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基于粒子索引排序算法的kd-tree缓存优化问题研究
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作者 张挺 林震寰 +2 位作者 杨丁颖 王宗锴 陈轶凡 《工程科学与技术》 北大核心 2026年第1期313-323,共11页
在使用kd-tree进行大规模随机粒子近邻搜索时,可能出现计算域内索引值相近的粒子在空间上距离较远而导致kd-tree搜索路径在短时间内产生较大差异等问题,使得节点数据的访问效率降低,最终影响kd-tree近邻搜索的效率。为解决该问题,本文... 在使用kd-tree进行大规模随机粒子近邻搜索时,可能出现计算域内索引值相近的粒子在空间上距离较远而导致kd-tree搜索路径在短时间内产生较大差异等问题,使得节点数据的访问效率降低,最终影响kd-tree近邻搜索的效率。为解决该问题,本文引入了主成分分析中最大离散度降维的思想,采用平均绝对差作为离散度衡量指标,提出了基于平均绝对差粒子索引值排序的缓存优化策略MAD-index-sort,通过计算粒子集群平均绝对差最大的维度来实现数据降维,进而完成粒子的索引值重排序,并应用具有自动终止准则的ATC-kd-tree进行近邻搜索。为验证MADindex-sort缓存优化策略的可行性,设计了不同维度和离散度对照组进行近邻搜索效率对比实验。结果表明,MADindex-sort能根据粒子集群的离散度自动改变排序方向,具有更强的适应性,相较于未排序的情况性能最高可提升30.3%。 展开更多
关键词 KD-tree 粒子近邻搜索 缓存优化 粒子索引值排序
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Combined Fault Tree Analysis and Bayesian Network for Reliability Assessment of Marine Internal Combustion Engine
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作者 Ivana Jovanović Çağlar Karatuğ +1 位作者 Maja Perčić Nikola Vladimir 《哈尔滨工程大学学报(英文版)》 2026年第1期239-258,共20页
This paper investigates the reliability of internal marine combustion engines using an integrated approach that combines Fault Tree Analysis(FTA)and Bayesian Networks(BN).FTA provides a structured,top-down method for ... This paper investigates the reliability of internal marine combustion engines using an integrated approach that combines Fault Tree Analysis(FTA)and Bayesian Networks(BN).FTA provides a structured,top-down method for identifying critical failure modes and their root causes,while BN introduces flexibility in probabilistic reasoning,enabling dynamic updates based on new evidence.This dual methodology overcomes the limitations of static FTA models,offering a comprehensive framework for system reliability analysis.Critical failures,including External Leakage(ELU),Failure to Start(FTS),and Overheating(OHE),were identified as key risks.By incorporating redundancy into high-risk components such as pumps and batteries,the likelihood of these failures was significantly reduced.For instance,redundant pumps reduced the probability of ELU by 31.88%,while additional batteries decreased the occurrence of FTS by 36.45%.The results underscore the practical benefits of combining FTA and BN for enhancing system reliability,particularly in maritime applications where operational safety and efficiency are critical.This research provides valuable insights for maintenance planning and highlights the importance of redundancy in critical systems,especially as the industry transitions toward more autonomous vessels. 展开更多
关键词 Fault tree analysis Bayesian network RELIABILITY REDUNDANCY Internal combustion engine
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一种基于Merkle-Tree的云存储数据持有性检查方案 被引量:1
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作者 孟浩华 曹波 +1 位作者 袁慧 董亮 《计算机与数字工程》 2017年第7期1387-1390,共4页
随着用户使用云存储备份个人数据的流行,数据的完整性成为一个研究热点。数据持久性证明是解决这一问题的方法之一。但是有关数据持有性证明的验证机制大都带来较大的计算开销和通信开销。分析数据持有性证明存在的问题,提出基于Merkle-... 随着用户使用云存储备份个人数据的流行,数据的完整性成为一个研究热点。数据持久性证明是解决这一问题的方法之一。但是有关数据持有性证明的验证机制大都带来较大的计算开销和通信开销。分析数据持有性证明存在的问题,提出基于Merkle-Tree的数据持有性验证机制。仿真实验结果表明,论文协议实现数据持有性的同时保证了较低的计算和通信开销。 展开更多
关键词 云存储 数据持有性 merkle-tree merkle HASH tree
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基于平衡Merkle树的工业OT网络访问授权溯源方法 被引量:1
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作者 谢鹏寿 冉玉翔 +3 位作者 冯涛 康永平 杨兴慧 杨超 《通信学报》 北大核心 2025年第4期282-294,共13页
为解决工业OT网络中访问授权溯源效率较低的问题,提出了一种基于平衡Merkle树的访问授权溯源方法。该方法在传统布隆过滤器和Merkle树的基础上,对原始结构进行重构,构造双层布隆过滤器与平衡Merkle树,使之更加契合工业OT网络中数据的处... 为解决工业OT网络中访问授权溯源效率较低的问题,提出了一种基于平衡Merkle树的访问授权溯源方法。该方法在传统布隆过滤器和Merkle树的基础上,对原始结构进行重构,构造双层布隆过滤器与平衡Merkle树,使之更加契合工业OT网络中数据的处理。在构造过程中,为解决构造平衡Merkle树所带来的时间开销,使用分段构造的方法。同时,引入星际文件系统(IPFS)存储来确保每一次访问操作和原始数据的可靠性和安全性。仿真结果表明,在不同数据量下,所提方法显著提升了访问授权溯源效率,减少了系统响应时间。 展开更多
