to nineteen for the 3-D fractal image compression. The new compression method had been tested on MATLAB. The experiment results indicate that we can gain high compression ratios and the information loss is acceptable. 展开更多
关键词 image compression three dimensional improved SPIHT fractal compression coding HYPERSPECTRAL
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Extending and analysis of X-Code
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作者 金超 冯丹 刘景宁 《Journal of Shanghai University(English Edition)》 CAS 2011年第3期194-200,共7页
X-Code is one of the most important redundant array of independent disk (RAID)-6 codes which are capable of tolerating double disk failures. However, the code length of X-Code is restricted to be a prime number, and... X-Code is one of the most important redundant array of independent disk (RAID)-6 codes which are capable of tolerating double disk failures. However, the code length of X-Code is restricted to be a prime number, and such code length restriction of X-Code limits its usage in the real storage systems. Moreover, as a vertical RAID-6 code, X-Code can not be extended easily to an arbitrary code length like horizontal RAID-6 codes. In this paper, a novel and efficient code shortening algorithm for X-Code is proposed to extend X-Code to an arbitrary length. It can be further proved that the code shortening algorithm maintains the maximum-distance-separable (MDS) property of X-Code, and namely, the shortened X-Code is still MDS code with the optimal space efficiency. In the context of the shortening algorithm for X-Code, an in-depth performance analysis on X-Code at consecutive code lengths is conducted, and the impacts of the code shortening algorithm on the performance of X-Code in various performance metrics are revealed. 展开更多
关键词 redundant array of independent disk (RAID)-6 X-code vertical code code shortening performance analysis
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Low-Complexity Optimization Algorithm for Irregular Low-Density Parity-Check Codes
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作者 左健存 邵宇丰 桂林 《Journal of Donghua University(English Edition)》 EI CAS 2013年第4期330-335,共6页
A low-complexity algorithm is proposed in this paper in order to optimize irregular low-density parity-check (LDPC) codes.The algorithm proposed can calculate the noise threshold by means of a one-dimensional densit... A low-complexity algorithm is proposed in this paper in order to optimize irregular low-density parity-check (LDPC) codes.The algorithm proposed can calculate the noise threshold by means of a one-dimensional density evolution and search the optimal degree profiles with fast-convergence differential evolution,so that it has a lower complexity and a faster convergence speed.Simulation resuits show that the irregular LDPC codes optimized by the presented algorithm can also perform better than Turbo codes at moderate block length even with less computation cost. 展开更多
关键词 irregular low-density parity-check (LDPC) codes Turbo codes optimizationCLC number:TN911.22Document code:AArticle ID:1672-5220(2013)04-0330-06
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AN ALGORITHM FOR LINE GENERATION BASED ON SEGMENT CODE IN PAN-EUCLIDEAN GEOMETRY
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作者 LIU Hongjian DU Jiangchuan Optical Electro Precision Instrument,Chongqing University Sichuan 630044,P.R.China 《Computer Aided Drafting,Design and Manufacturing》 1992年第1期1-8,共8页
In Comparison with the traditional point-by-point line generation method,the method we present is based on segment code in Pan-Euclidean geometric space and is quite different in re- spect of running speed and theoret... In Comparison with the traditional point-by-point line generation method,the method we present is based on segment code in Pan-Euclidean geometric space and is quite different in re- spect of running speed and theoretical basis.This paper presents an approach of using segment code to draw straight lines and shows the characteristics of a digital line.It is a newly proposed al- gorithm applicable in CAD. 展开更多
关键词 segment code pan-euclidean geometry fractal dimension
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基于注意力-残差双特征流卷积神经网络的深度图帧内编码单元快速划分算法
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作者 贾克斌 吴岳珩 《北京工业大学学报》 北大核心 2025年第5期539-551,共13页
针对三维高效视频编码(three-dimensional high efficiency video coding,3D-HEVC)深度图编码单元(coding unit,CU)划分复杂度高的问题,提出一种基于卷积神经网络(convolutional neural networks,CNN)的算法来实现快速深度图帧内编码。... 针对三维高效视频编码(three-dimensional high efficiency video coding,3D-HEVC)深度图编码单元(coding unit,CU)划分复杂度高的问题,提出一种基于卷积神经网络(convolutional neural networks,CNN)的算法来实现快速深度图帧内编码。首先,提出一种具有3个分支的注意力-残差双特征流卷积神经网络(attention-residual bi-feature stream convolutional neural networks,ARBS-CNN)模型,其中基于残差模块(residual module,RM)和特征蒸馏(feature distill,FD)模块的2个分支用于提取全局图像特征,基于动态模块(dynamic module,DM)和卷积-卷积块注意力模块(convolutional-convolutional block attention module,Conv-CBAM)的分支用于提取局部图像特征;然后,将提取到的特征进行整合并输出,得到对深度图CU划分结构的预测;最后,将ARBS-CNN嵌入到3D-HEVC测试平台中,利用预测结果加速深度图帧内编码。与原始算法相比,提出的算法能在维持率失真性能几乎不受影响的条件下,平均减少74.2%的编码时间。实验结果表明,该算法能够在保持率失真性能的条件下,有效降低3D-HEVC的编码复杂度。 展开更多
关键词 三维高效视频编码(three-dimensional high efficiency video coding 3D-HEVC) 深度图 卷积神经网络(convolutional neural networks CNN) 编码单元(coding unit CU)划分 帧内编码 双特征流
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