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Robustness and precision evaluation of the form error of micro-structured surfaces using real coded genetic algorithm 被引量:2
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作者 周京博 孙涛 《Journal of Beijing Institute of Technology》 EI CAS 2012年第4期479-486,共8页
To obtain the form error of micro-structured surfaces robustly and accurately, a form er- ror evaluation method was developed based on the real coded genetic algorithm (RCGA). The meth- od employed the average squar... To obtain the form error of micro-structured surfaces robustly and accurately, a form er- ror evaluation method was developed based on the real coded genetic algorithm (RCGA). The meth- od employed the average squared distance as the matching criterion. The point to surface distance was achieved by use of iterative method and the modeling of RCGA for the surface matching was also presented in detail. Parameter selection for RCGA including the crossover rate and population size was discussed. Evaluation results of series simulated surfaces without form error show that this method can achieve the accuracy of root mean square deviation ( Sq ) less than 1 nm and surface pro- file error ( St ) less than 4 nm. Evaluation of the surfaces with different simulated errors illustrates that the proposed method can also robustly obtain the form error with nano-meter precision. The e- valuation of actual measured surfaces further indicates that the proposed method is capable of pre- cisely evaluating micro-structured surfaces. 展开更多
关键词 micro-structured surfaces form error evaluation surface matching real coded geneticalgorithm
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REAL CODED GENETIC ALGORITHM FOR STOCHASTIC HYDROTHERMAL GENERATION SCHEDULING 被引量:3
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作者 Jarnail S.DHILLON J.S.DHILLON D.P.KOTHARI 《Journal of Systems Science and Systems Engineering》 SCIE EI CSCD 2011年第1期87-109,共23页
The intent of this paper is to schedule short-term hydrothermal system probabilistically considering stochastic operating cost curves for thermal power generation units and uncertainties in load demand and reservoir w... The intent of this paper is to schedule short-term hydrothermal system probabilistically considering stochastic operating cost curves for thermal power generation units and uncertainties in load demand and reservoir water inflows. Therefore, the stochastic multi-objective hydrothermal generation scheduling problem is formulated with explicit recognition of uncertainties in the system production cost coefficients and system load, which are treated as random variable. Fuzzy methodology has been exploited for solving a decision making problem involving multiplicity of objectives and selection criterion for best compromised solution. A real-coded genetic algorithm with arithmetic-average-bound-blend crossover and wavelet mutation operator is applied to solve short-term variable-head hydrothermal scheduling problem. Initial feasible solution has been obtained by implementing the random heuristic search. The search is performed within the operating generation limits. Equality constraints that satisfy the demand during each time interval are considered by introducing a slack thermal generating unit for each time interval. Whereas the equality constraint which satisfies the consumption of available water to its full extent for the whole scheduling period is considered by introducing slack hydro generating unit for a particular time interval. Operating limit violation by slack hydro and slack thermal generating unit is taken care using exterior penalty method. The effectiveness of the proposed method is demonstrated on two sample systems. 展开更多
关键词 Stochastic multi-objective optimization real-coded genetic algorithm fuzzy set economicload dispatch
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Efficient Numerical Optimization Algorithm Based on New Real-Coded Genetic Algorithm, AREX + JGG, and Application to the Inverse Problem in Systems Biology 被引量:1
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作者 Asako Komori Yukihiro Maki +2 位作者 Masahiko Nakatsui Isao Ono Masahiro Okamoto 《Applied Mathematics》 2012年第10期1463-1470,共8页
