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Multi-Time Scale Optimal Scheduling of a Photovoltaic Energy Storage Building System Based on Model Predictive Control
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作者 Ximin Cao Xinglong Chen +2 位作者 He Huang Yanchi Zhang Qifan Huang 《Energy Engineering》 EI 2024年第4期1067-1089,共23页
Building emission reduction is an important way to achieve China’s carbon peaking and carbon neutrality goals.Aiming at the problem of low carbon economic operation of a photovoltaic energy storage building system,a ... Building emission reduction is an important way to achieve China’s carbon peaking and carbon neutrality goals.Aiming at the problem of low carbon economic operation of a photovoltaic energy storage building system,a multi-time scale optimal scheduling strategy based on model predictive control(MPC)is proposed under the consideration of load optimization.First,load optimization is achieved by controlling the charging time of electric vehicles as well as adjusting the air conditioning operation temperature,and the photovoltaic energy storage building system model is constructed to propose a day-ahead scheduling strategy with the lowest daily operation cost.Second,considering inter-day to intra-day source-load prediction error,an intraday rolling optimal scheduling strategy based on MPC is proposed that dynamically corrects the day-ahead dispatch results to stabilize system power fluctuations and promote photovoltaic consumption.Finally,taking an office building on a summer work day as an example,the effectiveness of the proposed scheduling strategy is verified.The results of the example show that the strategy reduces the total operating cost of the photovoltaic energy storage building system by 17.11%,improves the carbon emission reduction by 7.99%,and the photovoltaic consumption rate reaches 98.57%,improving the system’s low-carbon and economic performance. 展开更多
关键词 Load optimization model predictive control multi-time scale optimal scheduling photovoltaic consumption photovoltaic energy storage building
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基于改进Blocking策略的模型预测控制技术 被引量:1
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作者 潘健 刘昌龙 《湖北工业大学学报》 2017年第1期51-55,共5页
针对模型预测控制(MPC)在线优化计算复杂的缺陷,在采用输入分块(Input blocking)策略对输入序列进行固定分块的基础上,,提出了一种移动分块(Move blocking)策略,通过变化的blocking矩阵降低控制量的自由度,从而有效降低模型预测控制在... 针对模型预测控制(MPC)在线优化计算复杂的缺陷,在采用输入分块(Input blocking)策略对输入序列进行固定分块的基础上,,提出了一种移动分块(Move blocking)策略,通过变化的blocking矩阵降低控制量的自由度,从而有效降低模型预测控制在线优化过程中的计算复杂度。同时能够在满足约束条件下保证系统输出紧密跟踪期望值。以四旋翼无人机系统为控制对象,在构建模型基础上,仿真验证了该算法的有效性。 展开更多
关键词 MPC 移动分块 计算复杂度
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QoE Assessment of Group Synchronization Control Scheme with Prediction in Work Using Haptic Media 被引量:1
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作者 Pingguo Huang Yutaka Ishibashi +1 位作者 Norishige Fukushima Shinji Sugawara 《International Journal of Communications, Network and System Sciences》 2012年第6期321-331,共11页
