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Resilience assessment and optimization method of city road network in the post-earthquake emergency period
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作者 Wang Haoran Xiao Jia +1 位作者 Li Shuang Zhai Changhai 《Earthquake Engineering and Engineering Vibration》 SCIE EI CSCD 2024年第3期765-779,共15页
The post-earthquake emergency period,which is a sensitive time segment just after an event,mainly focuses on saving life and restoring social order.To improve the seismic resilience of city road networks,a resilience ... The post-earthquake emergency period,which is a sensitive time segment just after an event,mainly focuses on saving life and restoring social order.To improve the seismic resilience of city road networks,a resilience evaluation method used in the post-earthquake emergency period is proposed.The road seismic damage index of a city road network can consider the influence of roads,bridges and buildings along the roads,etc.on road capacity after an earthquake.A function index for a city road network is developed,which reflects the connectivity,redundancy,traffic demand and traffic function of the network.An optimization model for improving the road repair order in the post-earthquake emergency period is also developed according to the resilience evaluation,to enable decision support for city emergency management and achieve the best seismic resilience of the city road network.The optimization model is applied to a city road network and the results illustrate the feasibility of the resilience evaluation and optimization method for a city road network in the post-earthquake emergency period. 展开更多
关键词 city road network post-earthquake emergency period traffic demand resilience evaluation optimization model
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Reviews on Post-earthquake Reconstruction of Qiang Culture: Three-dimensional Pattern
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作者 许虹 《Journal of Landscape Research》 2011年第9期11-13,18,共4页
Through the introduction of disaster situation of Qiang Culture after Wenchuan Earthquake, the paper emphasized that carriers of Qiang Culture had been seriously damaged, the inheritance of Qiang Culture had been affe... Through the introduction of disaster situation of Qiang Culture after Wenchuan Earthquake, the paper emphasized that carriers of Qiang Culture had been seriously damaged, the inheritance of Qiang Culture had been affected, and the environment for Qiang Culture was difficult to recover. It highlighted that three-dimensional reconstruction of Qiang Culture should stress the core task and timely and effectively rescue endangered cultural heritages of Qiang Nationality from the perspectives of material and spiritual life. It had explained focuses of three-dimensional pattern construction in detail. In terms of spatial reconstruction, it should reconstruct native culture and history while material culture was constructed, and reconstruct Qiang culture highland by depending on aborigines; in terms of cluster reconstruction, it should give support to large tourism enterprises and perfect tourism chain; in terms of ecological reconstruction, it should enhance construction and demonstration of "ecological protection pilot area of Qiang culture"; in terms of development reconstruction, it should realize coordinated unity between protection and development according to classification protection, characteristic protection and key protection, so as to form the virtuous circle of post-disaster recovery protection and sustainable development. 展开更多
关键词 Qiang CULTURE post-earthquake RECONSTRUCTION THREE-DIMENSIONAL PATTERN
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Hazard analysis system of urban post-earthquake fire based on GIS 被引量:2
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作者 李杰 江建华 李明浩 《Acta Seismologica Sinica(English Edition)》 EI CSCD 2001年第4期448-455,共8页
The authors study the structure, functions and data organization for the hazard analysis system of urban post-earthquake fire on the platform of GIS. A general hazard analysis model of the post-earthquake fire is pres... The authors study the structure, functions and data organization for the hazard analysis system of urban post-earthquake fire on the platform of GIS. A general hazard analysis model of the post-earthquake fire is presented. Taking Shanghai central district as background, a system for hazard analysis of the post-earthquake fire and auxiliary decision-against fire is developed. 展开更多
关键词 geographic information system (GIS) post-earthquake fire hazard analysis
