期刊文献+
共找到10,172篇文章
< 1 2 250 >
每页显示 20 50 100
Policy and research frame of the coronavirus disease 2019(COVID-19)pandemic:reflections on urban informality
1
作者 Israel Nyaburi Nyadera Francis Onditi +1 位作者 Moses Madadi Obimbo Samson Kinyanjui Muchina 《Global Health Journal》 2021年第1期12-17,共6页
How has the informality of urban slums exposed a gap in policy formulation and research questions in the wake of the coronavirus disease 2019(COVID-19)pandemic?This paper seeks to identify the appropriate questions an... How has the informality of urban slums exposed a gap in policy formulation and research questions in the wake of the coronavirus disease 2019(COVID-19)pandemic?This paper seeks to identify the appropriate questions and policy frame that would assist future researchers and policymakers on the subject of pandemics in densely populated urban settlements.The authors argue that the nexus between asking the appropriate questions and developing appropriate policy response measures during a pandemic can significantly impact the outcome of the response.The paper examines how the government of Kenya's response to the COVID-19 pandemic reveals a deep-rooted socio-economic and cultural inequality when"blanket"policies are adopted without taking into consideration the tnique dynamics characterizing the society.The findings show that the effectiveness of implementing COVID-19 containment policies such as lockdowns,the cession of movement,working from home,distance learning,and social distancing are affected by other factors such as the nature of jobs,one's income levels,where someone lives,cultural beliefs,access to water,sanitation,intemet,and medical facilities.This means that a significant number of people within the society experience a double tragedy from the pandemic and impact of government response measures.Yet most of the existing literature has focused on the causes,spread,and impact of the pandemic on health institutions,economies,and public health with little emphasis on the impact on policy measures especially on the vulnerable segments of the society.This paper,therefore,looks at the question of how the various public health intervention strategies disrupt or construct the livelihood of the already complex informal settlement.It provides policymakers and researchers with a number of questions that can frame policy and research during a pandemic with important consideration to urban informality. 展开更多
关键词 Coronavirus disease 2019(COVID-19) Urban informality PANDEMIC POLICY RESEARCH
暂未订购
A Revelation about the Enterprise of Innovation and Development of Shenzhen City—Based on the Perspective of Informal Economy and Informality
2
作者 Weijian Xi Bei Wang 《管理科学与研究(中英文版)》 2022年第2期134-140,共7页