关键词 工业OT网络 平衡merkle 信息溯源 布隆过滤器 星际文件系统
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Merkle Tree Digital Signature and Trusted Computing Platform 被引量:1
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作者 WANG Xiaofei HONG Fan TANG Xueming CUI Guohua 《Wuhan University Journal of Natural Sciences》 CAS 2006年第6期1467-1472,共6页
Lack of efficiency in the initial key generation process is a serious shortcoming of Merkle tree signature scheme with a large number of possible signatures. Based on two kinds of Merkle trees, a new tree type signatu... Lack of efficiency in the initial key generation process is a serious shortcoming of Merkle tree signature scheme with a large number of possible signatures. Based on two kinds of Merkle trees, a new tree type signature scheme is constructed, and it is provably existentially unforgeable under adaptive chosen message attack. By decentralizing the initial key generation process of the original scheme within the signature process, a large Merkle tree with 6.87×10^10 possible signatures can be initialized in 590 milliseconds. Storing some small Merkle trees in hard disk and memory can speed up Merkle tree signature scheme. Mekle tree signature schemes are fit for trusted computing platform in most scenarios. 展开更多
关键词 digital signature one-time signature merkle tree trusted computing platform
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Cloud Data Encryption and Authentication Based on Enhanced Merkle Hash Tree Method 被引量:1
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作者 J.Stanly Jayaprakash Kishore Balasubramanian +3 位作者 Rossilawati Sulaiman Mohammad Kamrul Hasan B.D.Parameshachari Celestine Iwendi 《Computers, Materials & Continua》 SCIE EI 2022年第7期519-534,共16页
Many organizations apply cloud computing to store and effectively process data for various applications.The user uploads the data in the cloud has less security due to the unreliable verification process of data integ... Many organizations apply cloud computing to store and effectively process data for various applications.The user uploads the data in the cloud has less security due to the unreliable verification process of data integrity.In this research,an enhanced Merkle hash tree method of effective authentication model is proposed in the multi-owner cloud to increase the security of the cloud data.Merkle Hash tree applies the leaf nodes with a hash tag and the non-leaf node contains the table of hash information of child to encrypt the large data.Merkle Hash tree provides the efficient mapping of data and easily identifies the changesmade in the data due to proper structure.The developed model supports privacy-preserving public auditing to provide a secure cloud storage system.The data owners upload the data in the cloud and edit the data using the private key.An enhanced Merkle hash tree method stores the data in the cloud server and splits it into batches.The data files requested by the data owner are audit by a third-party auditor and the multiowner authentication method is applied during the modification process to authenticate the user.The result shows that the proposed method reduces the encryption and decryption time for cloud data storage by 2–167 ms when compared to the existing Advanced Encryption Standard and Blowfish. 展开更多
关键词 Cloud computing cloud data storage cloud service provider merkle hash tree multi-owner authentication third-party auditor
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云环境下运用基于编号Merkle Hash Tree的同态认证方案 被引量:1