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Failure Mechanisms of Post-Earthquake Bedrock Landslides in Response to Rainfall Infiltration 被引量:2
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作者 WU Yong HE Siming +1 位作者 LUO Yu LI Xinpo 《Journal of Mountain Science》 SCIE CSCD 2011年第1期96-102,共7页
Among the triggering factors of postearthquake bedrock landslides, rainfall plays an important role. However, with slope variation, the mechanism of its effects on the failure of rock landslides is not dear. Here, fro... Among the triggering factors of postearthquake bedrock landslides, rainfall plays an important role. However, with slope variation, the mechanism of its effects on the failure of rock landslides is not dear. Here, from the viewpoint of fracture mechanics, and based on post-earthquake conditions, the mechanisms of crack propagation, water infiltration and development of the sliding surface were investigated. Then, according to the upper boundary theorem, the effects of water infiltrated into fractures on the stability of rock slopes were analyzed quantitatively. Finally, an example is presented to verify the theory. The results show that the propagation and coalescence of cracks and the lubrication of incipient sliding surfaces are the main causes of the failure of post-earthquake rock landslides in response to rainfall. 展开更多
关键词 post-earthquake Fracture infiltration Fracture mechanics Propagation and coalescence Upper boundary theorem Energy theory Rock landslide
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Major Issues of Post-earthquake Housing Construction during Resettlement
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作者 Raju Sarkar Karan Narang Sonam Yangdhen 《Journal of Geological Resource and Engineering》 2017年第3期105-111,共7页
Natural disasters provide an acute image of how man-made technologies are a cause of conflict when it comes to nature. It is man versus wild in its true means. The nature lets us grow and increase our settlements. We ... Natural disasters provide an acute image of how man-made technologies are a cause of conflict when it comes to nature. It is man versus wild in its true means. The nature lets us grow and increase our settlements. We encroach on other animals' territories and it is only when the environment's patience runs out that it retaliates in forms of natural disasters. These disasters affect numerous lives and kill a lot ofhnmans. This is the main reason why we require more stable structures and preventive measures to battle the wrath of the nature. Rescue and search operations are conducted by many different government and private agencies including NGOs. These operations aim at providing the required relief and supplies after the disaster. Injured people need to be treated. People in dangerous zones need to be evacuated. Help is needed in many forms. Out of the many natural disasters, this paper will focus on the occurrence of earthquakes. Severe earthquakes destroy buildings and structures like roads, bridges etc. and wreak havoc in the community. Earthquakes largely damage all human constructions, including houses. This is the reason why a reconstruction program for dwellings and housings is of utmost importance. A home is only secondary to basic needs such as food and water. A well-planned strategy is important when it comes to launching a post-earthquake reconstruction program. The strategy should be reasonable and should consider the best interests of everyone affected; self-help and imported fabrication should play no part in the decision-making procedures. Creating awareness, physically demonstrating options and delivering are the three steps for the success of reconstruction programs. The extent of affected area and the magnitude of earthquakes are variable in nature and it is on these two aspects that the reconstruction strategy is devised. Technical aspects are focused towards the development of the affected areas and conceptual design of surrounding neighborhoods. It also aims at identifying seminars and programs based on easy financing for a new home. Along with these, review processes are conducted for the analysis of new residential needs based on optimizing the use of available land for planning and development. The paper discusses the construction of housing and resettlements as prioritized activities that must be undertaken post an earthquake. Earthquakes physically only destroy structures and buildings but for the people affected, they destroy lives, jobs, companies, sources of food and the sense of safety and traumatize the ones who come out alive. 展开更多
关键词 post-earthquake reconstruction RESETTLEMENT holistic planning housing construction.