Related to the academic topic on innovation and development of information-communication industries,a dualist distinction between formal and informal economy has drawn a lot of research interests in the academy circle... Related to the academic topic on innovation and development of information-communication industries,a dualist distinction between formal and informal economy has drawn a lot of research interests in the academy circle in recent years.In this essay,we discussed the background of Shenzhen’s leapfrog development as a Chinese economic special zone thanks to several policy advantages and the endeavor of itself as a principal part in the framework of China’s market economy reform.Despite the problem of informal economy for citizen’s living,we mainly focused on the positive effect of Shenzhen’s informal economy as flexibility of capital-labor effective coordination.Based on the analysis of the evolution of Shenzhen’s city construction and industrial development,and the analysis on the four development stages that Shenzhen had witnessed,we expect more practical and theoretical summary of its experience for all the developing countries. 展开更多
关键词 SHENZHEN Development informality
在线阅读 下载PDF
Informer-LSTM融合算法在蓝莓基质温湿度预测中的研究与应用
3
作者 胡玲艳 陈鹏宇 +6 位作者 郭占俊 徐国辉 秦山 付康 盖荣丽 汪祖民 张雨萌 《郑州大学学报(理学版)》 北大核心 2026年第1期78-86,共9页
为了精准预测温室蓝莓基质的温湿度变化趋势,提出一种融合Informer-LSTM算法的温湿度预测方法。以温室蓝莓现场环境数据为研究对象,使用LSTM算法捕捉时间序列数据中的依赖关系并与自注意力机制相结合,使模型在聚焦自注意力特征的同时兼... 为了精准预测温室蓝莓基质的温湿度变化趋势,提出一种融合Informer-LSTM算法的温湿度预测方法。以温室蓝莓现场环境数据为研究对象,使用LSTM算法捕捉时间序列数据中的依赖关系并与自注意力机制相结合,使模型在聚焦自注意力特征的同时兼顾LSTM特征,以增强其长期记忆力。在生成初步预测序列后,再应用LSTM算法修正模型的短期注意力,提高模型的反应速度。实验结果显示,Informer-LSTM预测模型在预测准确率、鲁棒性和响应速度等方面都有显著的优势。当温度湿度等时序输入数据发生明显变化时,模型能快速捕获短期内输入数据的动态模式变化。该模型在智慧温室管理中,对辅助人工决策及实现智能化控制具有较高实际价值。 展开更多
关键词 智慧农业 温室蓝莓 Informer模型 LSTM模型 温湿度预测
在线阅读 下载PDF
基于改进Informer的商业建筑短期用电负荷多步预测
4
作者 周璇 李可昕 +3 位作者 郭子轩 俞祝良 闫军威 蔡盼盼 《华南理工大学学报(自然科学版)》 北大核心 2026年第1期42-52,共11页
商业建筑短期用电负荷多步预测是城市有序用电和虚拟电厂调度的关键环节。商业建筑用电负荷时间序列具有强随机性、非平稳、非线性等特点,针对传统的迭代式多步用电负荷预测方法存在误差累积效应影响预测精度的问题,提出一种基于频率增... 商业建筑短期用电负荷多步预测是城市有序用电和虚拟电厂调度的关键环节。商业建筑用电负荷时间序列具有强随机性、非平稳、非线性等特点,针对传统的迭代式多步用电负荷预测方法存在误差累积效应影响预测精度的问题,提出一种基于频率增强通道注意力机制(FECAM)—麻雀优化算法(SSA)—Informer的短期用电负荷多步预测方法。该方法在Informer编码器输出时域特征的基础上,采用FECAM对各特征通道间的频率依赖性进行自适应建模,进一步提取多维输入序列的频域特征,生成式解码器利用融合的时、频域信息直接输出未来多步用电负荷序列。此外,由于改进Informer超参数设置缺乏理论依据,使用SSA寻优学习率、批处理大小、全连接维度和失活率的最佳组合。以广州某商业建筑全年用电负荷数据作为实际算例,结果表明,与其他深度学习模型相比,所提模型在不同预测步长(48、96、288、480、672步)下的预测精度显著提升,具有更优的短期用电负荷多步预测性能。 展开更多
关键词 商业建筑用电负荷预测 频率增强通道注意力机制 INFORMER 麻雀优化算法
在线阅读 下载PDF
基于Informer模型的智能洪水预报方法研究
5
作者 董付强 万喆 +3 位作者 王丽娟 蔡金华 万俊 罗永钦 《人民长江》 北大核心 2026年第1期53-63,共11页
洪水预报精度和预见期是做好水库洪水预警和调度的关键,在洪水预报中应用人工智能模型可有效提高洪水预报精度。应用K-means聚类分析法对潘口水库流域进行了科学划分,然后采用Informer深度学习模型进行洪水预报,并与传统LSTM模型进行了... 洪水预报精度和预见期是做好水库洪水预警和调度的关键,在洪水预报中应用人工智能模型可有效提高洪水预报精度。应用K-means聚类分析法对潘口水库流域进行了科学划分,然后采用Informer深度学习模型进行洪水预报,并与传统LSTM模型进行了对比研究,最后基于Informer模型设计了4种预报方案分析上游水库对潘口水库洪水预报精度的影响。结果表明:(1) Informer模型的预报性能优于LSTM模型;(2)优化后的Informer模型,训练集和测试集总体纳什系数为0.892,洪水总量误差为6.64%,洪水峰值误差为7.69%,洪量误差及洪峰误差平均值均达到甲级标准;(3)基于Informer模型的2023年和2024年堵河流域潘口水库实际检验预报纳什系数均值为0.878和0.827,洪量误差及洪峰误差合格率均达100%,均满足甲级要求。基于深度学习Informer模型的智能洪水预报不仅可提高洪量和洪峰的预测精度,而且具有较强的实际应用潜力,可为水库洪水预报预警及防灾减灾提供决策依据。 展开更多