In Systems Biology, system identification, which infers regulatory network in genetic system and metabolic pathways using experimentally observed time-course data, is one of the hottest issues. The efficient numerical... In Systems Biology, system identification, which infers regulatory network in genetic system and metabolic pathways using experimentally observed time-course data, is one of the hottest issues. The efficient numerical optimization algorithm to estimate more than 100 real-coded parameters should be developed for this purpose. New real-coded genetic algorithm (RCGA), the combination of AREX (adaptive real-coded ensemble crossover) with JGG (just generation gap), have applied to the inference of genetic interactions involving more than 100 parameters related to the interactions with using experimentally observed time-course data. Compared with conventional RCGA, the combination of UNDX (unimodal normal distribution crossover) with MGG (minimal generation gap), new algorithm has shown the superiority with improving early convergence in the first stage of search and suppressing evolutionary stagnation in the last stage of search. 展开更多
关键词 Inverse Problem S-SYSTEM FORMALISM Gene REGULATORY Network System Identification real-coded Genetic Algorithm
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SRDAAR-QNPP:a computer code system for the real-time dose assessment of an accident release for Qinshan Nuclear Power Plant 被引量:5
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作者 Hu Erbang Wang Han(China Institute for Radiation Protection, Taiyuan 030006, China) 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 1994年第3期296-309,共14页
The paper presents a computer code system 'SRDAAR- QNPP' for the real-time dose as-sessment of an accident release for Qinshan Nuclear Power Plant. It includes three parts:thereal-time data acquisition system,... The paper presents a computer code system 'SRDAAR- QNPP' for the real-time dose as-sessment of an accident release for Qinshan Nuclear Power Plant. It includes three parts:thereal-time data acquisition system, assessment computer. and the assessment operating code system. InSRDAAR-QNPP, the wind field of the surface and the lower levels are determined hourly by using amass consistent three-dimension diasnosis model with the topographic following coordinate system.A Lagrangin Puff model under changing meteorological condition is adopted for atmosphericdispersion, the correction for dry and wet depositions. physical decay and partial plume penetrationof the top inversion and the deviation of plume axis caused by complex terrain have been taken in-to account. The calculation domain areas include three square grid areas with the sideline 10 km, 40krn and 160 km and a grid interval 0.5 km, 2.0 km, 8.0 km respectively. Three exposure pathwaysare taken into account:the external exposure from immersion cloud and passing puff, the internalexposure from inhalation and the external exposure from contaminated ground. This system is ableto provide the results of concentration and dose distributions within 10 minutes after the data havebeen inputed. 展开更多
关键词 real-TIME dose assessment computer code system nuclear power plant accident.
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Real-coded genetic algorithm for optimal vibration controlof flexible structure
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作者 张宏伟 张彤 +1 位作者 徐世杰 黄文虎 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2000年第3期27-31,共5页
Presents the study on the optimum location of actuators/sensors for active vibration control in aerospace flexible structures with the performance function first built by maximization of dissipation energy due to cont... Presents the study on the optimum location of actuators/sensors for active vibration control in aerospace flexible structures with the performance function first built by maximization of dissipation energy due to control action and a real coded genetic algorithm then proposed to produce a global optimum solution, and proves the feasibility and advantages of this algorithm with the example of a standard test function and a two collocated actuators/sensors cantilever, and comparing the results with those given in the literatures. 展开更多
关键词 active VIBRATION control global OPTIMAL PLACEMENT real codeD GENETIC algorithm actuators/sensors.
