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Design and Application of a New Distributed Dynamic Spatio-Temporal Privacy Preserving Mechanisms
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作者 Jiacheng Xiong Xingshu Chen +1 位作者 Xiao Lan Liangguo Chen 《Computers, Materials & Continua》 2025年第8期2273-2303,共31页
In the era of big data,the growing number of real-time data streams often contains a lot of sensitive privacy information.Releasing or sharing this data directly without processing will lead to serious privacy informa... In the era of big data,the growing number of real-time data streams often contains a lot of sensitive privacy information.Releasing or sharing this data directly without processing will lead to serious privacy information leakage.This poses a great challenge to conventional privacy protection mechanisms(CPPM).The existing data partitioning methods ignore the number of data replications and information exchanges,resulting in complex distance calculations and inefficient indexing for high-dimensional data.Therefore,CPPM often fails to meet the stringent requirements of efficiency and reliability,especially in dynamic spatiotemporal environments.Addressing this concern,we proposed the Principal Component Enhanced Vantage-point tree(PEV-Tree),which is an enhanced data structure based on the idea of dimension reduction,and constructed a Distributed Spatio-Temporal Privacy Preservation Mechanism(DST-PPM)on it.In this work,principal component analysis and the vantage tree are used to establish the PEV-Tree.In addition,we designed three distributed anonymization algorithms for data streams.These algorithms are named CK-AA,CL-DA,and CT-CA,fulfill the anonymization rules of K-Anonymity,L-Diversity,and T-Closeness,respectively,which have different computational complexities and reliabilities.The higher the complexity,the lower the risk of privacy leakage.DST-PPM can reduce the dimension of high-dimensional information while preserving data characteristics and dividing the data space into vantage points based on distance.It effectively enhances the data processing workflow and increases algorithmefficiency.To verify the validity of the method in this paper,we conducted empirical tests of CK-AA,CL-DA,and CT-CA on conventional datasets and the PEV-Tree,respectively.Based on the big data background of the Internet of Vehicles,we conducted experiments using artificial simulated on-board network data.The results demonstrated that the operational efficiency of the CK-AA,CL-DA,and CT-CA is enhanced by 15.12%,24.55%,and 52.74%,respectively,when deployed on the PEV-Tree.Simultaneously,during homogeneity attacks,the probabilities of information leakage were reduced by 2.31%,1.76%,and 0.19%,respectively.Furthermore,these algorithms showcased superior utility(scalability)when executed across PEV-Trees of varying scales in comparison to their performance on conventional data structures.It indicates that DST-PPM offers marked advantages over CPPM in terms of efficiency,reliability,and scalability. 展开更多
关键词 Privacy preserving distributed anonymization algorithm VP-Tree data stream internet of vehicles
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HEaaN-ID3: Fully Homomorphic Privacy-Preserving ID3-Decision Trees Using CKKS
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作者 Dain Lee Hojune Shin +1 位作者 Jihyeon Choi Younho Lee 《Computers, Materials & Continua》 2025年第8期3673-3705,共33页
In this study,we investigated privacy-preserving ID3 Decision Tree(PPID3)training and inference based on fully homomorphic encryption(FHE),which has not been actively explored due to the high computational cost associ... In this study,we investigated privacy-preserving ID3 Decision Tree(PPID3)training and inference based on fully homomorphic encryption(FHE),which has not been actively explored due to the high computational cost associated with managing numerous child nodes in an ID3 tree.We propose HEaaN-ID3,a novel approach to realize PPID3 using the Cheon-Kim-Kim-Song(CKKS)scheme.HEaaN-ID3 is the first FHE-based ID3 framework that completes both training and inference without any intermediate decryption,which is especially valuable when decryption keys are inaccessible or a single-cloud security domain is assumed.To enhance computational efficiency,we adopt a modified Gini impurity(MGI)score instead of entropy to evaluate information gain,thereby avoiding costly inverse operations.In addition,we fully leverage the Single Instruction Multiple Data(SIMD)property of CKKS to parallelize computations at multiple tree nodes.Unlike previous approaches that require decryption at each node or rely on two-party secure computation,our method enables a fully non-interactive training and inference pipeline in the encrypted domain.We validated the proposed scheme using UCI datasets with both numerical and nominal features,demonstrating inference accuracy comparable to plaintext implementations in Scikit-Learn.Moreover,experiments show that HEaaN-ID3 significantly reduces training and inference time per node relative to earlier FHE-based approaches. 展开更多