关键词 智能洪水预报 深度学习模型 Informer模型 LSTM模型 潘口水库 堵河
在线阅读 下载PDF
基于改进Informer模型的无人机姿态估计方法
6
作者 肖蘅 包乃源 +1 位作者 周文 杨亚婷 《现代电子技术》 北大核心 2026年第4期57-63,共7页
传统无人机姿态估计方法由于传感器精度不高和设备成本限制,难以满足复杂环境中的精确需求。为此,提出一种基于改进Informer模型的无人机姿态估计方法,引入多尺度时间注意力机制和动态时间规整(DTW)损失函数,提升模型在长序列数据处理... 传统无人机姿态估计方法由于传感器精度不高和设备成本限制,难以满足复杂环境中的精确需求。为此,提出一种基于改进Informer模型的无人机姿态估计方法,引入多尺度时间注意力机制和动态时间规整(DTW)损失函数,提升模型在长序列数据处理和动态飞行数据适应方面的能力。此外,采用遗传算法对模型超参数进行优化,显著提高了复杂飞行数据处理的准确性和鲁棒性。基于苏黎世大学机器人实验室发布的UZH-FPV竞赛数据集,将改进后的Informer模型与LSTM、GRU和DNN模型进行了实验对比。结果表明,改进Informer模型在无人机的俯仰角、滚转角和偏航角估计方面均显著优于其他对比模型。 展开更多
关键词 无人机姿态估计 Informer模型 多尺度时间注意力机制 动态时间规整损失函数 遗传算法优化 长序列数据处理
在线阅读 下载PDF
基于XGBoost-LSTM-Informer的硫磺价格预测研究
7
作者 张新生 李慧敏 《中国物价》 2026年第1期12-18,共7页
针对以硫磺为代表的大宗商品价格呈现非线性、非规律波动的特点,本研究创新性地提出XGBoost-LSTM-Informer深度学习组合模型。该模型的核心优势在于有效结合LSTM捕捉短期依赖的能力与Informer捕捉长期依赖的优势。本文以硫磺价格多因素... 针对以硫磺为代表的大宗商品价格呈现非线性、非规律波动的特点,本研究创新性地提出XGBoost-LSTM-Informer深度学习组合模型。该模型的核心优势在于有效结合LSTM捕捉短期依赖的能力与Informer捕捉长期依赖的优势。本文以硫磺价格多因素预测为案例,首先采用独立森林法对原始数据进行预处理,并结合皮尔逊相关系数法与XGBoost重要性对影响因素进行双重筛选。随后将融合后的数据集分别并行输入LSTM和Informer进行训练,并利用Optuna进行超参数调优,通过迭代训练输出模型最优预测结果。多组对比实验与消融实验表明,XGBoost-LSTM-Informer模型在预测精度上显著优于基准模型,既能准确反映硫磺价格整体波动趋势,也能及时捕捉局部价格波动细节。基于实验结果,本文从加强硫磺数据挖掘、引入模型辅助风险管理、构建硫磺价格预测体系三方面提出建议,为提升硫磺市场价格监测与风险管控能力提供理论支撑。 展开更多
关键词 长短期记忆神经网络 Informer模型 多因素价格预测 硫磺价格 影响因素
原文传递
基于Informer-SAO-LSTM的刀具磨损预测
8
作者 李昂 马俊燕 唐源斌 《组合机床与自动化加工技术》 北大核心 2026年第1期151-155,161,共6页
在产品加工过程中,准确预测刀具的磨损值既能避免过早更换造成的成本浪费,又可防止过度磨损影响加工精度,从而最大化发挥刀具寿命的价值。为了解决这个问题,提出了一种基于Informer、SAO与LSTM结合的深度学习网络模型,用于刀具磨损预测... 在产品加工过程中,准确预测刀具的磨损值既能避免过早更换造成的成本浪费,又可防止过度磨损影响加工精度,从而最大化发挥刀具寿命的价值。为了解决这个问题,提出了一种基于Informer、SAO与LSTM结合的深度学习网络模型,用于刀具磨损预测。Informer具有高效的编码器结构和稀疏自注意力机制,而LSTM网络具有较强的时间序列建模能力,通过SAO算法对超参数的调整,可以更准确高效地捕捉刀具磨损过程中长期的依赖关系,从而提取更有效的特征,提升了模型在处理长序列数据时的效率和准确性。使用PHM2010数据集进行对比实验,实验结果表明所提出的Informer-SAO-LSTM模型在MAE、RMSE等多项指标上均表现出色,最后设计了实验进行验证,进一步说明了所提出的方法比对比模型的预测准确率更高,泛化能力更好。 展开更多
关键词 LSTM INFORMER SAO 刀具磨损 深度学习 时间序列预测
在线阅读 下载PDF
From Redevelopment to In Situ Upgrading: Transforming Urban Village Governance in Shenzhen Through the Lens of Informality 被引量:5
9
作者 Gan Xinyue Chen Yulin +1 位作者 Bian Lanchun Qian Fang 《China City Planning Review》 CSCD 2019年第4期30-41,共12页
The study on informality has experienced a shift from describing the spatial characteristics toward exploring the connotation of urban governance in recent years. This paper takes urban villages in Shenzhen, a typical... The study on informality has experienced a shift from describing the spatial characteristics toward exploring the connotation of urban governance in recent years. This paper takes urban villages in Shenzhen, a typical informal settlement in China, as