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Adaptive Real-Coded Genetic Algorithm for Identifying Motor Systems
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作者 Rong-Fong Fung Chun-Hung Lin 《Modern Mechanical Engineering》 2015年第3期69-86,共18页
In this paper, the main objective is to identify the parameters of motors, which includes a brushless direct current (BLDC) motor and an induction motor. The motor systems are dynamically formulated by the mechanical ... In this paper, the main objective is to identify the parameters of motors, which includes a brushless direct current (BLDC) motor and an induction motor. The motor systems are dynamically formulated by the mechanical and electrical equations. The real-coded genetic algorithm (RGA) is adopted to identify all parameters of motors, and the standard genetic algorithm (SRGA) and various adaptive genetic algorithm (ARGAs) are compared in the rotational angular speeds and fitness values, which are the inverse of square differences of angular speeds. From numerical simulations and experimental results, it is found that the SRGA and ARGA are feasible, the ARGA can effectively solve the problems with slow convergent speed and premature phenomenon, and is more accurate in identifying system’s parameters than the SRGA. From the comparisons of the ARGAs in identifying parameters of motors, the best ARGA method is obtained and could be applied to any other mechatronic systems. 展开更多
关键词 ADAPTIVE real-coded Genetic Algorithm (ARGA) BRUSHLESS Direct Current MOTOR (BLDC) Electrical FAN INDUCTION MOTOR System Identification
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草鱼呼肠孤病毒TaqManreal-time PCR检测方法的建立 被引量:15
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作者 周勇 曾令兵 +4 位作者 范玉顶 徐进 马杰 罗晓松 肖艺 《水产学报》 CAS CSCD 北大核心 2011年第5期774-779,共6页
利用RT-PCR技术扩增出草鱼呼肠孤病毒(GCRV)VP6蛋白编码区长度为1 250 bp的片段,克隆到pEGFP-N1载体上,构建重组质粒pEGFP-N1-VP6。经PCR鉴定确认正确后,以10倍梯度稀释pEGFP-N1-VP6重组质粒,作为标准模板进行TaqMan real-time PCR扩增... 利用RT-PCR技术扩增出草鱼呼肠孤病毒(GCRV)VP6蛋白编码区长度为1 250 bp的片段,克隆到pEGFP-N1载体上,构建重组质粒pEGFP-N1-VP6。经PCR鉴定确认正确后,以10倍梯度稀释pEGFP-N1-VP6重组质粒,作为标准模板进行TaqMan real-time PCR扩增,制作标准曲线,建立了草鱼呼肠孤病毒的荧光定量PCR检测方法。检测结果显示,标准曲线的相关系数(R2)达到0.998 09,斜率为-3.373;对初始模板定量检测的范围为1×101~1×106copies/μL;特异性试验结果表明,该方法可特异性地检测出草鱼呼肠孤病毒,而对鲤春病毒血症病毒(SVCV)、传染性造血器官坏死症病毒(IHNV)无检测信号。本研究建立的草鱼呼肠孤病毒TaqMan real-time PCR方法灵敏度高、特异性强,可进行定量分析,对草鱼出血病快速诊断与病毒病原定量检测有重要意义。 展开更多
关键词 草鱼呼肠孤病毒 VP6蛋白编码基因 TaqManreal-timePCR 检测
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基于Erasure code的实时流媒体传输系统 被引量:1
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作者 王俊博 邢凯 《计算机应用与软件》 2017年第10期214-218,240,共6页
传统的流媒体传输系统需要一定规模的服务器群和集中式的带宽,在丢包问题中大部分采用丢包重传,即带ACK回执和重传的数据报文。提出一种新的容忍丢包和边缘服务器的传输方式,基于Erasure code的可恢复性,实现容忍丢包的发送接收模型。... 传统的流媒体传输系统需要一定规模的服务器群和集中式的带宽,在丢包问题中大部分采用丢包重传,即带ACK回执和重传的数据报文。提出一种新的容忍丢包和边缘服务器的传输方式,基于Erasure code的可恢复性,实现容忍丢包的发送接收模型。采用边缘计算的思想,将集中式的服务器群分散到任意主机上,通过动态地获取服务端地址,将实时数据流分成多块,经由不连续的边缘服务器进行转发,以降低对边缘服务器的带宽要求。可以根据边缘服务器的服务能力的不同分配传输数据量,达到动态的负载均衡。同时该系统具备隐私保护的功能。实验结果表明,该系统即使在较高丢包率和较差的网络环境下,仍然可以保证较低延迟的正常使用。 展开更多