关键词 Homomorphic encryption privacy preserving machine learning applied cryptography information security
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Preserving the Past China’s approach and experience in heritage conservation is worth emulating by other countries
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《ChinAfrica》 2025年第1期33-35,共3页
n recent years,China has placed increasing emphasis on the protection of cultural heritage.In July 2024,Beijing’s Central Axis was o!cially inscribed on the World Heritage List,and on 4 December 2024,the Spring Festi... n recent years,China has placed increasing emphasis on the protection of cultural heritage.In July 2024,Beijing’s Central Axis was o!cially inscribed on the World Heritage List,and on 4 December 2024,the Spring Festival was added to the UNESCO Intangible Cultural Heritage list.Public awareness of the importance of preserving historical sites and promoting the inheritance and celebration of Chinese civilisation has also grown significantly. 展开更多
关键词 UNESCO preserving HERITAGE
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Single-incision plus one-port laparoscopic duodenum-preserving total pancreatic head resection with pancreaticogastrostomy using the near-infrared fluorescence imaging(with video)
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作者 Dong-Hui Cheng Peng Li +4 位作者 Chong Yang Xin-Yu You Ji-Peng Jiang Bang-You Zuo Yu Zhang 《Hepatobiliary & Pancreatic Diseases International》 2025年第4期448-451,共4页
A pancreas surgeon’s constant goal is to do"less damage,more radical".Currently,a small number of highly trained surgeons opt for single-incision laparoscopic pancreaticoduodenectomy(SILPD)or single-incisio... A pancreas surgeon’s constant goal is to do"less damage,more radical".Currently,a small number of highly trained surgeons opt for single-incision laparoscopic pancreaticoduodenectomy(SILPD)or single-incision plus one-port LPD(SILPD+1)to minimize post-operative pain,improve convalescence,and provide a more pleas-ing cosmetic outcome[1,2].Additionally,some skilled surgeons have claimed that laparoscopic duodenum-preserving complete pancreatic head resections(LDPPHR)result in less trauma and en-hanced quality of life[3,4].However,LDPPHR is still challenging because of its lengthy learning curve and"sword-fighting"impact.Additionally,there has not been any global reporting on the suit-ability of single-incision plus one-port DPPHR with pancreaticogas-trostomy(SILDPPHR-T+1)in place of SILPD+1.This study aimed to illustrate the SILDPPHR-T+1 procedure specifics for a patient with pancreatic head intraductal papillary mucinous neoplasm(IPMN)(main pancreatic duct type)(MD-IPMN). 展开更多
关键词 main pancreatic duct type near infrared fluorescence imaging laparoscopic pancreaticoduodenectomy silpd duodenum preserving total pancreatic head resection intraductal papillary mucinous neoplasm pancreas surgeon s PANCREATICOGASTROSTOMY single incision laparoscopic surgery
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Gabon:Preserving forests for sustainable development
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作者 王琳琳 《疯狂英语(新悦读)》 2025年第7期53-54,79,共3页
Gabon,located on the west coast of Central Africa,is one of the most forested countries.This small but richly biodiverse country is covered by rainforests,which make up approximately 85%of its land area.These forests ... Gabon,located on the west coast of Central Africa,is one of the most forested countries.This small but richly biodiverse country is covered by rainforests,which make up approximately 85%of its land area.These forests are home to a wide variety of wildlife,including elephants and numerous bird species,making Gabon a crucial area for conservation efforts. 展开更多
关键词 BIODIVERSITY GABON sustainable development forest preservation RAINFORESTS wildlife conservation
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Current status of function-preserving surgery for gastric cancer 被引量:18
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作者 Takuro Saito Yukinori Kurokawa +2 位作者 Shuji Takiguchi Masaki Mori Yuichiro Doki 《World Journal of Gastroenterology》 SCIE CAS 2014年第46期17297-17304,共8页