cases to analyze the two urban village governance modes of redevelopment and in situ upgrading and reveals the dynamics of the governance mode transformation. Through the lens of informality, this study focuses on the interaction among the government, the market, and former property owners on tenure legalization. The study finds that first of all, informality is the core of the transformation of urban village governance in Shenzhen. By strategically making use of informality, the government adopted different modes of urban village governance to fulfill the demands of urban development at different phases. Second, in the process of formalizing informal settlements through redevelopment, although the institutional framework is relatively complete, the boundary between informality and formality still changes continuously in property titling. While in the new governance mode of in situ upgrading in recent years, the government creates "special areas" in informal settlements via approving their de facto tenure security, so as to attract market force to upgrade physical environment and social management. Through revealing the mechanism in the blurred area between informality and formality, this paper responds to the dualistic argument on the informality theory, deepens the idea of taking informality as a flexible urban governance strategy in developing countries, and provides new thoughts for governance of informal settlements in China and other developing countries. 展开更多
关键词 informal settlement informality urban village SHENZHEN GOVERNANCE
原文传递
融合深度学习网络的地下储气库微震时序智能预测模型及其应用
10
作者 刘新涛 曹晓辉 +2 位作者 杜睿山 孟令东 马速超 《现代地质》 北大核心 2026年第1期275-286,共12页
地下储气库动态安全运行离不开对注采扰动引起微震活动的准确预测。针对微震时序中存在的强非线性耦合、外部注采扰动的滞后效应以及多尺度演化模式难以精确建模的问题,本研究提出了一种融合扩展型长短期记忆网络(xLSTM)与Informer结构... 地下储气库动态安全运行离不开对注采扰动引起微震活动的准确预测。针对微震时序中存在的强非线性耦合、外部注采扰动的滞后效应以及多尺度演化模式难以精确建模的问题,本研究提出了一种融合扩展型长短期记忆网络(xLSTM)与Informer结构的微震时序预测模型。在数据处理环节,构建了包含注采速率、井口压力、温度等多源工程参数的特征集,并采用皮尔逊相关系数与互信息方法筛选关键驱动特征,以增强输入的代表性;在模型设计上,引入xLSTM以强化短期动态扰动与时滞响应的建模能力,同时采用Informer的稀疏自注意力机制与层次化蒸馏编码结构,实现对长周期依赖与全局演化趋势的高效捕捉。实验结果表明,所提方法在微震事件频次与能量预测任务中,平均绝对误差(MAE)、均方误差(MSE)以及平均绝对百分比误差(MAPE)均显著优于对比模型。此外将该模型应用于同区块不同储气库的注采条件下,数据验证表明,其在复杂工况下能够准确预测微震事件频次和能量的演化趋势。 展开更多
关键词 xLSTM网络 Informer网络 时序预测 注意力机制 深度学习 地下储气库
在线阅读 下载PDF
基于深度时间序列模型xLSTM-Informer的矿压数据预测方法研究
11
作者 王永胜 崔志瀛 +2 位作者 赵亮 董文哲 赵文广 《煤炭与化工》 2026年第1期25-31,共7页
针对矿压时序数据强非线性与长程依赖特性导致的预测难题,本文提出一种融合扩展长短期记忆网络(xLSTM)与长序列预测模型(Informer)的xLSTM-Infomer预测方法。较于传统单一模型,该模型利用xLSTM精细捕捉局部动态特征的能力,并结合Informe... 针对矿压时序数据强非线性与长程依赖特性导致的预测难题,本文提出一种融合扩展长短期记忆网络(xLSTM)与长序列预测模型(Informer)的xLSTM-Infomer预测方法。较于传统单一模型,该模型利用xLSTM精细捕捉局部动态特征的能力,并结合Informer全局长程依赖高效建模的特性,实现了对矿压演化规律的长期预测。为验证模型的预测能力,本文以新疆硫磺沟煤矿的倾斜厚煤层工作面为背景,对工作面矿压数据进行预测,实验结果表明,与LSTM、Informer等基准模型相比,本文所建立的模型预测性能有较高提升,不同部位预测结果的决定系数R^(2)均在93%以上,最高的R^(2)达到了98.21%,且较于对比模型在MAE与RMSE的指标上也均处于最低水平,同时模型在复杂工况下也能表现出较高的预测精度,这为实现智能矿压监测与灾害预警提供了可靠的技术支撑。 展开更多