This paper proposes a group synchronization control scheme with prediction in work using haptic media. The scheme adjusts the output timing among multiple terminals and keeps the interactivity high. It outputs positio... This paper proposes a group synchronization control scheme with prediction in work using haptic media. The scheme adjusts the output timing among multiple terminals and keeps the interactivity high. It outputs position information by predicting the future position later than the position included in the last-received information by a fixed amount of time. It also advances the output time of position information at each local terminal by the same amount of time. We deal with two different types of work using haptic media so as to demonstrate the effectiveness of the scheme. We assess the output quality of haptic media for the two types of work subjectively and objectively by Quality of Experience (QoE) assessment. We further clarify the relationship between subjective and objective assessment results. 展开更多
关键词 Group Synchronization Control prediction Control HAPTIC MEDIA Remote Drawing Instruction Play with Building blocks Collaborative WORK QOE ASSESSMENT
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Prediction of long-term creep behavior and lifetime of PPC pipe materials by linear extrapolation
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作者 胡立江 刘志刚 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2002年第2期170-175,共6页
The universal creep equation relates creep behavior (ε/ε 0) to aging time (t a), coefficient of retardation time (β), and intrinsic time (t 0). The relation was used to treat the creep experimental ... The universal creep equation relates creep behavior (ε/ε 0) to aging time (t a), coefficient of retardation time (β), and intrinsic time (t 0). The relation was used to treat the creep experimental data for pipe specimens of polypropylene block copolymer (PPC), which were aged for different days (short term) and tested under different stress levels at a certain temperature. Then unified master lines were constructed with the treated data and curves according to the universal equation. The master straight lines can be used for extrapolation to predict the long term creep behavior and lifetime of the pipe materials of PPC in the same way as plate materials. 展开更多
关键词 polypropylene block copolymer(PPC) prediction creep LIFETIME universal function UNITED master line
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Predictive Block-Matching Algorithm for Wireless Video Sensor Network Using Neural Network
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作者 Zhuge Yan Siu-Yeung Cho Sherif Welsen Shaker 《Journal of Computer and Communications》 2017年第10期66-77,共12页
This paper proposed a back propagation neural network model for predictive block-matching. Predictive block-matching is a way to significantly decrease the computational complexity of motion estimation, but the tradit... This paper proposed a back propagation neural network model for predictive block-matching. Predictive block-matching is a way to significantly decrease the computational complexity of motion estimation, but the traditional prediction model was proposed 26 years ago. It is straight forward but not accurate enough. The proposed back propagation neural network has 5 inputs, 5 neutrons and 1 output. Because of its simplicity, it requires very little calculation power which is negligible compared with existing computation complexity. The test results show 10% - 30% higher prediction accuracy and PSNR improvement up to 0.3 dB. The above advantages make it a feasible replacement of the current model. 展开更多