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作者 白平 张薇 李聪 《中国科技论文》 CAS 北大核心 2018年第2期181-185,共5页
运用基于算术电路的扩展同态消息认证中的有限延展性编码(encodings with limited malleability)思想,结合基于编号的默克尔哈希树(Merkle Hash Tree)结构,构造了云环境下的基于基于编号Merkle Hash Tree的同态认证方案,用以提供对服务... 运用基于算术电路的扩展同态消息认证中的有限延展性编码(encodings with limited malleability)思想,结合基于编号的默克尔哈希树(Merkle Hash Tree)结构,构造了云环境下的基于基于编号Merkle Hash Tree的同态认证方案,用以提供对服务器之间传输数据的完整性以及原服务器数据的删除性的验证。分析研究表明,本方案对用户外包存储数据的安全性可提供更加可靠的保证。 展开更多
关键词 同态认证 云存储 云数据传输 基于编号的默克尔哈希树
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基于IPFS和Merkle tree存储机制的冷冻面团溯源研究 被引量:1
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作者 武玮 《信息技术与信息化》 2024年第5期149-152,共4页
随着现代生活节奏的加快,冷冻面团因其方便运输、方便存储、保质期长久而受到越来越多的买家认可,但是仍然存在冷冻面团的安全问题。为了应对这些挑战,提出了一种基于以太坊智能合约的冷冻面团追溯模型,设计了基于IPFS(星际文件系统)和M... 随着现代生活节奏的加快,冷冻面团因其方便运输、方便存储、保质期长久而受到越来越多的买家认可,但是仍然存在冷冻面团的安全问题。为了应对这些挑战,提出了一种基于以太坊智能合约的冷冻面团追溯模型,设计了基于IPFS(星际文件系统)和Merkle tree的存储机制。实验结果表明,所提出的模型能够实现对冷冻面团全流程的追溯,且在以太坊中的存储成本低于传统的直接存储方式,这无疑为其在实际应用中的推广提供了有力支持。综上所述,基于以太坊智能合约的追溯模型为冷冻面团的安全管理提供了新的解决思路,有助于提高消费者的信心和推动行业的健康发展。 展开更多
关键词 IPFS merkle tree 冷冻面团 数字签名 智能合约
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Blockchain Merkle-Tree Ethereum Approach in Enterprise Multitenant Cloud Environment
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作者 Pooja Dhiman Santosh Kumar Henge +3 位作者 Sartaj Singh Avinash Kaur Parminder Singh Mustapha Hadabou 《Computers, Materials & Continua》 SCIE EI 2023年第2期3297-3313,共17页
This research paper puts emphasis on using cloud computing with Blockchain(BC)to improve the security and privacy in a cloud.The security of data is not guaranteed as there is always a risk of leakage of users’data.B... This research paper puts emphasis on using cloud computing with Blockchain(BC)to improve the security and privacy in a cloud.The security of data is not guaranteed as there is always a risk of leakage of users’data.Blockchain can be used in a multi-tenant cloud environment(MTCE)to improve the security of data,as it is a decentralized approach.Data is saved in unaltered form.Also,Blockchain is not owned by a single organization.The encryption process can be done using a Homomorphic encryption(HE)algorithm along with hashing technique,hereby allowing computations on encrypted data without the need for decryption.This research paper is composed of four objectives:Analysis of cloud security using Blockchain technology;Exceptional scenario of Blockchain architecture in an enterprise-level MTCE;Implementation of cipher-text policy attribute-based encryption(CPABE)algorithm;Implementation of Merkle tree using Ethereum(MTuE)in a Multi-tenant system.Out of these four objectives,the main focus is on the implementation of CP-ABE algorithm.CP-ABE parameters are proposed for different levels of tenants.The levels include inner tenant,outer tenant,Inner-Outer-Tenant,Inner-Outer-External-Tenant,Outer-Inner-Tenant,External-Outer-Inner-Tenant and the parameters such as token,private key,public key,access tree,message,attribute set,node-level,cipher-text,salting which will help in providing better security using CP-ABE algorithm in a multitenant environment(MTE)where tenants can be provided with different levels of security and achieved 92 percentage of authenticity and access-control of the data. 展开更多
关键词 Blockchain(BC) merkle tree using ethereum(MTuE) multi-tenant environment(MTE) homomorphic encryption(HE) ciphertext policy attribute-based encryption(CP-ABE)
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A Comparison Method of Massive Power Consumption Information Collection Test Data Based on Improved Merkle Tree
