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RL and AHP-Based Multi-Timescale Multi-Clock Source Time Synchronization for Distribution Power Internet of Things
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作者 Jiangang Lu ruifeng zhao +2 位作者 Zhiwen Yu Yue Dai Kaiwen Zeng 《Computers, Materials & Continua》 SCIE EI 2024年第3期4453-4469,共17页
Time synchronization(TS)is crucial for ensuring the secure and reliable functioning of the distribution power Internet of Things(IoT).Multi-clock source time synchronization(MTS)has significant advantages of high reli... Time synchronization(TS)is crucial for ensuring the secure and reliable functioning of the distribution power Internet of Things(IoT).Multi-clock source time synchronization(MTS)has significant advantages of high reliability and accuracy but still faces challenges such as optimization of the multi-clock source selection and the clock source weight calculation at different timescales,and the coupling of synchronization latency jitter and pulse phase difference.In this paper,the multi-timescale MTS model is conducted,and the reinforcement learning(RL)and analytic hierarchy process(AHP)-based multi-timescale MTS algorithm is designed to improve the weighted summation of synchronization latency jitter standard deviation and average pulse phase difference.Specifically,the multi-clock source selection is optimized based on Softmax in the large timescale,and the clock source weight calculation is optimized based on lower confidence bound-assisted AHP in the small timescale.Simulation shows that the proposed algorithm can effectively reduce time synchronization delay standard deviation and average pulse phase difference. 展开更多
关键词 Multi-clock source time synchronization(TS) power Internet of Things reinforcement learning analytic hierarchy process
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A novel binary effective medium model to describe the prepeak stressstrain relationship of combined bodies of rock-like material and rock
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作者 Tienan Wang Yue Zhai +2 位作者 Huan Gao Yubai Li ruifeng zhao 《International Journal of Mining Science and Technology》 SCIE EI CAS CSCD 2023年第5期601-616,共16页
Combined bodies of rock-like material and rock are widely encountered in geotechnical engineering,such as tunnels and mines.The existing theoretical models describing the stress-strain relationship of a combined body ... Combined bodies of rock-like material and rock are widely encountered in geotechnical engineering,such as tunnels and mines.The existing theoretical models describing the stress-strain relationship of a combined body lack a binary feature.Based on effective medium theory,this paper presents the governing equation of the“elastic modulus”for combined and single bodies under triaxial compressive tests.A binary effective medium model is then established.Based on the compressive experiment of concretegranite combined bodies,the feasibility of determining the stress threshold based on crack axial strain is discussed,and the model is verified.The model is further extended to coal-rock combined bodies of more diverse types,and the variation laws of the compressive mechanical parameters are then discussed.The results show that the fitting accuracy of the model with the experimental curves of the concretegranite combined bodies and various types of coal-rock combined bodies are over 95%.The crack axial strain method can replace the crack volumetric strain method,which clarifies the physical meanings of the model parameters.The variation laws of matrix parameters and crack parameters are discussed in depth and are expected to be more widely used in geotechnical engineering. 展开更多
关键词 Combined body stress-strain relationship Hooke’s law Effective medium theory Stress threshold determination
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The impact of land use change on soil organic carbon and labile organic carbon stocks in the Longzhong region of Loess Plateau 被引量:13
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作者 LiHua ZHANG ZhongKui XIE +1 位作者 ruifeng zhao YaJun WANG 《Journal of Arid Land》 SCIE 2012年第3期241-250,共10页
Land use change (LUC) is widely recognized as one of the most important driving forces of global carbon cycles. The soil organic carbon (SOC) and labile organic carbon (LOC) stores were investigated at arable land (AL... Land use change (LUC) is widely recognized as one of the most important driving forces of global carbon cycles. The soil organic carbon (SOC) and labile organic carbon (LOC) stores were investigated at arable land (AL), artificial grassland (AG), artificial woodland (AW), abandoned arable land (AAL) and desert steppe (DS) in the Longzhong region of the Loess Plateau in Northwest China. The results showed that conversions from DS to AL, AL to AG and AL to AAL led to an increase in SOC content, while the conversion from DS to AW led to a decline. The differences in SOC content were significant between DS and AW at the 20-40 cm depth and between AL and AG at the 0-10 cm depth. The SOC stock in DS at the 0-100 cm depth was 39.4 t/hm 2 , increased by 28.48% after cultivation and decreased by 19.12% after conversion to AW. The SOC stocks increased by 2.11% from AL to AG and 5.10% from AL to AAL. The LOC stocks changed by a larger magnitude than the SOC stocks, which suggests that it is a more sensitive index of carbon dynamics under a short-term LUC. The LOC stocks increased at 0-20 cm and 0-100 cm depths from DS to AW, which is opposite to that observed for SOC. The proportion of LOC to SOC ranged from 0.14 to 0.20 at the 0-20 cm depth for all the five land use types, indicating low SOC dynamics. The allocation proportion of LOC increased for four types of LUC conversion, and the change in magnitude was largest for DS to AW (40.91%). The afforestation, abandonment and forage planting on arable land led to sequestration of SOC; the carbon was lost initially after afforestation. However, the carbon sink effect after abandonment may not be sustainable in the study area. 展开更多