Recent advances in diagnostic techniques have allowed the diagnosis of gastric cancer(GC)at an early stage.Due to the low incidence of lymph node metastasis and favorable prognosis in early GC,function-preserving surg... Recent advances in diagnostic techniques have allowed the diagnosis of gastric cancer(GC)at an early stage.Due to the low incidence of lymph node metastasis and favorable prognosis in early GC,function-preserving surgery which improves postoperative quality of life may be possible.Pylorus-preserving gastrectomy(PPG)is one such function-preserving procedure,which is expected to offer advantages with regards to dumping syndrome,bile reflux gastritis,and the frequency of flatus,although PPG may induce delayed gastric emptying.Proximal gastrectomy(PG)is another functionpreserving procedure,which is thought to be advantageous in terms of decreased duodenogastric reflux and good food reservoir function in the remnant stomach,although the incidence of heartburn or gastric fullness associated with this procedure is high.However,these disadvantages may be overcome by the reconstruction method used.The other important problem after PG is remnant GC,which was reported to occur in approximately 5%of patients.Therefore,the reconstruction technique used with PG should facilitate postoperativeendoscopic examinations for early detection and treatment of remnant gastric carcinoma.Oncologic safety seems to be assured in both procedures,if the preoperative diagnosis is accurate.Patient selection should be carefully considered.Although many retrospective studies have demonstrated the utility of function-preserving surgery,no consensus on whether to adopt functionpreserving surgery as the standard of care has been reached.Further prospective randomized controlled trials are necessary to evaluate survival and postoperative quality of life associated with function-preserving surgery. 展开更多
关键词 Gastric cancer Function preserving surgery Quality of life Pylorus preserving surgery Proximal gastrectomy
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Privacy-preserving distributed consensus over directed networks with limited communication
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作者 Yang Song Jian Guo Jimin Wang 《Journal of Automation and Intelligence》 2025年第4期291-298,共8页
The issue of privacy leakage in distributed consensus has garnered significant attention over the years,but existing studies often overlook the challenges posed by limited communication in algorithm design.This paper ... The issue of privacy leakage in distributed consensus has garnered significant attention over the years,but existing studies often overlook the challenges posed by limited communication in algorithm design.This paper addresses the issue of privacy preservation in distributed weighted average consensus under limited communication scenarios.Specifically targeting directed and unbalanced topologies,we propose a privacy-preserving implementation protocol that incorporates the Paillier homomorphic encryption scheme.The protocol encrypts only the 1-bit quantized messages exchanged between agents,thus ensuring both the correctness of the consensus result and the confidentiality of each agent's initial state.To demonstrate the practicality of the proposed method,we carry out numerical simulations that illustrate its ability to reach consensus effectively while ensuring the protection of private information. 展开更多
关键词 Distributed consensus Privacy preservation QUANTIZATION Paillier cryptosystem Directed network
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Revitalizing upper blepharoplasty:Preserving volume
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作者 Rana Farsakoury Abdulqadir J Nashwan 《World Journal of Clinical Cases》 2025年第15期66-68,共3页
Blepharoplasty is a frequently performed aesthetic surgery today aimed at enhancing eyelid appearance and correcting age-related changes.The traditional method of subtraction blepharoplasty,which involved removing fat... Blepharoplasty is a frequently performed aesthetic surgery today aimed at enhancing eyelid appearance and correcting age-related changes.The traditional method of subtraction blepharoplasty,which involved removing fat and excess skin,is now considered outdated.This letter explores Gorgy et al's commentary on Miotti et al's study,highlighting a shift in upper eyelid blepharoplasty towards a more conservative,volume-preserving approach.The study systematically reviewed 10 publications,including three retrospective studies,five comparative studies,and two clinical trials.It emphasizes the trend towards preserving the patient's natural anatomy and focusing on enhancement rather than alteration.However,the study's limitations,such as the lack of long-term comparative re-search,a relatively small sample size,and a single-center design,indicate that further research with extended follow-up is necessary to validate the safety and effectiveness of these techniques.The focus is increasingly on preserving and augmenting volume in upper blepharoplasty rather than removing tissue. 展开更多
关键词 Upper lid blepharoplasty Volume preservation Fat pad Aesthetic longevity BLEPHAROPLASTY
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MMH-FE:AMulti-Precision and Multi-Sourced Heterogeneous Privacy-Preserving Neural Network Training Based on Functional Encryption