关键词 Wireless Sensor NETWORK predictIVE block-MATCHING NEURAL NETWORK High Efficaciously Video CODING
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基于OpenBlock的飞行训练维修经费仿真系统设计
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作者 王强 严盛文 刘晓东 《装备学院学报》 2013年第3期126-131,共6页
基于框图建模的方法,在柔性仿真环境OpenBlock中设计维修经费仿真系统,对系统的主要模块功能和实现进行了分析;构建仿真系统中的飞行计划生成、决策、大修、飞行前检查和定检等关键模型,对飞行训练中维修经费复杂消耗过程进行抽象描述,... 基于框图建模的方法,在柔性仿真环境OpenBlock中设计维修经费仿真系统,对系统的主要模块功能和实现进行了分析;构建仿真系统中的飞行计划生成、决策、大修、飞行前检查和定检等关键模型,对飞行训练中维修经费复杂消耗过程进行抽象描述,实现了维修经费定量评价。最后以某团年度飞行训练维修经费仿真为例进行分析,结果表明,文中方法满足维修经费预测的精确性要求,为飞行训练经费管理提供了有效工具。 展开更多
关键词 维修经费预测 维修经费管理 框图建模 训练仿真
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Prediction of Wintertime Northern Hemisphere Blocking by the NCEP Climate Forecast System 被引量:4
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作者 贾小龙 杨崧 +1 位作者 宋文玲 贺斌 《Journal of Meteorological Research》 SCIE 2014年第1期76-90,共15页
Daily output from the hindcasts by the NCEP Climate Forecast System version 2 (CFSv2) is analyzed to understand CFSv2's skill in forecasting wintertime atmospheric blocking in the Northern Hemisphere. Prediction sk... Daily output from the hindcasts by the NCEP Climate Forecast System version 2 (CFSv2) is analyzed to understand CFSv2's skill in forecasting wintertime atmospheric blocking in the Northern Hemisphere. Prediction skills of sector blocking, sector-blocking episodes, and blocking onset/decay are assessed with a focus on the Euro-Atlantic sector (20°W-45°E) and the Pacific sector (160°E 135°W). Features of associated circulation and climate patterns are also examined. The CFSv2 well captures the observed features of longitudinal distribution of blocking activity, but underestimates blocking frequency and intensity and shows a decreasing trend in blocking frequency with increasing forecast lead time. Within 14-day lead time, the Euro-Atlantic sector blocking receives a higher skill than the Pacific sector blocking. Skillful forecast (taking the hit rate of 50~ as a criterion) can be obtained up to 9 days in the Euro-Atlantic sector, which is slightly longer than that in the Pacific sector (7 days). The forecast skill of sector-blocking episodes is slightly lower than that of sector blocking in both sectors, and it is slightly higher in the Euro-Atlantic sector than in the Pacific sector. Compared to block onset, the skill for block decay is lower in the Euro-Atlantic sector, slightly higher in the Pacific sector during the early three days but lower after three days in lead time. In both the Euro-Atlantic and the Pacific sectors, a local dipole pattern in 500-hPa geopotential height associated with blocking is well presented in the CFSv2 prediction, but the wave-train like pattern that is far away from the blocking sector can only maintain in the forecast of relative short lead time. The CFSv2 well reproduces the observed characteristics of local temperature and precipitation anomalies associated with blocking. 展开更多
关键词 sector blocking prediction skill CFSv2 lead time
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基于Blocked force方法的结构振动响应预测 被引量:1
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作者 刘念思 翁建生 郑子健 《振动与冲击》 EI CSCD 北大核心 2020年第21期126-131,共6页