关键词 土地利用变化 土壤有机碳 黄土高原地区 有机碳储量 活性有机碳 陇中地区 土地利用类型 有机碳含量
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Assessment of wetland fragmentation in the middle reaches of the Heihe River by the type change tracker model 被引量:6
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作者 ruifeng zhao ZuoLun XIE +3 位作者 LiHua ZHANG Wen ZHU Jie LI Dan LIANG 《Journal of Arid Land》 SCIE CSCD 2015年第2期177-188,共12页
The quantitative research of wetland landscape fragmentation in the middle reaches of the Heihe River is important for the wetland and oasis sustainable development in the Hexi Corridor. Based on the data of remote se... The quantitative research of wetland landscape fragmentation in the middle reaches of the Heihe River is important for the wetland and oasis sustainable development in the Hexi Corridor. Based on the data of remote sensing and GIS, we constructed the type change tracker model with sliding window technique and spatially morphological rule. The suitable scale and optimum scale of the fragmentation model of wetland landscape in the middle reaches of the Heihe River were determined by the area frequency statistics method, Chi-square distribution normalized scale variance, fractal dimension and diversity index. By integrating type change tracker model and the optimum scale with GIS spatial analysis, the spatial distribution characteristics of wetland landscape fragmentation in different periods and the related spatial-temporal change process were clarified. The results showed that(1) the type change tracker model, which analyzes the spatial pattern of wetland fragmentation on the pixel level, is better than the traditional wetland fragmentation analysis on the landscape and patch levels;(2) The suitable scale for the wetland fragmentation ranged from 150 m×150 m to 450 m×450 m and the optimum scale was 250 m×250 m in the middle reaches of the Heihe River; and(3) In the past 35 years, the total wetland area decreased by 23.2% and the fragmentation of wetland markedly increased in the middle reaches of the Heihe River. The areas of core wetlands reduced by 12.8% and the areas of perforated, edge and patch wetlands increased by 0.8%, 3.1% and 8.9%, respectively. The process of wetland fragmentation in the research region showed the order of core wetland, perforated or edge wetland, patch wetland or non-wetland. The results of this study would provide a reference for the protection, utilization and restoration of limited wetland resources and for the sustainable development of the regional eco-environment in the Heihe River Basin. 展开更多
关键词 黑河流域中游 景观破碎化 湿地景观 跟踪模型 类型 遥感和地理信息系统 GIS空间分析 可持续发展
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Effects of deficit irrigation on daily and seasonal variations of trunk sap flow and its growth in Calligonum arborescens 被引量:6
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作者 LiShan SHAN Yi LI +1 位作者 ruifeng zhao XiMing ZHANG 《Journal of Arid Land》 SCIE CSCD 2013年第2期233-243,共11页
Water deficit in arid and semiarid regions affects whole-plant sap flow and leaf-level water relations. The objectives of this study were to clarify how sap flow of Calligonum arborescens responds to different drought... Water deficit in arid and semiarid regions affects whole-plant sap flow and leaf-level water relations. The objectives of this study were to clarify how sap flow of Calligonum arborescens responds to different drought stress conditions and to understand its acclimation mechanism to drought environments. A field experiment was conducted for C. arborescens during the growing season to evaluate the effects of deficit irrigation on the daily and seasonal variations of trunk sap flow in the shelterbelt along the Tarim Desert Highway, Xinjiang, China. Three different water regimes (2,380, 1,960 and 1,225 m3 /hm2 ) were applied at different stages of plant growth. From 1 May to 30 October 2007, a heat-balance stem flow gauge was used to monitor the sap flow dynamics of C. arborescens under different water regimes. Atmospheric evaporation demand and soil moisture conditions for differentially irrigated C. arborescens were also monitored. The result showed that sap flow exhibited a clear diurnal pattern regardless of treatments; the diurnal patterns of sap flow and vapour pressure deficit were very similar under different water regimes and growing seasons, while the slope of the linear regression of this correlation confirmed an increasing water regime. The sap flow decreased under reduced water regimes and there was nocturnal sap flow regardless of water regimes, which was mainly contributed to nocturnal transpiration and water recharge. The sap flow peaked before midnight and dropped afterwards with obviously higher values in summer than in other seasons. It is speculated that the water consumption of C. arborescens during the day can be supplemented through the sap flow at night, which increased with increasing irrigation amount. Net radiation was the most significant correlated factor that influenced sap flow velocity and transpiration under different water regimes (R2 >0.719). Compared with the commonly practiced water regime, the growth of C. arborescens was significantly slower in the stress deficit irrigation, but not significantly different from that in the moderate deficit irrigation. The moderate deficit irrigation would not affect the stability of the shelterbelt and was a more efficient use of water resources compared with the current watering amount. 展开更多