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作者 Hao Li Kuan Shao +2 位作者 Xin Wang Mufeng Wang Zhenyong Zhang 《Computers, Materials & Continua》 2025年第3期5387-5405,共19页
Due to the development of cloud computing and machine learning,users can upload their data to the cloud for machine learning model training.However,dishonest clouds may infer user data,resulting in user data leakage.P... Due to the development of cloud computing and machine learning,users can upload their data to the cloud for machine learning model training.However,dishonest clouds may infer user data,resulting in user data leakage.Previous schemes have achieved secure outsourced computing,but they suffer from low computational accuracy,difficult-to-handle heterogeneous distribution of data from multiple sources,and high computational cost,which result in extremely poor user experience and expensive cloud computing costs.To address the above problems,we propose amulti-precision,multi-sourced,andmulti-key outsourcing neural network training scheme.Firstly,we design a multi-precision functional encryption computation based on Euclidean division.Second,we design the outsourcing model training algorithm based on a multi-precision functional encryption with multi-sourced heterogeneity.Finally,we conduct experiments on three datasets.The results indicate that our framework achieves an accuracy improvement of 6%to 30%.Additionally,it offers a memory space optimization of 1.0×2^(24) times compared to the previous best approach. 展开更多
关键词 Functional encryption multi-sourced heterogeneous data privacy preservation neural networks
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Indications and techniques for minimally invasive spleen-preserving distal pancreatectomy
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作者 David Gutierrez Blanco Marcio Apodaca-Rueda +4 位作者 Carlos T Maeda Camila G C Y Carvalho Erin Baker John B Martinie Raphael L C Araujo 《World Journal of Gastrointestinal Surgery》 2025年第10期81-89,共9页
Spleen-preserving distal pancreatectomy(SPDP)has gained increasing attention as a safe and effective alternative to distal pancreatectomy with splenectomy,particularly for benign and low-grade malignant lesions of the... Spleen-preserving distal pancreatectomy(SPDP)has gained increasing attention as a safe and effective alternative to distal pancreatectomy with splenectomy,particularly for benign and low-grade malignant lesions of the pancreatic body and tail.This narrative review evaluates the current evidence,technical considerations,and disease-specific indications for SPDP.Literature was reviewed using up to date scientific evidence and most recent national and international guidelines.Studies addressing SPDP outcomes,splenectomy complications,and disease-specific oncologic principles were included.Spleen preservation has been associated with reduced rates of postoperative infections,thromboembolic events,and longterm immunologic compromise,without compromising oncologic outcomes in selected patients.Indications favoring SPDP include pancreatic neuroendocrine tumors,intraductal papillary mucinous neoplasms,and solid pseudopapillary neoplasms.Although current guidelines generally recommend splenectomy for pancreatic ductal adenocarcinoma,emerging data suggest that spleen preservation may be feasible in highly selected cases.Technical approaches—primarily the Kimura and Warshaw techniques—enable safe dissection and splenic vessel management,particularly with the support of minimally invasive platforms.In conclusion,SPDP should be considered in appropriately selected patients to reduce morbidity while preserving long-term immune function.Future randomized studies are warranted to define oncologic safety and refine indications across tumor types. 展开更多
关键词 PANCREAS Distal pancreatectomy Spleen preservation Minimally invasive surgery
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The Role of Digital Learning in Preserving and Promoting Cambodian Culture in Higher Education
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作者 CHHUON Chanthan ORK Sovannaroth KOL Senghak 《云南开放大学学报》 2025年第3期15-21,共7页
This research examines the use of digital learning to preserve and promote Cambodian culture in universities.As benefits and challenges of globalization and modernization abound,digital learning along with the quicken... This research examines the use of digital learning to preserve and promote Cambodian culture in universities.As benefits and challenges of globalization and modernization abound,digital learning along with the quickening pace of social advancement provides new opportunities for students and faculty to sustain cultural heritage,enhance student engagement,and create inclusive education.This study explores two questions:1)how does foreign culture appear in Cambodian English textbooks and 2)how might digital learning be used to co-decolonize in a way creates gender and cultural inclusivity?The study adopts an analysis-by-synthesis