关键词 ERASURE code 网络 流媒体 实时 边缘服务器 边缘计算
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Priority-Based Real-Time Stream Coding over Multi-Channel with Packet Erasures
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作者 Yunkai Wei Qianyu Liu +1 位作者 Zhoucha Hu Yuming Mao 《China Communications》 SCIE CSCD 2017年第1期72-85,共14页
Multi-channel can be used to provide higher transmission ability to the bandwidth-intensive and delay-sensitive real-time streams. However, traditional channel capacity theories and coding schemes are seldom designed ... Multi-channel can be used to provide higher transmission ability to the bandwidth-intensive and delay-sensitive real-time streams. However, traditional channel capacity theories and coding schemes are seldom designed for the real-time streams with strict delay constraint, especially in multi-channel context. This paper considers a real-time stream system, where real-time messages with different importance should be transmitted through several packet erasure channels, and be decoded by the receiver within a fixed delay. Based on window erasure channels and i.i.d.(identically and independently distributed) erasure channels, we derive the Multi-channel Real-time Stream Transmission(MRST) capacity models for Symmetric Real-time(SR) streams and Asymmetric Real-time(AR) streams respectively. Moreover, for window erasures, a Maximum Equilibrium Intra-session Code(MEIC) is presented for SR and AR streams, and is shown able to asymptotically achieve the theoretical MRST capacity. For i.i.d. erasures, we propose an Adaptive Maximum Equilibrium Intra-session Code(AMEIC), and then prove AMEIC can closely approach the MRST transmission capacity. Finally, the performances of the proposed codes are verified by simulations. 展开更多
关键词 real-time stream MULTI-CHANNEL channel coding erasure model transmission capacity
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mRNA Dependent Virtual-Real Substitutions of Nucleotides in Codons: The Dynamics of Their Meanings in the Genome Language
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作者 P. P. Gariaev E. A. Leonova-Gariaeva 《Open Journal of Genetics》 2019年第4期77-90,共14页
This is an attempt to explain mRNA-dependent non-stationary semantic values of codons (triplets) and nucleotides (letters) in codon composition during protein biosynthesis. This explanation is realized by comparing th... This is an attempt to explain mRNA-dependent non-stationary semantic values of codons (triplets) and nucleotides (letters) in codon composition during protein biosynthesis. This explanation is realized by comparing the different protein codes of various biosystem taxa, and, comparing mitochondrial code with the