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Electric-controlled pressure relief valve for enhanced safety in liquid-cooled lithium-ion battery packs
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作者 Yuhang Song Jidong Hou +6 位作者 Nawei Lyu Xinyuan Luo Jingxuan Ma Shuwen Chen Peihao Wu Xin Jiang Yang Jin 《Journal of Energy Chemistry》 SCIE EI CAS CSCD 2024年第3期98-109,I0004,共13页
The liquid-cooled battery energy sto rage system(LCBESS) has gained significant attention due to its superior thermal management capacity.However,liquid-cooled battery pack(LCBP) usually has a high sealing level above... The liquid-cooled battery energy sto rage system(LCBESS) has gained significant attention due to its superior thermal management capacity.However,liquid-cooled battery pack(LCBP) usually has a high sealing level above IP65,which can trap flammable and explosive gases from battery thermal runaway and cause explosions.This poses serious safety risks and challenges for LCBESS.In this study,we tested overcharged battery inside a commercial LCBP and found that the conventionally mechanical pressure relief valve(PRV) on the LCBP had a delayed response and low-pressure relief efficiency.A realistic 20-foot model of an energy storage cabin was constructed using the Flacs finite element simulation software.Comparative studies were conducted to evaluate the pressure relief efficiency and the influence on neighboring battery packs in case of internal explosions,considering different sizes and installation positions of the PRV.Here,a newly developed electric-controlled PRV integrated with battery fault detection is introduced,capable of starting within 50 ms of the battery safety valve opening.Furthermore,the PRV was integrated with the battery management system and changed the battery charging and discharging strategy after the PRV was opened.Experimental tests confirmed the efficacy of this method in preventing explosions.This paper addresses the safety concerns associated with LCBPs and proposes an effective solution for explosion relief. 展开更多
关键词 Pressure relief valve Liquid-cooled battery pack Explosion Flacs
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A Review on the Post-Earthquake Emergency Conservation Project of Fulong Taoist Temple
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作者 Yuhua Zhu Bowen Li 《Journal of World Architecture》 2022年第3期19-30,共12页
The 2008 Wenchuan earthquake in Sichuan Province caused significant damage to Dujiangyan irrigation system,which is one of the world's cultural heritages.After the earthquake,the Chinese government launched the po... The 2008 Wenchuan earthquake in Sichuan Province caused significant damage to Dujiangyan irrigation system,which is one of the world's cultural heritages.After the earthquake,the Chinese government launched the post-earthquake emergency conservation project for cultural heritages.The Fulong Taoist Temple in Dujiangyan was the first to adopt the conservation project.The earthquake-damaged Fulong Taoist Temple was restored in just 18 months.This article reviews the entire emergency conservation project of Fulong Taoist Temple in Dujiangyan after the earthquake,discusses the restoration principles and technical methods used in this project,and uses the comments of the Asia-Pacific Heritage Protection Award to expound the historical significance of this protection project. 展开更多
关键词 post-earthquake emergency Heritage conservation project Fulong Taoist Temple
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Impacts of radiation therapy on quality of life and pain relief in patients with bone metastases