关键词 矿压预测 深度学习 INFORMER xLSTM 混合模型 智能矿山
在线阅读 下载PDF
Right patient approach to experimental stromal cell therapies for gastrointestinal tumors
12
作者 Francesca Vescio Silvia Curcio +2 位作者 Isabella Aquila Michele Ammendola Alessandro Pasquale Tarallo 《World Journal of Gastrointestinal Oncology》 2026年第1期282-286,共5页
Experimental therapies targeting immune and stromal cells,such as mast cells,cancer-associated fibroblasts,dendritic cells,and tumor endothelial cells,in the treatment of gastrointestinal solid tumors pose new and com... Experimental therapies targeting immune and stromal cells,such as mast cells,cancer-associated fibroblasts,dendritic cells,and tumor endothelial cells,in the treatment of gastrointestinal solid tumors pose new and complex surgical and medico-legal challenges.These innovative treatments require that informed consent not be limited to simple acceptance of the medical procedure,but instead reflect a true relational and cognitive process grounded in understanding,free choice,and the ability to revoke consent at any time.In particular,it is essential that the patient understands the experimental nature of the therapy,its development stage,potential benefits and risks,as well as the implications for their health and personal dignity.In the case of stromal cell-based treatments,which may exert complex immunomodulatory effects or activate angiogenic pathways that are not yet fully understood,patients must be made fully aware that they are participating in a non-standardized therapy whose outcomes,whether beneficial or harmful,cannot yet be predicted with certainty.This requires particularly careful medical communication,using simple yet scientifically accurate explanations delivered in appropriate language,along with a final verification of the patient’s actual understanding. 展开更多
关键词 Experimental therapies SURGERY Non-standardized treatment Gastrointestinal tumor Informed consent
暂未订购
Guidelines for Authors
13
《Chinese Journal of Polymer Science》 2026年第1期I0001-I0003,共3页
Submission.Papers appearing in the Journal comprise Editorials,Rapid Communications,Perspectives,Tutorials,Feature Articles,Reviews,Research Articles,which should contain original information,theoretical or experiment... Submission.Papers appearing in the Journal comprise Editorials,Rapid Communications,Perspectives,Tutorials,Feature Articles,Reviews,Research Articles,which should contain original information,theoretical or experimental,on any topics in the field of polymer science and polymer material science.Papers already published or scheduled to be published elsewhere should not be submitted and certainly will not be accepted. 展开更多
关键词 polymer science original information rapid communications polymer material science PERSPECTIVES EDITORIALS THEORETICAL experimental
原文传递
Is That True?