standard code. An initial mRNA transcriptional virtuality (Virtual-Reality) is transformed into material reality at the level of translation of virtual triplets into real (material) amino acids or into a real stop command of protein biosynthesis. The transformation of virtuality into reality occurs de facto when the linguistic sign1 functions of the codon syhoms are realized in the 3’ nucleotide (wobbling nucleotide according to F. Crick) in the process of protein biosynthesis. This corresponds to the theoretical works of the authors of this article. Despite the illusory appearance of semantic arbitrariness during the operation of ribosomes in the mode of codon semantic non-stationarity, this phenomenon probably provides biosystems with an unusually high level of adaptability to changes in the external environment as well as to internal (mental) dynamics of neuron’s genome in the cerebral cortex. The genome’s non-stationarity properties at the nucleotide, codon, gene and mental levels have fractal structure and corresponding dimensions. The highest form of such fractality (with maximum dimension) is probably realized in the genomic continuum of neurons in the human cerebral cortex through this semantic Virtual-to-Real (VR) codon transcoding with the biosynthesis of short-living semantic proteins, as the equivalents of material thinking-consciousness. In fact, this is the language of the brain’s genome, that is, our own language. In this case, the same thing happens in natural, primarily mental (non-verbal) languages. Their materialization is recorded in vocables (sounding words) and in writing. Such writing is the amino acid sequence in the semantic proteins of the human cerebral cortex. Rapidly decaying, such proteins can leave a long-lasting “so-called” Schr&#246;dinger wave holographic memory in the cerebral cortex. The presented below study is purely theoretical and based on a logical approach. The topic of the study is very complex and is subject to further development. 展开更多
关键词 PROTEIN Biosynthesis PROTEIN codes CODONS (Triplets) MRNA Virtual-real (VR) Transcoding Semantics Thinking Consciousness
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论中国特色的意思主义下公示主义物权变动模式 被引量:2
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作者 刘士国 《法治研究》 北大核心 2025年第3期30-43,共14页
我国民法对物权变动,先是在《民法通则》采意思主义,后随着社会主义市场经济的发展,演化为不同于法国的意思主义、德国的形式主义、瑞士的形式主义下折衷主义、西班牙意思主义下折衷主义的有中国特色的意思主义下公示主义,即物权变动以... 我国民法对物权变动,先是在《民法通则》采意思主义,后随着社会主义市场经济的发展,演化为不同于法国的意思主义、德国的形式主义、瑞士的形式主义下折衷主义、西班牙意思主义下折衷主义的有中国特色的意思主义下公示主义,即物权变动以债权合同物权变动意思为依据,动产经交付、不动产经登记发生物权变动效力。正确认识我国的物权变动机制,必须基于中国物权变动演进的社会基础,对《民法典》相关条文作历史解释、体系解释、实质性解释,并对司法审判经验及司法解释条款深入研究,突破国外立法例和理论禁锢。意思主义下公示主义物权变动模式,是中国自主创生的特色鲜明的物权变动理论。 展开更多
关键词 物权变动 意思主义下公示主义 民法典 司法解释
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Facial Analysis for Real-Time Application: A Review in Visual Cues Detection Techniques