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作者 Armin Hoveidaei Mehdi Karimi +2 位作者 Vida Khalafi Patrick Fazeli Amir Human Hoveidaei 《World Journal of Orthopedics》 2024年第9期841-849,共9页
Bone metastases(BM)are a common complication in advanced cancer patients,significantly contributing to morbidity and mortality due to their ability to cause pain,fractures,and spinal cord compression.Radiation therapy... Bone metastases(BM)are a common complication in advanced cancer patients,significantly contributing to morbidity and mortality due to their ability to cause pain,fractures,and spinal cord compression.Radiation therapy(RT)is vital in managing these complications by targeting metastatic lesions to ease pain,improve mobility,and reduce the risk of skeletal-related events such as fractures.Evidence supports the effectiveness of RT in pain relief,showing its ability to provide significant palliation and lessen the need for opioid painkillers,thereby enhancing the overall quality of life(QoL)for patients with BM.However,optimizing RT outcomes involves considerations such as the choice of radiation technique,dose fractionation schedules,and the integration of supportive care measures to mitigate treatment-related side effects like fatigue and skin reactions.These factors highlight the importance of personalized treatment planning tailored to individual patient needs and tumor characteristics.This mini-review aims to provide comprehensive insights into the multifaceted impacts of RT on pain management and QoL enhancement in BM patients,with implications for refining clinical practices and advancing patient care through the synthesis of findings from various studies. 展开更多
关键词 Radiation therapy RADIOTHERAPY Quality of life Pain relief Bone metastases Bone cancer
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Stress Relief Measurements in Young Adults and Adolescents—A Comparative Pilot Study with Different Relaxation Programs
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作者 Andrea Bevelaqua Claus Muss 《Open Journal of Preventive Medicine》 2024年第6期131-142,共12页
Background: Chronic stress is a emotional challenge. Constant pressure presents a serious risk of damage to mental and physical health and hence is associated with increased incidence of various diseases. The ability ... Background: Chronic stress is a emotional challenge. Constant pressure presents a serious risk of damage to mental and physical health and hence is associated with increased incidence of various diseases. The ability to cope with chronic stress may be a function of psychological resilience including intellectual capacities, but more so of external factors such as life experience and education. Adolescents are more vulnerable to chronic stress than adults. The measures introduced during the COVID-19 pandemic brought up major societal problems. As both children and adolescents lost their life anchors, the prevalence of stress in adolescents increased from 20% to 45%. Chronic psychological stress can impede the normal development of schoolchildren. It may cause anxiety, social withdrawal, interpersonal conflicts and aggression. This applies particularly to those in puberty, with the adolescent already facing unstable social bonds and elevated fear about the future. It is likely that the puberty cohort accounts for the dramatic increase in the prevalence of stress. Since it impacts public health, chronic stress among school-age children is increasingly taking on a socio-political dimension. Non-clinical stress intervention studies can investigate how to achieve stress reduction in school children. Methods: In a small pilot study, we analysed the effects of a training program with four different standard interventions, i.e. mindfulness