14
作者 Evangelyn Stephen 《空中英语教室(初级版.大家说英语)》 2026年第1期45-47,56,共4页
People read many things online these days.It's an easy way to get a lot of information fast.They look at news,see posts and watch videos.But how much of the information is true?Some things online are fake.So it... People read many things online these days.It's an easy way to get a lot of information fast.They look at news,see posts and watch videos.But how much of the information is true?Some things online are fake.So it's important to check the facts before you believe or share anything.You can ask people or look at other sources first.Check newspapers or official websites.Always think carefully before you believe something online. 展开更多
关键词 online information fact checking fake news NEWS watch videosbut SOURCES social media official websites
原文传递
Information for Authors
15
《Journal of Geographical Sciences》 2026年第1期F0003-F0003,共1页
1 General information Journal of Geographical Sciences is an international academic journal that publishes papers of the highest quality in physical geography, natural resources, environmental sciences, geographic inf... 1 General information Journal of Geographical Sciences is an international academic journal that publishes papers of the highest quality in physical geography, natural resources, environmental sciences, geographic information sciences, remote sensing and cartography. Manuscripts come from different parts of the world. 展开更多
关键词 natural resources remote sensing environmental sciences physical geography geographic information sciences
原文传递
Mapping interaction between human activities and land surface temperature in the Yellow River Basin
16
作者 ZHANG Zhongwu BAI Xue +4 位作者 LI Zhe YUE Xin ZHANG Xin YANG Shuo WANG Lu 《Journal of Geographical Sciences》 2026年第1期79-106,共28页
Human activities have significantly impacted the land surface temperature(LST),endangering human health;however,the relationship between these two factors has not been adequately quantified.This study comprehensively ... Human activities have significantly impacted the land surface temperature(LST),endangering human health;however,the relationship between these two factors has not been adequately quantified.This study comprehensively constructs a Human Activity Intensity(HAI)index and employs the Maximal Information Coefficient,four-quadrant model,and XGBoostSHAP model to investigate the spatiotemporal relationship and influencing factors of HAI-LST in the Yellow River Basin(YRB)from 2000 to 2020.The results indicated that from 2000 to 2020,as HAI and LST increased,the static HAI-LST relationship in the YRB showed a positive correlation that continued to strengthen.This dynamic relationship exhibited conflicting development,with the proportion of coordinated to conflicting regions shifting from 1:4 to 1:2,indicating a reduction in conflict intensity.Notably,only the degree of conflict in the source area decreased significantly,whereas it intensified in the upper and lower reaches.The key factors influencing the HAI-LST relationship include fractional vegetation cover,slope,precipitation,and evapotranspiration,along with region-specific factors such as PM_(2.5),biodiversity,and elevation.Based on these findings,region-specific ecological management strategies have been proposed to mitigate conflict-prone areas and alleviate thermal stress,thereby providing important guidance for promoting harmonious development between humans and nature. 展开更多
关键词 Yellow River Basin human activities land surface temperature maximal information coefficient XGBoost-SHAP
原文传递
基于Informer算法的智能化全周期数据治理技术研究
17
作者 孙建 周亚明 《电气自动化》 2026年第1期20-24,共5页
为解决多源异构数据治理中时序对齐难、生命周期管理低效及全链路监控不足等问题,提出基于自注意力机制的创新时间序列预测算法的智能化全周期数据治理技术。通过自注意力机制的创新时间序列预测算法的自适应分段和稀疏注意力机制实现... 为解决多源异构数据治理中时序对齐难、生命周期管理低效及全链路监控不足等问题,提出基于自注意力机制的创新时间序列预测算法的智能化全周期数据治理技术。通过自注意力机制的创新时间序列预测算法的自适应分段和稀疏注意力机制实现多源数据高效时序对齐与噪声过滤。利用分层编码器-解码器架构和图采样与聚合知识图谱嵌入构建跨域数据关联模型,分析数据生命周期时序依赖性并生成资源动态分配策略,在全周期数据治理中具有突出的技术效果。试验结果表明,所提技术数据处理吞吐量达12583 TPS,为智能化数据治理提供了新支撑。 展开更多
关键词 数据治理 Informer算法 时序分析 生命周期管理 异常检测
在线阅读 下载PDF
基于改进Informer的医院就诊人流量预测研究
18
作者 邵志鸿 顾宗保 +3 位作者 郭学渊 戴雅琼 范美婕 刘红佑 《自动化应用》 2026年第2期109-111,共3页
针对医院新风系统调控粗放造成的峰谷错配与冗余能耗问题,提出了基于多任务自适应加权的改进Informer模型(Informer_AMTL),并以某三甲医院信息数据系统的数据为依据进行48 h就诊人流量多步预测。在相同超参数和数据集上,与传统Informer... 针对医院新风系统调控粗放造成的峰谷错配与冗余能耗问题,提出了基于多任务自适应加权的改进Informer模型(Informer_AMTL),并以某三甲医院信息数据系统的数据为依据进行48 h就诊人流量多步预测。在相同超参数和数据集上,与传统Informer模型相比,本模型在测试集上取得的平均绝对误差(MAE)为3.75、均方误差(MSE)为68.92、均方根误差(RMSE)为8.302,显著提升了峰值识别能力与整体稳定性。研究成果可为新风系统的分时分区按需控制提供前馈负荷基准,有助于实现新风系统的低成本节能运行。 展开更多