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作者 Moi Hoon Yap Hassan Ugail Reyer Zwiggelaar 《通讯和计算机(中英文版)》 2012年第11期1231-1241,共11页
关键词 实时应用程序 计算机视觉 检测技术 人脸检测方法 面部表情 表情分析 交互应用 计算技术
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A real time transmission system of long distance for nuclear logging
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作者 CAO Ping SONG Kezhu YANG Junfeng 《Nuclear Science and Techniques》 SCIE CAS CSCD 2011年第6期366-371,共6页
Some specified chips in traditional Manchester-Ⅱencoding/decoding designs are used to guarantee strictly the stability of the input wave,otherwise the capacity of anti-interference and resilience are degraded serious... Some specified chips in traditional Manchester-Ⅱencoding/decoding designs are used to guarantee strictly the stability of the input wave,otherwise the capacity of anti-interference and resilience are degraded seriously.In this paper,a new Manchester-Ⅱencoding/ decoding system is used for nuclear logging by a 7 000 m armoring cable.A thorough hardware wave tracking decoding algorithm is proposed and realized in a FPGA hardware chip.An on-site measurements show that this transmission system can decode correctly in real time,with a bit error rate of better than 10^(-10). 展开更多
关键词 传输系统 长距离 核测井 编码/解码 曼彻斯特 抗干扰能力 抗灾能力 解码系统
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《萨克逊民法典》的编纂、体系影响及其生命表适用 被引量:1
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作者 徐国栋 《南大法学》 2025年第3期1-20,共20页
萨克逊邦凭借其法学的先锋地位编纂了1863年《萨克逊民法典》。从形式上看,它第一次采用了潘得克顿体系,影响了日本、苏联、韩国、波兰和我国的民法典的结构设计。从内容来看,它第一次规定生命表,明确了民事权利存续的时间维度,把生命... 萨克逊邦凭借其法学的先锋地位编纂了1863年《萨克逊民法典》。从形式上看,它第一次采用了潘得克顿体系,影响了日本、苏联、韩国、波兰和我国的民法典的结构设计。从内容来看,它第一次规定生命表,明确了民事权利存续的时间维度,把生命表推广于年金遗赠以外的包括死亡赔偿、遗产信托、养老财、终身定期金的领域并取得了成功。尔后的民法典因为考虑到人类预期寿命的变动不居性放弃了在民法典中固化生命表,但从未放弃过以民法典外的及时更新的生命表来衡量民法典内规定的民事权利的时间维度。实践证明,我国的立法、司法都不可避免地要运用生命表,但我国这方面的理论准备不足,而《萨克逊民法典》为我们提供了值得借鉴的经验。 展开更多
关键词 《萨克逊民法典》 潘得克顿体系 物权行为 生命表 乌尔比安 终身定期金
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物上之债对现代物权体系的构造路径
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作者 夏沁 《现代法学》 北大核心 2025年第6期132-144,共13页
物尽其用是现代物权立法的中心内容以及现代物权体系的重要理念。物上之债则是可以解释并调配不同物权主体之间的利用关系,充分实现物尽其用的新理论。然而,近代物权立法只是例外地增加了物上之债的内容,并没有突破传统物权体系的桎梏... 物尽其用是现代物权立法的中心内容以及现代物权体系的重要理念。物上之债则是可以解释并调配不同物权主体之间的利用关系,充分实现物尽其用的新理论。然而,近代物权立法只是例外地增加了物上之债的内容,并没有突破传统物权体系的桎梏。充分地纳入物上之债规范以改变物权归属的立法结构,是实现物权体系现代化转型的必然选择。就构造前提而言,须结合物上之债在财产法体系中的附属性地位以及请求给付的实质予以展开;就构造方法而言,可通过区分主要、必要以及辅助等不同类型的物上之债实现体系化的整合路径;就构造内容而言,在因依附产生相应的物权效应下,还应确保物上之债的规范内容满足价值性、合作性和可识别性等特征。具体到规范层面,通过对物上之债属性的定位以及类型的划分,进一步确定物权主体、客体、内容、效力以及责任等适用规则,能够实现其在《民法典》物权编中的系统性安排,从而塑造契合现代化转型的物权体系。 展开更多
关键词 物上之债 现代物权体系 《民法典》物权编
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新型基础测绘地理实体成果质量检查模型 被引量:4
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作者 王帮进 赵骞 +1 位作者 叶远智 章力博 《测绘通报》 北大核心 2025年第2期13-17,40,共6页