振动噪声源特性识别一直是汽车开发中的重要任务,针对传统传递路径分析中获取激励的局限性,提出了基于Blocked force方法的传递路径分析方法,可以直接测得等效力代替激励源分析结构振动。对Blocked force方法进行理论推导,验证了理论的... 振动噪声源特性识别一直是汽车开发中的重要任务,针对传统传递路径分析中获取激励的局限性,提出了基于Blocked force方法的传递路径分析方法,可以直接测得等效力代替激励源分析结构振动。对Blocked force方法进行理论推导,验证了理论的准确性。针对电子制动助力器工作激励引起的结构噪声问题进行应用研究,选取前围板振动加速度作为研究对象。结果表明,该方法预测的前围板振动响应和试验测试值吻合,验证了Blocked force方法的工程可行性,为整车开发中电子制动助力器结构噪声优化提供理论依据。 展开更多
关键词 传递路径分析 结构噪声 blocked force 响应预测
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Reversible Data Hiding Based on Pixel-Value-Ordering and Pixel Block Merging Strategy 被引量:1
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作者 Wengui Su Xiang Wang Yulong Shen 《Computers, Materials & Continua》 SCIE EI 2019年第6期925-941,共17页
With the reversible data hiding method based on pixel-value-ordering,data are embedded through the modification of the maximum and minimum values of a block.A significant relationship exists between the embedding perf... With the reversible data hiding method based on pixel-value-ordering,data are embedded through the modification of the maximum and minimum values of a block.A significant relationship exists between the embedding performance and the block size.Traditional pixel-value-ordering methods utilize pixel blocks with a fixed size to embed data;the smaller the pixel blocks,greater is the embedding capacity.However,it tends to result in the deterioration of the quality of the marked image.Herein,a novel reversible data hiding method is proposed by incorporating a block merging strategy into Li et al.’s pixel-value-ordering method,which realizes the dynamic control of block size by considering the image texture.First,the cover image is divided into non-overlapping 2×2 pixel blocks.Subsequently,according to their complexity,similarity and thresholds,these blocks are employed for data embedding through the pixel-value-ordering method directly or after being emerged into 2×4,4×2,or 4×4 sized blocks.Hence,smaller blocks can be used in the smooth region to create a high embedding capacity and larger blocks in the texture region to maintain a high peak signal-to-noise ratio.Experimental results prove that the proposed method is superior to the other three advanced methods.It achieves a high embedding capacity while maintaining low distortion and improves the embedding performance of the pixel-value-ordering algorithm. 展开更多
关键词 Reversible data hiding pixel-value-ordering prediction error expansion dynamic block partition
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A Steganography Based on Optimal Multi-Threshold Block Labeling
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作者 Shuying Xu Chin-Chen Chang Ji-Hwei Horng 《Computer Systems Science & Engineering》 SCIE EI 2023年第1期721-739,共19页
Hiding secret data in digital images is one of the major researchfields in information security.Recently,reversible data hiding in encrypted images has attracted extensive attention due to the emergence of cloud servi... Hiding secret data in digital images is one of the major researchfields in information security.Recently,reversible data hiding in encrypted images has attracted extensive attention due to the emergence of cloud services.This paper proposes a novel reversible data hiding method in encrypted images based on an optimal multi-threshold block labeling technique(OMTBL-RDHEI).In our scheme,the content owner encrypts the cover image with block permutation,pixel permutation,and stream cipher,which preserve the in-block correlation of pixel values.After uploading to the cloud