关键词 医院后勤管理 人流量预测 INFORMER
在线阅读 下载PDF
Extreme Attitude Prediction of Amphibious Vehicles Based on Improved Transformer Model and Extreme Loss Function
19
作者 Qinghuai Zhang Boru Jia +3 位作者 Zhengdao Zhu Jianhua Xiang Yue Liu Mengwei Li 《哈尔滨工程大学学报(英文版)》 2026年第1期228-238,共11页
Amphibious vehicles are more prone to attitude instability compared to ships,making it crucial to develop effective methods for monitoring instability risks.However,large inclination events,which can lead to instabili... Amphibious vehicles are more prone to attitude instability compared to ships,making it crucial to develop effective methods for monitoring instability risks.However,large inclination events,which can lead to instability,occur frequently in both experimental and operational data.This infrequency causes events to be overlooked by existing prediction models,which lack the precision to accurately predict inclination attitudes in amphibious vehicles.To address this gap in predicting attitudes near extreme inclination points,this study introduces a novel loss function,termed generalized extreme value loss.Subsequently,a deep learning model for improved waterborne attitude prediction,termed iInformer,was developed using a Transformer-based approach.During the embedding phase,a text prototype is created based on the vehicle’s operation log data is constructed to help the model better understand the vehicle’s operating environment.Data segmentation techniques are used to highlight local data variation features.Furthermore,to mitigate issues related to poor convergence and slow training speeds caused by the extreme value loss function,a teacher forcing mechanism is integrated into the model,enhancing its convergence capabilities.Experimental results validate the effectiveness of the proposed method,demonstrating its ability to handle data imbalance challenges.Specifically,the model achieves over a 60%improvement in root mean square error under extreme value conditions,with significant improvements observed across additional metrics. 展开更多
关键词 Amphibious vehicle Attitude prediction Extreme value loss function Enhanced transformer architecture External information embedding
在线阅读 下载PDF
Quantifying and mapping the heterogeneity of rock joint roughness and shear strength for rapid field assessment
20
作者 Changshuo Wang Chen Huang +4 位作者 Rui Yong Guangjian Liu Pengju An Zhongjun Ma Jibo Qin 《International Journal of Mining Science and Technology》 2026年第1期149-167,共19页
Rock mass stability is significantly influenced by the heterogeneity of rock joint roughness and shear strength.While modern technology facilitates assessing roughness heterogeneity,evaluating shear strength heterogen... Rock mass stability is significantly influenced by the heterogeneity of rock joint roughness and shear strength.While modern technology facilitates assessing roughness heterogeneity,evaluating shear strength heterogeneity remains challenging.To address this,this study first captures the morphology of large-scale(1000 mm × 1000 mm) slate and granite joints via 3D laser scanning.Analysis of these surfaces and corresponding push/pull tests on carved specimens revealed a potential correlation between the heterogeneity of roughness and shear strength.A comparative evaluation of five statistical metrics identified information entropy(Hs) as the most robust indicator for quantifying rock joint heterogeneity.Further analysis using Hsreveals that the heterogeneity is anisotropic and,critically,that shear strength heterogeneity is governed not only by roughness heterogeneity but is also significantly influenced by the mean roughness value,normal stress,and intact rock tensile strength.Consequently,a simple comparison of roughness Hsvalues is insufficient for reliably comparing shear strength heterogeneity.To overcome this limitation,a theoretical framework is developed to explicitly map fundamental roughness statistics(mean and heterogeneity) to shear strength heterogeneity.This framework culminates in a practical workflow that allows for the rapid,field-based assessment of shear strength heterogeneity using readily obtainable rock joint roughness data. 展开更多
关键词 Rock joint heterogeneity ROUGHNESS Shear strength Information entropy Push/pull test Rapid field assessment
在线阅读 下载PDF
上一页 1 2 250 下一页 到第
使用帮助 返回顶部