method and dissects and synthesizes the various components—technology infrastructure,faculty preparedness,student engagement,and cultural content—how they interacted with one another,and how they interacted with each representative group of stakeholders.The results indicate that digital tools provide an opportunity for both higher cultural awareness and accurate representation,and gender equity.Challenges exist in accessibility to the technology infrastructure and the authentic cultural content in the digital space.The study concludes with a discussion of how to scale faculty professional development,expand the curriculum,and collaborate regionally in interoperable scaffolding in order preserve Cambodia’s cultural identity in the quickly evolving landscape of education. 展开更多
关键词 Higher Education Cultural Preservation Digital Learning Cambodian Culture and Regional Cooperation
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A Deep Learning-Based Salient Feature-Preserving Algorithm for Mesh Simplification
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作者 Jiming Lan Bo Zeng +2 位作者 Suiqun Li Weihan Zhang Xinyi Shi 《Computers, Materials & Continua》 2025年第5期2865-2888,共24页
The Quadric Error Metrics(QEM)algorithm is a widely used method for mesh simplification;however,it often struggles to preserve high-frequency geometric details,leading to the loss of salient features.To address this l... The Quadric Error Metrics(QEM)algorithm is a widely used method for mesh simplification;however,it often struggles to preserve high-frequency geometric details,leading to the loss of salient features.To address this limitation,we propose the Salient Feature Sampling Points-based QEM(SFSP-QEM)—also referred to as the Deep Learning-Based Salient Feature-Preserving Algorithm for Mesh Simplification—which incorporates a Salient Feature-Preserving Point Sampler(SFSP).This module leverages deep learning techniques to prioritize the preservation of key geometric features during simplification.Experimental results demonstrate that SFSP-QEM significantly outperforms traditional QEM in preserving geometric details.Specifically,for general models from the Stanford 3D Scanning Repository,which represent typical mesh structures used in mesh simplification benchmarks,the Hausdorff distance of simplified models using SFSP-QEM is reduced by an average of 46.58% compared to those simplified using traditional QEM.In customized models such as the Zigong Lantern used in cultural heritage preservation,SFSP-QEM achieves an average reduction of 28.99% in Hausdorff distance.Moreover,the running time of this method is only 6%longer than that of traditional QEM while significantly improving the preservation of geometric details.These results demonstrate that SFSP-QEMis particularly effective for applications requiring high-fidelity simplification while retaining critical features. 展开更多
关键词 Deep learning mesh simplification quadric error metrics(QEM) salient feature preservation point sampling
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Meta-analysis of subtotal stomach-preserving pancreaticoduodenectomy vs pylorus preserving pancreaticoduodenectomy 被引量:9
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作者 Wei Huang Jun-Jie Xiong +7 位作者 Mei-Hua Wan Peter Szatmary Shameena Bharucha Ilias Gomatos Quentin M Nunes Qing Xia Robert Sutton Xu-Bao Liu 《World Journal of Gastroenterology》 SCIE CAS 2015年第20期6361-6373,共13页
AIM: To investigate the differences in outcome following pylorus preserving pancreaticoduodenectomy(PPPD) and subtotal stomach-preserving pancreaticoduodenectomy(SSPPD).METHODS: Major databases including Pub Med(Medli... AIM: To investigate the differences in outcome following pylorus preserving pancreaticoduodenectomy(PPPD) and subtotal stomach-preserving pancreaticoduodenectomy(SSPPD).METHODS: Major databases including Pub Med(Medline), EMBASE and Science Citation Index Expanded and the Cochrane Central Register of Controlled Trials(CENTRAL) in The Cochrane Library were searched for comparative studies between patients with PPPD and SSPPD published between January 1978 and July 2014. Studies were selected based on specific inclusion and exclusion criteria. The primary outcome was delayed gastric emptying(DGE). Secondary outcomes included operation time, intraoperative blood loss, pancreatic fistula, postoperative hemorrhage, intraabdominal abscess, wound infection, time to starting liquid diet, time to starting solid diet, period of nasogastric intubation, reinsertion of nasogastric tube, mortality and hospital stay. The pooled odds ratios(OR) or weighted mean difference(WMD) with 95% confidence intervals(95%CI) were calculated using either a fixed-effects or random-effects model. RESULTS: Eight comparative studies recruiting 650 patients were analyzed, which include two RCTs, one non-randomized prospective and 5 retrospective trial designs. Patients undergoing