service,the data hider applies the prediction error rearrangement(PER),the optimal threshold selection(OTS),and the multi-threshold labeling(MTL)methods to obtain a compressed version of the encrypted image and embed secret data into the vacated room.The receiver can extract the secret,restore the cover image,or do both according to his/her granted authority.The proposed MTL labels blocks of the encrypted image with a list of threshold values which is optimized with OTS based on the features of the current image.Experimental results show that labeling image blocks with the optimized threshold list can efficiently enlarge the amount of vacated room and thus improve the embedding capacity of an encrypted cover image.Security level of the proposed scheme is analyzed and the embedding capacity is compared with state-of-the-art schemes.Both are concluded with satisfactory performance. 展开更多
关键词 Reversible data hiding encryption image prediction error compression multi-threshold block labeling
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A new coal reservoir permeability model considering the influence of pulverized coal blockage and its application
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作者 Shi Juntai Wu Jiayi +5 位作者 Fang Yexin Lu Jiaguo Hou Chenhong Li Xiangfang Zhang Sui'an Xiong Xianyue 《Natural Gas Industry B》 2021年第1期67-78,共12页
In order to accurately predict the production performance of coalbed methane(CBM)wells and to formulate a reasonable production system,this paper established a coal reservoir permeability model considering the influen... In order to accurately predict the production performance of coalbed methane(CBM)wells and to formulate a reasonable production system,this paper established a coal reservoir permeability model considering the influence of pulverized coal blockage.Then,on the basis of this model,the flow velocity sensitivity(FVS)experimental data of 15 groups of coal samples taken from the Baode Block,Qinshui Basin,Liulin Block,Hancheng Block,and the Huanglong Coalfield were fitted to determine the permeability models for different coal samples.On this basis,this newly established permeability model was incorporated into a previously developed CBM well performance analysis software,and production history matching was carried out on two CBM wells.Finally,the effects of the parameters of pulverized coal blockage on the permeability of coal reservoirs and the production performance of CBM wells were studied by taking the fitting parameters of CBM Well W1 as the reference.And the following research results are obtained.First,this new model considering the influence of pulverized coal blockage can quantitatively describe the variation of coal reservoir permeability with fluid velocity.In addition,this model can be incorporated into a CBM numerical simulation software or a CBM well performance analysis software to apply it in a wide range.Second,the coal reservoir permeability is less affected by pulverized coal blockage in the Baode Block,but this effect shall not be ignored in the Qinshui Basin and the Huanglong Coalfield.Third,the greater the theoretical maximum permeability damage degree(D_(max))and the permeability damage degree index(n)are,the lower the relative flow velocity(v0.5)corresponding to the critical flow velocity of pulverized coal blockage is and the more obvious the effect of pulverized coal blockage on coal reservoir permeability is.Fourth,in order to reduce the adverse effect of pulverized coal blockage on coal reservoir permeability,it is suggested to reduce the production pressure difference appropriately in the process of production,especially in the initial stage of gas production,so as to avoid severe damage to coal reservoir permeability. 展开更多