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作者 Enguo Zhu Fangbin Ye +1 位作者 Jian Dou Chaoliang Wang 《国际计算机前沿大会会议论文集》 2018年第2期33-33,共1页
关键词 Power CONSUMPTION information COLLECTION HASH algorithmImproved merkle tree Data CONSISTENCY
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基于Merkle哈希树的通信网络异常数据流自动识别方法 被引量:1
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作者 孙树垚 《无线互联科技》 2025年第1期15-18,23,共5页
为解决通信网络在高异常数据比例下识别模型性能退化、F1值偏低的问题,文章设计了一种基于Merkle哈希树的通信网络异常数据流自动识别方法。对通信网络数据流进行预处理,以消除噪声和冗余信息;通过设定合理的阈值对异常评分进行比较,从... 为解决通信网络在高异常数据比例下识别模型性能退化、F1值偏低的问题,文章设计了一种基于Merkle哈希树的通信网络异常数据流自动识别方法。对通信网络数据流进行预处理,以消除噪声和冗余信息;通过设定合理的阈值对异常评分进行比较,从而提取出关键的异常数据流特征;利用Merkle哈希树,建立一个高效的异常数据识别模型,该模型通过哈希树节点的连接机制,在层级间有效传递信息,实现对通信网络中异常数据流的自动识别。实验结果表明,相较于传统方法,基于Merkle哈希树的通信网络异常数据流自动识别方法在各个数据集上的表现更为优越,特别是在数据集4中,取得了0.93的F1值,证明该方法识别通信网络异常数据流的准确性和可靠性,几乎无遗漏。 展开更多
关键词 merkle哈希树 通信网络 哈希树节点 异常数据流 自动识别
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基于SQL数据库和KD-Tree算法的船体型线匹配方法 被引量:1
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作者 余恺 马宁 +1 位作者 史琪琪 孙利 《舰船科学技术》 北大核心 2025年第11期8-14,共7页
为提高船舶初步设计效率,提出一种基于SQL数据库和KD-Tree算法的船舶型线快速匹配方法。针对船舶数据繁多复杂的问题,利用SQL语言保存、分类和提取船舶设计过程中的型线数据和特征线数据,提高了数据的存储和利用效率。针对船体复杂曲面... 为提高船舶初步设计效率,提出一种基于SQL数据库和KD-Tree算法的船舶型线快速匹配方法。针对船舶数据繁多复杂的问题,利用SQL语言保存、分类和提取船舶设计过程中的型线数据和特征线数据,提高了数据的存储和利用效率。针对船体复杂曲面的匹配问题,采取基于特征线描述船体特征,并求解特征线B样条控制点的方法保存船体的曲面特征数据。针对高维度变量的匹配问题,在不同大小的测试集中采用KD-Tree结构保存数据并采用最邻近搜索算法,能将船体型线的搜索匹配速度提高34.31%~84.16%。该方法对提高船舶初步设计效率提供有益的借鉴和帮助。 展开更多
关键词 船体设计 SQL数据库 KD-tree算法 船舶特征线
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Urban tree species classification based on multispectral airborne LiDAR 被引量:1
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作者 HU Pei-Lun CHEN Yu-Wei +3 位作者 Mohammad Imangholiloo Markus Holopainen WANG Yi-Cheng Juha Hyyppä 《红外与毫米波学报》 北大核心 2025年第2期211-216,共6页
Urban tree species provide various essential ecosystem services in cities,such as regulating urban temperatures,reducing noise,capturing carbon,and mitigating the urban heat island effect.The quality of these services... Urban tree species provide various essential ecosystem services in cities,such as regulating urban temperatures,reducing noise,capturing carbon,and mitigating the urban heat island effect.The quality of these services is influenced by species diversity,tree health,and the distribution and the composition of trees.Traditionally,data on urban trees has been collected through field surveys and manual interpretation of remote sensing images.In this study,we evaluated the effectiveness of multispectral airborne laser scanning(ALS)data in classifying 24 common urban roadside tree species in Espoo,Finland.Tree crown structure information,intensity features,and spectral data were used for classification.Eight different machine learning algorithms were tested,with the extra trees(ET)algorithm performing the best,achieving an overall accuracy of 71.7%using multispectral LiDAR data.This result highlights that integrating structural and spectral information within a single framework can improve the classification accuracy.Future research will focus on identifying the most important features for species classification and developing algorithms with greater efficiency and accuracy. 展开更多
关键词 multispectral airborne LiDAR machine learning tree species classification
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基于Extra Trees模型的咪唑类离子液体植物毒性预测及SHAP值分析
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作者 茹雨璇 曹雨希西 +2 位作者 胡肖肖 邵云海 马琳 《宝鸡文理学院学报(自然科学版)》 2025年第3期17-22,44,共7页