SSPPD experienced significantly lower rates of DGE(OR = 2.75; 95%CI: 1.75-4.30, P < 0.00001) and a shorter period of nasogastric intubation(OR = 2.68; 95%CI: 0.77-4.58,P < 0.00001), with a tendency towards shorter time to liquid(WMD = 2.97, 95%CI:-0.46-7.83; P = 0.09) and solid diets(WMD = 3.69, 95%CI:-0.46-7.83; P = 0.08) as well as shorter inpatient stay(WMD = 3.92, 95%CI:-0.37-8.22; P = 0.07), although these latter three did not reach statistical significance. PPPD, however, was associated with less intraoperative blood loss than SSPPD [WMD =-217.70, 95%CI:-429.77-(-5.63); P = 0.04]. There were no differences in other parameters between the two approaches, including operative time(WMD =-5.30, 95%CI:-43.44-32.84; P = 0.79), pancreatic fistula(OR = 0.91; 95%CI: 0.56-1.49; P = 0.70), postoperative hemorrhage(OR = 0.51; 95%CI: 0.15-1.74; P = 0.29), intraabdominal abscess(OR = 1.05; 95%CI: 0.54-2.05; P = 0.89), wound infection(OR = 0.88; 95%CI: 0.39-1.97; P = 0.75), reinsertion of nasogastric tube(OR = 1.90; 95%CI: 0.91-3.97; P = 0.09) and mortality(OR = 0.31; 95%CI: 0.05-2.01; P = 0.22).CONCLUSION: SSPPD may improve intraoperative and short-term postoperative outcomes compared to PPPD, especially DGE. However, these findings need to be further ascertained by well-designed randomized controlled trials. 展开更多
关键词 PANCREATICODUODENECTOMY PYLORUS preservingSubtotal stomach preserving PANCREATICODUODENECTOMY Delayed gastric EMPTYING Pancreatic surgery Metaanalysis
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Monotonicity-Preserving激波捕捉格式在湍流大尺度模拟中的评估
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作者 崔健 方剑 +1 位作者 苑敬周 陆利蓬 《北京航空航天大学学报》 EI CAS CSCD 北大核心 2013年第4期488-493,共6页
对高阶激波捕捉格式的性能进行了系统的测评,重点分析了Suresh和Huynh(1997)所提出的Monotonicity-Preserving格式的性能.结果表明Monotonicity-Preserving格式的性能显著优于原始WENO(Weighted Essentially Non-Oscillatory)格式,和改... 对高阶激波捕捉格式的性能进行了系统的测评,重点分析了Suresh和Huynh(1997)所提出的Monotonicity-Preserving格式的性能.结果表明Monotonicity-Preserving格式的性能显著优于原始WENO(Weighted Essentially Non-Oscillatory)格式,和改进型WENO格式相当.对格式的分析进一步表明,迎风型的激波捕捉格式在湍流模拟方面的性能都不及高阶中心格式,其原因归结为激波捕捉格式所包含的线性和非线性耗散.因此,改进高阶激波捕捉格式的关键在于同时降低格式的线性耗散和非线性耗散,以提高格式对湍流脉动能量的保持和对小尺度脉动结构的捕捉能力. 展开更多
关键词 激波捕捉格式 湍流模拟 Monotonicity—preserving格式
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SELF-DEPENDENT LOCALITY PRESERVING PROJECTION WITH TRANSFORMED SPACE-ORIENTED NEIGHBORHOOD GRAPH
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作者 乔立山 张丽梅 孙忠贵 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 2010年第3期261-268,共8页
Locality preserving projection (LPP) is a typical and popular dimensionality reduction (DR) method,and it can potentially find discriminative projection directions by preserving the local geometric structure in da... Locality preserving projection (LPP) is a typical and popular dimensionality reduction (DR) method,and it can potentially find discriminative projection directions by preserving the local geometric structure in data. However,LPP is based on the neighborhood graph artificially constructed from the original data,and the performance of LPP relies on how well the nearest neighbor criterion work in the original space. To address this issue,a novel DR algorithm,called the self-dependent LPP (sdLPP) is proposed. And it is based on the fact that the nearest neighbor criterion usually achieves better performance in LPP transformed space than that in the original space. Firstly,LPP is performed based on the typical neighborhood graph; then,a new neighborhood graph is constructed in LPP transformed space and repeats LPP. Furthermore,a new criterion,called the improved Laplacian score,is developed as an empirical reference for the discriminative power and the iterative termination. Finally,the feasibility and the effectiveness of the method are verified by several publicly available UCI and face data sets with promising results. 展开更多
关键词 graphic methods Laplacian transforms unsupervised learning dimensionality reduction locality preserving projection
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LOCAL STRUCTURE-PRESERVING ALGORITHMS FOR THE KLEIN-GORDON-ZAKHAROV EQUATION 被引量:1
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作者 汪佳玲 周政婷 王雨顺 《Acta Mathematica Scientia》 SCIE CSCD 2023年第3期1211-1238,共28页
In this paper, using the concatenating method, a series of local structure-preserving algorithms are obtained for the Klein-Gordon-Zakharov equation, including four multisymplectic algorithms, four local energy-preser... In this paper, using the concatenating method, a series of local structure-preserving algorithms are obtained for the Klein-Gordon-Zakharov equation, including four multisymplectic algorithms, four local energy-preserving algorithms, four local momentumpreserving algorithms;of these, local energy-preserving and momentum-preserving algorithms have not been studied before. The local structure-preserving algorithms mentioned above are more widely used than the global structure-preserving algorithms, since local preservation algorithms can be preserved in any time and space domains, which overcomes the defect that global preservation algorithms are limited to boundary conditions. In particular, under appropriate boundary conditions, local preservation laws are global preservation laws.Numerical experiments conducted can support the theoretical analysis well. 展开更多