关键词 Coalbed methane Pulverized coal Flow velocity sensitivity Dynamic permeability Productivity prediction Baode block Qinshui basin Liulin block Hancheng block Huanglong Coalfield
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Optimization of the key geological target parameters of shale-gas horizontal wells in the Changning Block,Sichuan Basin
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作者 Yang Hongzhi Zhang Xiaotao +3 位作者 Chen Man Wu Jianfa Zhang Jian You Chuanqiang 《Natural Gas Industry B》 2016年第6期571-576,共6页
In recent years,great progress has been made in geologic evaluation,engineering test and development optimization of the Lower Cambrian Wufeng FmeLower Silurian Longmaxi Fm shale gas in the Sichuan Basin,and the main ... In recent years,great progress has been made in geologic evaluation,engineering test and development optimization of the Lower Cambrian Wufeng FmeLower Silurian Longmaxi Fm shale gas in the Sichuan Basin,and the main shale gas exploitation technologies have been un-derstood preliminarily.In addition,scale productivity construction has been completed in Jiaoshiba,Changning and Weiyuan blocks.In this paper,the Wufeng FmeLongmaxi Fm shale gas wells in Changning Block were taken as the study object to provide technical reference for the development design of similar shale-gas horizontal wells.The technology combining geology with engineering,dynamic with static,and statistical analysis with simulation prediction was applied to quantify the main factors controlling shale-gas well productivity,develop the shale-gas well production prediction model,and optimize the key technical parameters of geologic target of shale-gas horizontal wells in the block(e.g.roadway orientation,location and spacing,horizontal section length and gas well production index).In order to realize high productivity of shale gas wells,it is necessary to maximize the included angle between the horizontal section orientation and the maximum major stress and fracture development direction,deploy horizontal-well roadway in top-quality shale layers,and drill the horizontal section in type I reservoirs over 1000 m long.It is concluded that high productivity of shale gas wells is guaranteed by the horizontal-well wellbore integrity and the optimized low-viscosity slickwater and ceramsite fracturing technology for complex fracture creation.Based on the research results,the technical policies for shale gas development of Changning Block are prepared and a guidance and reference are provided for the shale gas development and productivity construction in the block and the development design of similar shale-gas horizontal wells. 展开更多
关键词 Sichuan Basin Changning block Late Cambrian-Early Silurian Shale gas Horizontal well Productivity evaluation prediction model Technical parameter Development design
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新疆地区现今地壳变形特征与强震危险性概率预测 被引量:1