training, progressive muscle reflection, autogenic training, and sound meditation. We obtained baseline scores of 10 stress-indicators, and re-tested after the interventions were performed. Results: The four applied interventions resulted in a reduction of 8 (out of 10) stress-indicators, such as “feeling stressed” or stress related symptoms (headaches, dizziness, sweating). This positive impact of the interventions significantly reduced “Fears about the future” (p Discussion: School children recognise the positive potential of stress reducing training or interventions. Our results provide evidence in support of integrating the training of relaxation techniques in the school curriculum. We propose that a larger study be undertaken to determine which methods would be most effective. 展开更多
关键词 Stress in Children and Young Adults Comparison of Different Stress relief Interventions in a Cohort of Pupils
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基于Relief-F算法的心血管介入患者术后死亡风险预测
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作者 杨健斌 李咏 +3 位作者 夏淑东 齐鹏嘉 戴燕云 童基均 《浙江理工大学学报(自然科学版)》 2024年第3期378-388,共11页
针对心血管介入患者全周期病理数据普遍存在缺失、不连续、非结构化等问题,建立了心血管介入专病数据库,并采用基于Relief-F算法的预测方法,对心血管介入患者术后死亡风险进行预测。首先参照HL7、CDISC等国际心血管疾病统一标准对各数... 针对心血管介入患者全周期病理数据普遍存在缺失、不连续、非结构化等问题,建立了心血管介入专病数据库,并采用基于Relief-F算法的预测方法,对心血管介入患者术后死亡风险进行预测。首先参照HL7、CDISC等国际心血管疾病统一标准对各数据源进行标准化处理,建立研究数据集,并对数据进行清洗和预处理;其次采用Relief-F算法对特征进行选择,最终保留30个特征变量;再次选择逻辑回归、支持向量机、随机森林等3种机器学习方法进行建模分析,并采用10折交叉验证方法对分类器进行训练;最后引入准确率等模型评价指标来评估各算法在数据集上的分类预测效果。实验结果表明:随机森林的分类效果在该研究数据集上的表现最佳,准确率达到81.97%,精确率为86.90%,召回率为82.14%,F1值为0.8441。该研究提出的方法能够客观反映患者术后死亡风险,为心血管介入患者术后死亡风险预测提供了一种有效的解决方案。 展开更多
关键词 心血管介入 术后死亡风险预测 relief-F算法 特征提取 机器学习 随机森林
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Palliative care with adequate pain relief challenges the need for euthanasia legislation
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作者 Renald Blundell Martina Cini Kimberley Blundell 《History & Philosophy of Medicine》 2024年第2期6-13,共8页
Background:In today’s society the ongoing discussion about euthanasia triggers emotionally charged debates surrounding the delicate balance between valuing life and respecting an individual’s autonomy.With the persi... Background:In today’s society the ongoing discussion about euthanasia triggers emotionally charged debates surrounding the delicate balance between valuing life and respecting an individual’s autonomy.With the persistence of this debate,there has been the emergence of the concept of the so-called alternative:palliative care.Positioned as a substitute for euthanasia,palliative care aims to alleviate suffering in terminally ill patients without engaging in the ethical dilemmas associated with euthanasia.Methods:This paper explores the facets of palliative care highlighting its core objectives such as providing adequate pain relief as a compassionate alternative to euthanasia.Results:By examining palliative care as a comprehensive approach to end of life support,this study challenges the perceived necessity of euthanasia and advocates,for compassionate and dignified end of life experiences.Conclusion:In conclusion,palliative care emerges as a viable and ethically sound alternative to euthanasia,emphasizing the importance of compassionate end-of-life care and pain management. 展开更多
关键词 palliative care adequate pain relief euthanasia legislation end-of-life care patient-centered care policy development
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Application of STEEP and Interpretive Structural Modeling in the Design Imagery of Taiwan Public Ceramic Relief Murals
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作者 Chuan-Chin Chen Jiann-Sheng Jiang Shaolei Zhou 《Journal of Contemporary Educational Research》 2024年第5期117-127,共11页