实景三维中国地理实体是新型基础测绘的重要成果,在理念、技术、产品和组织模式等方面的创新为质检带来了技术需求和挑战。本文提出了一种二维基础地理实体成果自动化质量检查模型构建方法,采用SQLite数据库索引和北斗网格位置码编码技... 实景三维中国地理实体是新型基础测绘的重要成果,在理念、技术、产品和组织模式等方面的创新为质检带来了技术需求和挑战。本文提出了一种二维基础地理实体成果自动化质量检查模型构建方法,采用SQLite数据库索引和北斗网格位置码编码技术,建立实体中间件检查方法,构建质量检查规则引擎;开发了原型系统,并结合应用实例验证了质量检查模型的可行性。 展开更多
关键词 实景三维 基础地理实体 实体位置码 实体中间件 自动化检查
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以道路高精地图建设为例的部件级实景三维探索 被引量:1
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作者 曾诗晴 陈凯 +3 位作者 陈文典 张勇 曾浩炜 吴亮 《测绘通报》 北大核心 2025年第2期23-27,共5页
随着“实景三维中国”建设目标的深入推进,部件级实景三维产品需求日益增长。本文从顶层设计出发,研究了以道路高精地图为典型代表的部件级实景三维产品全流程建设思路和快速构建方法,阐述了道路高精地图产品的实体化、语义化、三维化... 随着“实景三维中国”建设目标的深入推进,部件级实景三维产品需求日益增长。本文从顶层设计出发,研究了以道路高精地图为典型代表的部件级实景三维产品全流程建设思路和快速构建方法,阐述了道路高精地图产品的实体化、语义化、三维化特征的关键技术,构建具有“一码多态”特征的道路部件级实景三维产品,并以成都高新南区5 km道路路段作为研究区,验证了该技术架构的可行性。研究结果表明,最终的道路高精地图部件产品精度、完整性、一致性等符合规范和设计要求,一定程度上提升了生产效率,也为其他城市部件级实景三维发展建设提供了参考依据。 展开更多
关键词 部件级实景三维 道路高精地图 实体化 一码多态
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基于实数编码遗传算法与连通性模型的油藏历史拟合方法研究
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作者 艾力牙尔·艾尼瓦尔 赵春立 刘峰 《辽宁石油化工大学学报》 2025年第3期57-63,共7页
油藏历史拟合优化问题属于高维系统最优控制问题,选择合适的优化算法对实现良好的拟合效果至关重要。由于梯度类方法在计算目标函数梯度时存在困难,随机性智能优化算法被广泛应用于油藏优化过程。提出了一种基于实数编码遗传算法(RGA)... 油藏历史拟合优化问题属于高维系统最优控制问题,选择合适的优化算法对实现良好的拟合效果至关重要。由于梯度类方法在计算目标函数梯度时存在困难,随机性智能优化算法被广泛应用于油藏优化过程。提出了一种基于实数编码遗传算法(RGA)与连通性模型的油藏历史拟合问题的方法。该方法无须编码解码操作,直接将传统方法求解得到的可行解作为改进遗传算法的初始参数,可有效降低搜索空间的复杂性;在RGA中,采用实数编码直接表示参数,算法能够处理连续变量,可提升搜索的精度和收敛速度;引入自适应选择策略、交叉与变异操作,可进一步优化算法性能。结果表明,RGA能够有效提高拟合效果,并在较短时间内获得较优解,该方法在油藏历史拟合领域具有广阔的应用前景。 展开更多
关键词 油藏历史拟合 优化算法 实数编码 遗传算法 油藏数值模拟
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供应链中断和需求不确定下的制造业多级供应链决策优化
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作者 赵楠 冯春 《工业工程》 2025年第2期141-149,共9页
在全球经济一体化的背景下,优化多级供应链网络以减少运营延迟并应对中断和需求不确定性至关重要。传统方法往往分别处理供应链中断和需求不确定性这两类问题,导致解决方案的碎片化。本文提出一种多目标决策模型,构建一个三级供应链网... 在全球经济一体化的背景下,优化多级供应链网络以减少运营延迟并应对中断和需求不确定性至关重要。传统方法往往分别处理供应链中断和需求不确定性这两类问题,导致解决方案的碎片化。本文提出一种多目标决策模型,构建一个三级供应链网络模型,并采用实数编码遗传算法进行优化。该算法结合了微观精准与宏观灵活性,能够在多目标优化中实现成本最小化和服务水平最大化。模型考虑供应链中断的随机性,采用几何分布模拟中断间隔时间,并通过遗传算法进行动态优化,以适应市场和供应条件的变化。实验结果表明,经过多次仿真验证,该模型平均在4.9 s内能够实现高效决策,展示了强大的鲁棒性和适应性。即使在各种参数变化的情况下,模型依然能够维持优化性能。与传统的线性规划、混合整数规划和动态规划模型相比,该模型在决策速度、成本控制和服务水平方面均表现优异,尤其在应对供应链中断和需求不确定性方面,提供了更为灵活和高效的解决方案。 展开更多
关键词 多级供应链优化 供应链中断 需求不确定性 多目标决策模型 实数编码遗传算法
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基于多方向交叉算子的改进实数遗传算法研究
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作者 宋莹莹 闫菲菲 陈信新 《工业控制计算机》 2025年第6期77-78,共2页
针对实数遗传算法在求解复杂参数优化问题时容易陷入局部最优区域和求解精度低等问题,提出一种改进实数遗传算法(IRCGA)。算法改进之处在于引入了截断排序分组选择(TSGS)算子和多方向交叉(MCX)算子。TSGS算子按截断阈值从种群中截取一... 针对实数遗传算法在求解复杂参数优化问题时容易陷入局部最优区域和求解精度低等问题,提出一种改进实数遗传算法(IRCGA)。算法改进之处在于引入了截断排序分组选择(TSGS)算子和多方向交叉(MCX)算子。TSGS算子按截断阈值从种群中截取一定数量的优质个体进行分组配对操作,能够在保留优质父代基因的同时增大配对个体差异性,有助于维持种群多样性。MCX算子通过产生多个交叉方向,提升子代个体质量,使算法具有较强的搜索能力和收敛速度。在20个基准测试函数和实际参数优化问题的基础上与其他算法进行仿真对比试验,验证IRCGA的有效性和可行性。 展开更多
关键词 实数遗传算法 选择算子 交叉算子 参数优化
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