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作者 陈长云 尹海权 《地震地质》 北大核心 2025年第2期384-404,共21页
文中基于GNSS速度场结果利用球面最小二乘配置方法计算获取2024年1月23日乌什M_(S)7.1地震前新疆地区现今的地壳变形特征。基于活动块体基本概念,结合区域地震地质数据将新疆及其邻区划分为17个活动块体,利用三维弹性块体模型计算了活... 文中基于GNSS速度场结果利用球面最小二乘配置方法计算获取2024年1月23日乌什M_(S)7.1地震前新疆地区现今的地壳变形特征。基于活动块体基本概念,结合区域地震地质数据将新疆及其邻区划分为17个活动块体,利用三维弹性块体模型计算了活动块体及其边界断裂带的滑动速率。基于块体划分结果,将研究区划分为91个潜在地震危险区。将基于GNSS速度场反演得到的断层滑动速率、面应变率等大地测量结果应用到经典强震危险性概率预测中,给出各潜在危险区的强震危险性概率预测结果,并综合分析了乌什7.1级地震与区域地壳变形特征和强震概率预测结果之间的关系。结果表明,新疆地区的速度场、应变率场和主要边界断裂带的滑动速率均具有明显的分区特征。速度场方向变化与动力背景有关,大小变化与天山构造带的吸收作用有关。南天山西段主压应变特征最为明显,其次是阿尔金断裂带。各块体边界断裂带中NW走向的断裂带以右旋走滑运动为主,NE或近EW向的断裂带以左旋走滑运动为主,整个天山地区以挤压变形为主。基于乌什地震震前数据获取的高概率危险区段主要集中在南天山西段,包括NE走向的迈丹断裂带、那拉提断裂带和乌孙山脊断裂带,NW走向的塔拉斯-费尔干纳断裂带和克孜勒陶断裂带北西段等。北天山强震危险概率相对较高的区域包括阜康断裂带、博格达断裂带西段等。乌什7.1级地震发生在高发震概率迈丹断裂带上,验证了方法的有效性。 展开更多
关键词 乌什地震 地壳变形 应变率 块体模型 滑动速率 概率预测
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鄂尔多斯盆地神府区块深部煤层气井产量主控因素及合理压裂规模优化 被引量:4
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作者 孙立春 刘佳 +2 位作者 李娜 李新泽 文恒 《石油实验地质》 北大核心 2025年第1期43-53,共11页
鄂尔多斯盆地神府区块深层煤层气井产量差异大,主控因素认识不清。为进一步揭示神府区块深层煤层气井生产规律,查明气井产能关键影响因素,指导深层煤层气高效开发,基于神府区块基础地质资料、生产数据和前人研究成果,剖析了区内典型煤... 鄂尔多斯盆地神府区块深层煤层气井产量差异大,主控因素认识不清。为进一步揭示神府区块深层煤层气井生产规律,查明气井产能关键影响因素,指导深层煤层气高效开发,基于神府区块基础地质资料、生产数据和前人研究成果,剖析了区内典型煤层气井生产动态特征,从单井对比、整体规律上认识神府区块深层煤层气井产量主控因素,其中含气量和压裂规模对产量影响较大。利用皮尔逊多元相关系数回归技术对各产能影响因素进行了定量评价,确定深层煤层气压后产能的影响因素,按相关性排序依次为:含气量>压裂砂量>施工排量>压裂液量>构造深度>厚度。明确地质条件一定时,合理的压裂规模是深部煤层气井高效开发的关键。并综合不同专业形成了“地质气藏—压裂—经济评价”多专业一体化研究方法,以经济效益为目标,利用数值模拟方法进行深层煤层气井井距和压裂规模耦合优化研究,确定神府区块最优井距为300 m、最优簇间距20 m、最优裂缝半长120 m,为神府区块深层煤层气资源高效开发提供技术支撑。 展开更多
关键词 井距 压裂规模 产量主控因素 产量预测模型 深层煤层气 神府区块 鄂尔多斯盆地
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骨科手术神经阻滞后爆发痛风险预测模型的建立与验证
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作者 刘曙光 张春燕 +1 位作者 刘晶晶 韩劲松 《海南医学》 2025年第11期1569-1575,共7页
目的基于围术期资料和麻醉因素建立骨科手术神经阻滞后爆发痛风险的预测模型及检验。方法选取2022年10月至2024年7月周口市中心医院收治的298例骨科手术神经阻滞患者纳入研究,按照7:3比例分为建模集208例和验证集90例,对爆发痛进行单因... 目的基于围术期资料和麻醉因素建立骨科手术神经阻滞后爆发痛风险的预测模型及检验。方法选取2022年10月至2024年7月周口市中心医院收治的298例骨科手术神经阻滞患者纳入研究,按照7:3比例分为建模集208例和验证集90例,对爆发痛进行单因素分析、随机森林分析和最小绝对收缩与选择算子(LASSO)回归分析,构建风险预测模型,并加以验证。结果单因素分析结果显示,年龄≥60岁(OR=0.504)、神经阻滞药物为布比卡因脂质体(OR=0.502)、超前镇痛(OR=0.492)、局麻药复合使用地塞米松(OR=0.485)、女性(OR=1.354)、术前VAS评分≥4分(OR=1.601)、上肢手术患者(OR=1.861)、手术时间≥2 h(OR=2.428)、合并骨质疏松(OR=2.192)为骨科手术神经阻滞后发生爆发痛的影响因素;随机森林-LASSO回归结果显示,年龄、术前VAS评分、手术部位、神经阻滞药物、超前镇痛、局麻药复合使用地塞米松、合并骨质疏松是骨科手术神经阻滞后爆发痛的独立预测因子(P<0.05);基于随机森林-LASSO回归构建的风险预测模型一致性指数(C-index)为0.806;受试者工作特征(ROC)曲线、校准曲线结果显示,该模型在建模集和验证集中的ROC曲线下面积(AUC)值分别为0.806(95%CI:0.747~0.864)和0.836(95%CI:0.748~0.924);Hosmer-Lemeshow拟合优度检验显示,该模型拟合良好。结论骨科手术神经阻滞后爆发痛的独立预测因子为年龄、术前VAS评分、手术部位、神经阻滞药物、超前镇痛、局麻药复合使用地塞米松、合并骨质疏松,基于此构建的风险预测模型的区分度、准确性较高,预测能力较强,有助于辅助早期捕获、识别骨科手术神经阻滞后爆发痛患者,为临床治疗提供参考依据。 展开更多
关键词 骨科手术 神经阻滞 爆发痛 风险预测模型 影响因素 模型验证
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基于四叉树加密与自适应块编码的密文图像可逆数据隐藏 被引量:3
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作者 韩娟 周思琪 平萍 《计算机工程》 北大核心 2025年第2期202-212,共11页
随着云计算和云存储场景中图像安全和用户隐私需求日益增加,密文图像可逆数据隐藏技术备受关注。相较于加密前预留空间(RRBE)的方法,传统的加密后腾出空间(VRAE)技术通常在加密过程中破坏了原始图像像素间的相关性,导致嵌入率降低,从而... 随着云计算和云存储场景中图像安全和用户隐私需求日益增加,密文图像可逆数据隐藏技术备受关注。相较于加密前预留空间(RRBE)的方法,传统的加密后腾出空间(VRAE)技术通常在加密过程中破坏了原始图像像素间的相关性,导致嵌入率降低,从而限制其应用广泛性。为提升VRAE的嵌入率同时确保图像安全,提出一种可用于云计算环境的基于四叉树加密和自适应预测误差编码的加密图像可逆数据隐藏方案。首先,采用基于四叉树的分区置乱加密算法,在确保图像安全性的同时保证块内像素的相关性,并利用中值边缘预测器获取块内像素值的预测误差;其次,对预测误差的数值位进行自适应块编码,根据块的大小采用不同的编码方法,从而有效压缩数据并腾出空间供数据嵌入。实验结果表明,与现有的密文域可逆数据隐藏方案相比,该方案更有效地利用了像素间的相关性,提高了秘密信息的嵌入能力,在BOSSBase和BOWS-2数据集上平均嵌入率分别达到3.332 bit/pixel和3.289 bit/pixel,比现有先进的VRAE方法分别提高0.117 bit/pixel和0.175 bit/pixel。 展开更多