Ceramic relief mural is a contemporary landscape art that is carefully designed based on human nature,culture,and architectural wall space,combined with social customs,visual sensibility,and art.It may also become the... Ceramic relief mural is a contemporary landscape art that is carefully designed based on human nature,culture,and architectural wall space,combined with social customs,visual sensibility,and art.It may also become the main axis of ceramic art in the future.Taiwan public ceramic relief murals(PCRM)are most distinctive with the PCRM pioneered by Pan-Hsiung Chu of Meinong Kiln in 1987.In addition to breaking through the limitations of traditional public ceramic murals,Chu leveraged local culture and sensibility.The theme of art gives PCRM its unique style and innovative value throughout the Taiwan region.This study mainly analyzes and understands the design image of public ceramic murals,taking Taiwan PCRM’s design and creation as the scope,and applies STEEP analysis,that is,the social,technological,economic,ecological,and political-legal environments are analyzed as core factors;eight main important factors in the artistic design image of ceramic murals are evaluated.Then,interpretive structural modeling(ISM)is used to establish five levels,analyze the four main problems in the main core factor area and the four main target results in the affected factor area;and analyze the problem points and target points as well as their causal relationships.It is expected to sort out the relationship between these factors,obtain the hierarchical relationship of each factor,and provide a reference basis and research methods. 展开更多
关键词 Interpretive structural modeling(ISM) STEEP analysis Public ceramic relief murals(PCRM)
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基于Relief特征量优化及SOM网络的断路器操作机构状态评估 被引量:13
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作者 张浩 赵莉华 +5 位作者 景伟 阳薇 姜海洋 朱林林 荣强 付荣荣 《高压电器》 CAS CSCD 北大核心 2017年第9期240-246,共7页
为提高断路器操作机构状态评估的效率及准确性,文中提出了采用Relief优化方法对分合闸线圈电流特征向量进行优化及SOM网络对线圈电流样本进行分类的高压断路器操作机构状态评估方法。仿真研究结果表明:基于Relief的分合闸线圈电流特征... 为提高断路器操作机构状态评估的效率及准确性,文中提出了采用Relief优化方法对分合闸线圈电流特征向量进行优化及SOM网络对线圈电流样本进行分类的高压断路器操作机构状态评估方法。仿真研究结果表明:基于Relief的分合闸线圈电流特征向量优化方法和SOM网络分类方法的操作机构状态评估能够实现操作机构状态的准确评估,同时采用优化后的电流特征向量数据进行状态评估减小了运算量和缩短了运算时间,提高了断路器机构状态评估的效率。 展开更多
关键词 relief 状态评估 特征向量 操作机构 SOM
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不平衡数据集上的Relief特征选择算法 被引量:15
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作者 菅小艳 韩素青 崔彩霞 《数据采集与处理》 CSCD 北大核心 2016年第4期838-844,共7页
Relief算法为系列特征选择方法,包括最早提出的Relief算法和后来拓展的ReliefF算法,核心思想是对分类贡献大的特征赋予较大的权值;特点是算法简单,运行效率高,因此有着广泛的应用。但直接将Relief算法应用于有干扰的数据集或不平衡数据... Relief算法为系列特征选择方法,包括最早提出的Relief算法和后来拓展的ReliefF算法,核心思想是对分类贡献大的特征赋予较大的权值;特点是算法简单,运行效率高,因此有着广泛的应用。但直接将Relief算法应用于有干扰的数据集或不平衡数据集,效果并不理想。基于Relief算法,提出一种干扰数据特征选择算法,称为阈值-Relief算法,有效消除了干扰数据对分类结果的影响。结合K-means算法,提出两种不平衡数据集特征选择算法,分别称为K-means-ReliefF算法和K-means-Relief抽样算法,有效弥补了Relief算法在不平衡数据集上表现出的不足。实验证明了本文算法的有效性。 展开更多
关键词 特征选择 relief算法 reliefF算法 不平衡数据集
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基于Q-relief的图像特征选择算法 被引量:8
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作者 范文兵 王全全 +1 位作者 雷天友 朱辉 《计算机应用》 CSCD 北大核心 2011年第3期724-728,共5页
针对特征选择算法——relief在训练个别属性权值时的盲目性缺点,提出了一种基于自适应划分实例集的新算法——Q-relief,该算法改正了原算法属性选择时的盲目性缺点,选择出表达图像信息最优的特征子集来进行模式识别。将该算法应用于列... 针对特征选择算法——relief在训练个别属性权值时的盲目性缺点,提出了一种基于自适应划分实例集的新算法——Q-relief,该算法改正了原算法属性选择时的盲目性缺点,选择出表达图像信息最优的特征子集来进行模式识别。将该算法应用于列车运行故障动态图像监测系统(TFDS)的故障识别,经实验验证,与其他算法相比,Q-relief算法明显提高了故障图像识别的准确率。 展开更多
关键词 特征选择 relief算法 纹理特征 模式识别
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基于GF-1遥感影像和relief-mRMR-GASVM模型的小麦白粉病监测 被引量:12