目的构建一种高效可行的机器学习模型用于咪唑类离子液体对植物的毒性预测,为绿色、低毒性离子液体的开发提供理论支持和新思路。方法收集200余个咪唑类离子液体对植物的毒性实验数据集,基于SMILES字符串提取分子描述符,构建了一个Extra... 目的构建一种高效可行的机器学习模型用于咪唑类离子液体对植物的毒性预测,为绿色、低毒性离子液体的开发提供理论支持和新思路。方法收集200余个咪唑类离子液体对植物的毒性实验数据集,基于SMILES字符串提取分子描述符,构建了一个Extra Trees预测模型。模型的性能通过决定系数(R^(2))、均方根误差(RMSE)等指标进行评估,并采用SHapley Additive exPlanations(SHAP)值分析预测结果,以量化特征值对毒性预测的贡献程度。结果Extra Trees模型在测试集上显示出良好的预测性能(R^(2)=0.944,RMSE=0.351)。SHAP分析揭示了分子中非极性基团、支链/环状结构、分子量等物理化学性质及分子结构对植物毒性的影响。结论构建的Extra Trees模型能够快速准确地预测咪唑离子液体的植物毒性,具有较好的泛化能力和鲁棒性,可为环境风险评估及绿色离子液体的设计开发提供科学依据。 展开更多
关键词 咪唑离子液体 机器学习 Extra trees模型 植物毒性
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Establishment of an efficient Agrobacterium rhizogenes-mediated hairy root transformation method for subtropical fruit trees 被引量:1
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作者 Mao Yin Yonghua Jiang +4 位作者 Yingjie Wen Fachao Shi Hua Huang Qian Yan Hailun Liu 《Horticultural Plant Journal》 2025年第4期1699-1702,共4页
Agrobacterium tumefaciens-mediated transformation has been widely adopted for plant genetic engineering and the study of gene function(Krenek et al.,2015).This method is prevalent in the genetic transformation of herb... Agrobacterium tumefaciens-mediated transformation has been widely adopted for plant genetic engineering and the study of gene function(Krenek et al.,2015).This method is prevalent in the genetic transformation of herbaceous plants,with notable applications in species such as Arabidopsis(Yin et al.,2024),soybean(Zhang et al.,2024),rice(Zhang et al.,2020),and Chinese cabbage(Li et al.,2021).However,its application in fruit trees is limited.This is primarily due to their long growth cycles and lack of rapid,efficient,and stable transgenic systems,which severely hinders foundational research involving plant genetic transformation(Mei et al.,2024).Furthermore,for subtropical fruit trees,the presence of recalcitrant seeds adds an extra layer of difficulty to genetic transformation(Umarani et al.,2015),as most methods rely on seed germination as a basis for transformation. 展开更多
关键词 study gene function krenek plant genetic engineering hairy root transformation fruit trees agrobacterium rhizogenes subtropical fruit trees genetic transformation chinese cabbage li
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Possibilities of native endophytic fungi as entomopathogenic biocontrol agents at a local scale:the case of deciduous and non-deciduous Mediterranean forest trees 被引量:1
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作者 Álvaro Benito-Delgado Sergio Diez-Hermano Julio Javier Diez 《Journal of Forestry Research》 2025年第3期224-236,共13页
Tree endophytic fungi play an important role in reducing insect herbivory,either by repelling them or kill-ing them directly.Identifying which fungi show such activ-ity could lead to new environmentally friendly pesti... Tree endophytic fungi play an important role in reducing insect herbivory,either by repelling them or kill-ing them directly.Identifying which fungi show such activ-ity could lead to new environmentally friendly pesticides.In this study,the Mediterranean basin climate conditions are projected to harshen in the next decades,will increase vulnerability of tree species to pest invasions.Endophytic fungi were isolated from wood and leaves of Quercus pyr-enaica,Q.ilex and Q.suber and tested for virulence against adults of the mealworm beetle,Tenebrio molitor L.using a direct contact method.Only 3 of 111 sporulating isolates had entomopathogenic activity,all identified as Lecanicillium lecanii.The pathogenicity of L.lecanii on T.molitor resulted in a median lethal time(TL50)of 14-16 d.Compared with commercial products,L.lecanii caused faster insect death than the nematode Steinernema carpocapsae and nuclear polyhedrosis virus(no effect on T.molitor survival),and slower than Beauveria bassiana(TL50=5),Beauveria pseu-dobassiana(TL50=8d)and Bacillus thuriengensis(80%mortality first day after inoculation).Mortality was also accelerated under water stress,reducing TL50 by an addi-tional 33%.Remarkably,water stress alone had a comparable effect on mortality to that of L.lecanii isolates.This study confirms T.molitor as a good model insect for pathogenicity testing and agrees with management policies proposed in the EU Green Deal. 展开更多