关键词 可逆数据隐藏 图像安全 自适应块编码 预测误差 四叉树加密
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基于MCB-Mamba-FECA的水产养殖溶解氧长期预测模型
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作者 刘同来 陈子昂 +3 位作者 崔猛 庞惠元 刘双印 徐龙琴 《农业工程学报》 北大核心 2025年第15期183-191,共9页
为了提高大规模水产养殖的效率、降低养殖风险,并为养殖人员提供充足的反应时间以应对溶解氧(dissolved oxygen,DO)浓度的异常变化,该研究基于混合卷积块(mixed convolution block,MCB)改进的Mamba模型和频率增强通道注意力机制(frequen... 为了提高大规模水产养殖的效率、降低养殖风险,并为养殖人员提供充足的反应时间以应对溶解氧(dissolved oxygen,DO)浓度的异常变化,该研究基于混合卷积块(mixed convolution block,MCB)改进的Mamba模型和频率增强通道注意力机制(frequency enhanced channel attention,FECA),提出了一种高精度的水产养殖DO长期预测模型MCB-Mamba-FECA(MMFA)。首先,创新性引入了MCB以增强Mamba模型对短期复杂时序模式的捕获能力,实现对水质数据长短期依赖关系的均衡建模。此外,设计了FECA以提取水质数据中的频域特征,通过自适应权重调整强化关键频率信息的表达,从而更好地捕捉水质数据中显著的周期性与高频扰动。最后,在广州南沙某养殖厂对该模型进行了试验验证。结果表明,该研究提出的MMFA模型在DO单步预测中能够与大多数DO预测模型的性能齐平,而在更具挑战性的长期预测任务中则表现更加出色。在120 min(24步)的预测任务中相比次优模型平均绝对百分比误差、均方根误差和平均绝对误差分别降低了26.37%、14.29%和26.48%,为水产养殖的智能化管控提供了可靠的技术支撑。 展开更多
关键词 水产养殖 溶解氧预测 长期预测 Mamba 混合卷积块 频域
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犬离体肌肉组织微波消融区域的预测
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作者 FOO Eric Wenhao 皮继昂 +4 位作者 赵艳兵 刘永旺 杨珊 张磊 邓益锋 《畜牧与兽医》 北大核心 2025年第11期115-121,共7页
旨在探索犬离体肌肉组织微波消融(MWA)形成的消融区域大小与消融功率、消融持续时间之间的关系,通过回归分析建立消融区域的预测模型,为MWA技术的兽医临床应用提供理论支持。以不同消融功率和消融持续时间的组合对48块犬离体肌肉进行MWA... 旨在探索犬离体肌肉组织微波消融(MWA)形成的消融区域大小与消融功率、消融持续时间之间的关系,通过回归分析建立消融区域的预测模型,为MWA技术的兽医临床应用提供理论支持。以不同消融功率和消融持续时间的组合对48块犬离体肌肉进行MWA,通过超声波(US)、电子计算机断层扫描(CT)和直接测量方法评估消融区域的纵径、横径及前后径,回归分析后,探索消融功率、消融持续时间与消融区域大小之间的关系,构建多元线性回归模型。结果:消融功率和消融持续时间与消融区域大小呈显著正相关。回归分析构建了6个不同条件下的预测方程式,所有方程的决定系数(R2)均接近或大于0.5,具有较好的预测能力。回归模型显示,功率和时间的增加均会导致消融区域的增大。直接测量结果与超声测量结果差异不显著(P>0.05),与CT测量值存在显著差异(P<0.05)。本研究成功建立了肌肉组织基于消融功率和时间的消融区域预测模型,能够为MWA技术的临床应用提供理论依据。 展开更多
关键词 犬离体肌肉组织 微波消融 回归分析 预测模型
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面向船舶大型曲面薄板的装配形变TSM-TLHS预测方法
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作者 金轩铖 洪舸 +3 位作者 高硕 夏唐斌 胡小锋 奚立峰 《上海交通大学学报》 北大核心 2025年第8期1092-1102,共11页
船舶分段装配过程中,大型曲面薄板(如外板)放置在胎架上时,会受重力作用发生形变,将影响装配精度进而影响分段建造质量.为预测给定胎架布局下大型曲面薄板的形变,建立了一种基于两阶段拉丁超立方采样和Transformer神经网络结构的代理模... 船舶分段装配过程中,大型曲面薄板(如外板)放置在胎架上时,会受重力作用发生形变,将影响装配精度进而影响分段建造质量.为预测给定胎架布局下大型曲面薄板的形变,建立了一种基于两阶段拉丁超立方采样和Transformer神经网络结构的代理模型(TSM-TLHS).首先,设计了两阶段拉丁超立方采样,相较传统方法,能直接适用于形状不规则薄板的采样.同时,建立了包含多头注意力模块和位置编码的Transformer代理模型,综合考虑了胎架位置与胎架布置点位移对薄板形变的影响.实际案例结果显示,提出的TSM-TLHS方法的预测误差仅为61μm,且满足现场装配对薄板形变的预测精度需求,便于船厂及时对分段进行反变形补偿,从而确保装配质量. 展开更多
关键词 分段装配 曲面薄板 形变预测 代理模型 拉丁超立方采样
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轮古西区块鹰山组岩溶储层地震响应特征及储层分布预测
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作者 关宝珠 刘俊锋 +1 位作者 杨茂川 杨新影 《中国岩溶》 北大核心 2025年第2期370-381,共12页
碳酸盐岩岩溶储层的定性预测是岩溶地震解释技术的关键之一。针对轮古西区块奥陶系鹰山组岩溶储层地震预测难点,通过提取轮古西区块奥陶系鹰山组碳酸盐岩岩溶储层地震响应特征,基于均方根振幅、瞬时能量、微分振幅、最大曲率、瞬时振幅... 碳酸盐岩岩溶储层的定性预测是岩溶地震解释技术的关键之一。针对轮古西区块奥陶系鹰山组岩溶储层地震预测难点,通过提取轮古西区块奥陶系鹰山组碳酸盐岩岩溶储层地震响应特征,基于均方根振幅、瞬时能量、微分振幅、最大曲率、瞬时振幅和方向加权增强相干等多地震属性对比分析研究,探讨适合该区块碳酸盐岩岩溶储层准确预测的方法。结果表明:鹰山组碳酸盐岩岩溶储层可划分为表层岩溶储层、暗河岩溶储层和断控岩溶储层;表层岩溶储层地震特征为以杂乱强反射为主,一般位于残丘高部位,在古潜山风化面0~40 m以内分布;暗河岩溶地震特征主要为地震剖面连续强反射,阻抗属性为低值异常体,横向展布范围较大,有典型的河道特征;断控岩溶地震特征为沿断裂展布的串珠反射、杂乱反射,纵向延伸大,平面沿断裂线性展布。开展轮古西区块奥陶系鹰山组岩溶储层地震响应特征研究,基于地震属性特征对表层岩溶、暗河岩溶和断控岩溶分布进行半定量预测,结果可为厘清奥陶系鹰山组优质储层和油气分布规律提供一定支持。 展开更多
关键词 轮古西 鹰山组 储层预测 岩溶 地震响应特征
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