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作者 黄林生 阮超 +3 位作者 黄文江 师越 彭代亮 丁文娟 《农业工程学报》 EI CAS CSCD 北大核心 2018年第15期167-175,314,共10页
选择合适的建模和特征选择算法对提高作物病害的遥感监测水平有着重要的作用。研究以河北省小麦白粉病为研究对象,基于GF-1/WFV数据共提取了4个波段反射率数据和10个对作物长势和胁迫敏感的植被指数作为初选特征。针对常用的特征提取算... 选择合适的建模和特征选择算法对提高作物病害的遥感监测水平有着重要的作用。研究以河北省小麦白粉病为研究对象,基于GF-1/WFV数据共提取了4个波段反射率数据和10个对作物长势和胁迫敏感的植被指数作为初选特征。针对常用的特征提取算法relief算法筛选出的特征存在冗余性的问题,提出了一种relief结合最小冗余最大相关(minimum redundancy maximum relevance,m RMR)的特征降维算法(relief-m RMR)。首先,通过relief算法计算出各特征的权重系数,对特征集进行加权;然后利用m RMR算法选出与类别具有最小冗余性的特征,利用支持向量机(support vector machine,SVM)对河北白粉病进行监测,并用遗传算法(genetic algorithm,GA)优化的SVM(GASVM)建立了白粉病的监测模型(relief-m RMR-GASVM),将监测结果分别与SVM和网格寻优(grid search,GS)算法优化的SVM(GSSVM)的监测结果进行对比分析,同时比较了该方法与Ada Boost、粒子群(Pso)优化的最小二乘支持向量机(least squares support vector machine,Pso-LSSVM)和随机森林(random forest,RF)3种方法的优越性。结果表明,relief-m RMR算法筛选出的特征与GASVM、SVM和GSSVM建立的监测模型精度比传统relief算法筛选特征所建模型的精度分别提高了14.3个百分点、7.2个百分点和7.1个百分点,比传统m RMR算法筛选特征所建模型的精度分别提高了14.3个百分点、14.3个百分点和14.2个百分点。relief-m RMR算法结合GASVM建立的监测模型精度为所有模型中最高,精度为85.7个百分点,分别比SVM和GSSVM所建监测模型精度提高了21.4个百分点和7.2个百分点。此外,GF-1数据结合relief-m RMR-GASVM模型的监测精度分别高出Ada Boost、Pso-LSSVM和RF方法21.4个百分点、14.3个百分点和7.1个百分点。说明GF-1数据结合relief-m RMR-GASVM模型可用于小麦白粉病的遥感监测。 展开更多
关键词 病害 遥感 监测 小麦 白粉病 支持向量机 relief算法 mRMR算法
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极大熵Relief特征加权 被引量:9
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作者 张翔 邓赵红 +1 位作者 王士同 蔡及时 《计算机研究与发展》 EI CSCD 北大核心 2011年第6期1038-1048,共11页
Relief特征加权的最新研究进展表明其可近似地表述为一个间距最大化优化问题.尽管该类算法广为应用,但仍然存在一些缺陷.为了提高Relief特征加权的适应性和鲁棒性,融合间距最大化和极大熵理论,并由此探讨了新的鲁棒的具有更好适应性的Re... Relief特征加权的最新研究进展表明其可近似地表述为一个间距最大化优化问题.尽管该类算法广为应用,但仍然存在一些缺陷.为了提高Relief特征加权的适应性和鲁棒性,融合间距最大化和极大熵理论,并由此探讨了新的鲁棒的具有更好适应性的Relief特征加新方法.首先,构造了一个结合极大熵原理的间距最大化目标函数.对于该目标函数,运用优化理论得到一些重要的理论结果.在此基础上,对于两类数据、多类数据和在线数据,提出了一组鲁棒的Relief特征加权算法.利用UCI基准数据集和基因数据集进行了实验验证,结果表明提出的新Relief特征加权算法对噪音和例外点显示出了更好的适应性和鲁棒性. 展开更多
关键词 relief算法 特征选择 特征加权 间距最大化原则 极大熵
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基于Relief相关性特征提取和微分进化支持向量机的短期电价预测 被引量:10
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作者 彭春华 刘刚 相龙阳 《电工技术学报》 EI CSCD 北大核心 2013年第1期277-284,共8页
针对电价预测中特征输入量选择的盲目性,本文通过改进传统的Relief算法,提出一种电价预测输入量的自动选取方法,并引入相关性分析来剔除冗余特征。在此基础上,采用支持向量机来建立电价预测模型并应用微分进化算法来优化选择支持向量机... 针对电价预测中特征输入量选择的盲目性,本文通过改进传统的Relief算法,提出一种电价预测输入量的自动选取方法,并引入相关性分析来剔除冗余特征。在此基础上,采用支持向量机来建立电价预测模型并应用微分进化算法来优化选择支持向量机的参数以达到提高预测精度的目的。以PJM电力市场的真实电价来进行仿真分析,结果表明本文的特征选取方法能够很好地提取电价的短期趋势特征和周期性特征,而微分进化优化的支持向量机也获得了比常规支持向量机和BP神经网络要好的预测结果,体现了本文方法的优越性。 展开更多
关键词 电价预测 relief算法 相关性分析 微分进化算法 支持向量机
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基于Relief算法的故障图像识别与匹配方法 被引量:4
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作者 范文兵 王全全 +1 位作者 雷天友 邢军阳 《兵工自动化》 2010年第10期60-63,共4页
针对图像识别与匹配问题,提出一种基于Relief算法的新方案。利用k最近邻的Relief算法选择表达图像的最优特征子集,再利用基于最小距离分类器的模板匹配技术,实现故障图像的识别。在特征提取时,改进了对传统的灰度共生矩阵的选取。实验证... 针对图像识别与匹配问题,提出一种基于Relief算法的新方案。利用k最近邻的Relief算法选择表达图像的最优特征子集,再利用基于最小距离分类器的模板匹配技术,实现故障图像的识别。在特征提取时,改进了对传统的灰度共生矩阵的选取。实验证明,该算法正确识别图像故障与否的概率能到达90%左右,提高了特征选择的有效性,完全满足实际应用中的需要。 展开更多
关键词 relief算法 最小距离分类器 灰度共生矩阵
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基于Relief F和BP神经网络的安全评价指标体系精简化建模 被引量:2
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作者 葛继科 李太福 +1 位作者 苏盈盈 刘兴华 《中国安全科学学报》 CAS CSCD 北大核心 2013年第10期15-20,共6页
为有效解决某些复杂系统安全评价中涉及的评价指标数目较多、复杂度较高、难以运用传统建立数学解析式的方法对其进行综合评价等问题,提出基于Relief F和BP神经网络的安全评价指标体系(SAI)精简化建模方法。首先,用Relief F算法对SAI进... 为有效解决某些复杂系统安全评价中涉及的评价指标数目较多、复杂度较高、难以运用传统建立数学解析式的方法对其进行综合评价等问题,提出基于Relief F和BP神经网络的安全评价指标体系(SAI)精简化建模方法。首先,用Relief F算法对SAI进行特征选择,剔除对安全评价主导指标影响较小的辅助指标;然后用BP神经网络对精简后的指标体系进行建模,建立SAI的精简化模型;最后,根据钢板缺陷评价试验数据将这种建模方法与其他方法对比。结果表明,用该方法能够简化安全评价系统模型、降低运算复杂度、提高系统效率。 展开更多
关键词 安全评价 指标体系 relief F BP神经网络 精简化建模
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