关键词 Klein-Gordon-Zakharov(KGZ)equation local preservation law local momentum-preserving algorithms multi-symplectic algorithms local energy-preserving algorithms
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HIGH RESOLUTION POSITIVITY-PRESERVING DIFFERENCE SCHEMES FOR TWO DIMENSIONAL EULER EQUATIONS
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作者 赵宁 张虎 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 2000年第2期163-168,共6页
A class of high resolution positivity preserving Boltzmann type difference schemes for one and two dimensional Euler equations is studied. First, the relation between Boltzmann and Euler equations is analyzed. By usi... A class of high resolution positivity preserving Boltzmann type difference schemes for one and two dimensional Euler equations is studied. First, the relation between Boltzmann and Euler equations is analyzed. By using a kind of special interpolation, the high resolution Boltzmann type difference scheme is constructed. Finally, numerical tests show that the schemes are effective and useful. 展开更多
关键词 Euler equation Boltzmann equation finite difference scheme positivity preserving
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Locality Preserving Discriminant Projection for Speaker Verification 被引量:1
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作者 Chunyan Liang Wei Cao Shuxin Cao 《Journal of Computer and Communications》 2020年第11期14-22,共9页
In this paper, a manifold subspace learning algorithm based on locality preserving discriminant projection (LPDP) is used for speaker verification. LPDP can overcome the deficiency of the total variability factor anal... In this paper, a manifold subspace learning algorithm based on locality preserving discriminant projection (LPDP) is used for speaker verification. LPDP can overcome the deficiency of the total variability factor analysis and locality preserving projection (LPP). LPDP can effectively use the speaker label information of speech data. Through optimization, LPDP can maintain the inherent manifold local structure of the speech data samples of the same speaker by reducing the distance between them. At the same time, LPDP can enhance the discriminability of the embedding space by expanding the distance between the speech data samples of different speakers. The proposed method is compared with LPP and total variability factor analysis on the NIST SRE 2010 telephone-telephone core condition. The experimental results indicate that the proposed LPDP can overcome the deficiency of LPP and total variability factor analysis and can further improve the system performance. 展开更多
关键词 Speaker Verification Locality preserving Discriminant Projection Locality preserving Projection Manifold Learning Total Variability Factor Analysis
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ADAPTIVE ESTIMATING DETAIL PRESERVING FILTER FOR IMAGE PROCESSING
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作者 李向吉 丁润涛 《Transactions of Tianjin University》 EI CAS 1998年第2期68-71,共4页
A new adaptive detail preserving filter for image processing is presented.By comparing the difference of the values evaluated in the different directions or regions,this filter can decide wh... A new adaptive detail preserving filter for image processing is presented.By comparing the difference of the values evaluated in the different directions or regions,this filter can decide which region (homogeneous region or detail region) the filtering pixels belong to and then apply different filtering schemes.This filter has better performance of noise filtering and detail preserving than the multistage median filter (MMF).It can be applied especially to the images simultaneously corrupted by Gaussian noise and impulsive noise,and is simple in computation and implementation. 展开更多
关键词 ESTIMATING detail preserving filtering adaptive filtering
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ON SHAPE-PRESERVING PROPERTIES AND SIMULTANEOUS APPROXIMATION OF STANCU OPERATOR
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作者 Lianying Yun Xueyan Xiang 《Analysis in Theory and Applications》 2008年第2期195-204,共10页
In the present paper, the shape-preserving properties and the monotonicity for convex functions of Stancu operator are given. Moreover, the simultaneous approximation problems of this operator are also considered.
关键词 Stancu operator Shape-preserving property Lipschitz preserving property simultaneous approximation
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