关键词 BIOCONTROL PESTICIDE tree pest Native fungi Climate change
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基于Adaboost和Decision Tree的地层岩性预测研究
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作者 杨春曦 肖文梁 +2 位作者 徐亚军 郝梓宇 鲍挺 《地下空间与工程学报》 北大核心 2025年第S2期634-642,650,共10页
本文旨在研究基于Adaboost和Decision Tree算法的地层岩性预测方法,通过对气井的地层岩性实测数据进行分析,筛选出深度、地层电阻率等九种关键地球物理参数,利用上述机器学习算法构建气井地层岩性预测模型。在模型构建过程中,为解决Adab... 本文旨在研究基于Adaboost和Decision Tree算法的地层岩性预测方法,通过对气井的地层岩性实测数据进行分析,筛选出深度、地层电阻率等九种关键地球物理参数,利用上述机器学习算法构建气井地层岩性预测模型。在模型构建过程中,为解决Adaboost SAMME和Decision Tree算法参数选取和优化难点,利用交叉验证法筛选出最优参数组合。结果表明:Adaboost SAMME算法在岩性和地层岩性预测方面表现优异,准确率高达96%以上,相对而言,Decision Tree算法准确率稍低,为87%;模型预测准确率随训练集比例的增大而增加,原始数据随机化处理可以提高模型预测准确率;主成分分析(PCA)效果明显优于奇异值分解(SVD)。研究成果可为地下空间与能源工程钻井的地层岩性预测提供参考。 展开更多
关键词 地层岩性预测 机器学习 ADABOOST Decision tree
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Rapid springtime leaf osmotic adjustment,but low late-seasonal and interannual variation in leaf turgor loss points in three temperate tree species 被引量:1
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作者 Norbert Kunert 《Journal of Forestry Research》 2025年第4期31-40,共10页
Leaf turgor loss point has been recognized as an important plant physiological trait explaining a species’drought tolerance( π_(tlp)).Less is known about the variation of π_(tlp) in time and how seasonal or interan... Leaf turgor loss point has been recognized as an important plant physiological trait explaining a species’drought tolerance( π_(tlp)).Less is known about the variation of π_(tlp) in time and how seasonal or interannual differences in water availability are affecting π_(tlp) as a static trait.I monitored the seasonal variation of π_(tlp) during a drought year starting in early spring with juvenile leaves and assessed the interannual variation in π_(tlp) of fully matured leaves among years with diverting water availability for three temperate broad-leaved tree species.The largest seasonal changes in π_(tlp) occurred during leaf unfolding until leaves were fully developed and matured.After leaves matured,no significant changes occurred for the rest of the vegetation period.Interannual variation that could be related to water availability was only present in one of the three tree species.The results suggest that the investigated species have a rapid period of osmotic adjustment early in the growing season followed by a period of relative stability,when π_(tlp) can be considered as a static trait. 展开更多
关键词 Drought Leaf drought tolerance traits tree mortality Turgor loss point
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基于Merkle树的数据编辑机制
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作者 马泷雨 高飞 李埙 《计算机时代》 2025年第6期28-32,38,共6页
近年来,区块链技术多用于保护和存储多种应用程序的数据。但由于区块链不可篡改的特性,当一个节点选择性编辑部分交易数据或移除敏感数据时,无法直接对局部数据进行修改,须删除整个交易,这样可能会导致节点无法证明区块链上存在合法合... 近年来,区块链技术多用于保护和存储多种应用程序的数据。但由于区块链不可篡改的特性,当一个节点选择性编辑部分交易数据或移除敏感数据时,无法直接对局部数据进行修改,须删除整个交易,这样可能会导致节点无法证明区块链上存在合法合规的数据。对此,可以利用Merkle树结构,允许节点对交易中的特定数据选择性删除,保留其余部分的验证能力。该机制不会破坏区块链的不可篡改性,能解决传统区块链中“全删”或“全保留”的矛盾,从而为用户提供更好的隐私保护。 展开更多
关键词 区块链 选择性编辑 merkle 隐私保护
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