关键词 季节性变化 树干液流 调亏灌溉 沙拐枣 土壤水分条件 半干旱地区 公路防护林 水分亏缺
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BP-LMS-based BDS-3 power system positioning method
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作者 ruifeng zhao Jiangang Lu +2 位作者 Wenxin Guo Wenjie Zheng Shiming Li 《Global Energy Interconnection》 EI CAS CSCD 2022年第6期666-674,共9页
The BeiDou-3 navigation satellite system(BDS-3)provides a full-domain high-precision positioning service for the power system to ensure safe and stable operation.However,BDS-3 power system positioning faces certain ch... The BeiDou-3 navigation satellite system(BDS-3)provides a full-domain high-precision positioning service for the power system to ensure safe and stable operation.However,BDS-3 power system positioning faces certain challenges,such as complex electromagnetic interference and incomplete error elimination.Herein,a back propagation neural network-improved least mean square(BP-LMS)adaptive filtering method is proposed for the BDS-3 full-domain and high-precision power system positioning,which utilizes the loss function to update the weight of the BP hidden layer,computes the pseudo compensation range,and eliminates the impact of electromagnetic interference to enhance the accuracy of power system positioning.Simulation results confirm the superior performance of BP-LMS in positioning accuracy and error elimination.Compared with LMS and normalized least mean square(NLMS),the filtering error of the proposed BP-LMS adaptive filtering method is decreased by 57.14%and 51.38%,respectively. 展开更多
关键词 BDS-3 BP-LMS Error elimination Full-domain and high-precision positioning Power system
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Forecast Service of An Extreme Rainstorm Process in Bayannur City,Inner Mongolia in 2022
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作者 ruifeng zhao Ni YAN +1 位作者 Linshengjie SHI Ting HOU 《Meteorological and Environmental Research》 CAS 2022年第6期42-43,48,共3页
On August 1,2022,a rainstorm process occurred in Bayannur City,Inner Mongolia.An extreme precipitation event occurred in Wuyuan County,Urat Middle Banner and Urat Front Banner,causing rainstorm,flood,strong convective... On August 1,2022,a rainstorm process occurred in Bayannur City,Inner Mongolia.An extreme precipitation event occurred in Wuyuan County,Urat Middle Banner and Urat Front Banner,causing rainstorm,flood,strong convective wind and other disasters,thereby resulting in crop damage,livestock death and other losses.Meteorological departments made a series of forecast and early warning,meteorological service and basin joint prevention for the rainstorm process,set an example for dealing with the rainstorm disaster,and accumulated experience for the forecast service of rainstorm in future. 展开更多
关键词 Bayannur City RAINSTORM Disaster impact Forecast and early warning Meteorological service
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Engineered neutrophil apoptotic bodies ameliorate myocardial infarction by promoting macrophage efferocytosis and inflammation resolution 被引量:3
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作者 Lili Bao Geng Dou +12 位作者 Ran Tian Yajie Lv Feng Ding Siying Liu ruifeng zhao Lu zhao Jun Zhou Lin Weng Yan Dong Bei Li Shiyu Liu Xin Chen Yan Jin 《Bioactive Materials》 SCIE 2022年第3期183-197,共15页
Inflammatory response plays a critical role in myocardial infarction(MI)repair.The neutrophil apoptosis and subsequent macrophage ingestion can result in inflammation resolution and initiate regeneration,while the the... Inflammatory response plays a critical role in myocardial infarction(MI)repair.The neutrophil apoptosis and subsequent macrophage ingestion can result in inflammation resolution and initiate regeneration,while the therapeutic strategy that simulates and enhances this natural process has not been established.Here,we constructed engineered neutrophil apoptotic bodies(eNABs)to simulate natural neutrophil apoptosis,which regulated inflammation response and enhanced MI repair.The eNABs were fabricated by combining natural neutrophil apoptotic body membrane which has excellent inflammation-tropism and immunoregulatory properties,and mesoporous silica nanoparticles loaded with hexyl 5-aminolevulinate hydrochloride(HAL).The eNABs actively targeted to macrophages and the encapsulated HAL simultaneously initiated the biosynthesis pathway of heme to produce anti-inflammatory bilirubin after intracellular release,thereby further enhancing the anti-inflammation effects.In in vivo studies,the eNABs efficiently modulated inflammation responses in the infarcted region to ameliorate cardiac function.This study demonstrates an effective biomimetic construction strategy to regulate macrophage functions for MI repair. 展开更多
关键词 NEUTROPHILS Apoptotic bodies Engineering INFLAMMATION Myocardial infarction
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荒漠草原区地上净初级生产力和土壤呼吸对降水变化的不同响应
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作者 Lihua Zhang Junfeng Wang +2 位作者 ruifeng zhao Yafei Guo Lianyi Hao 《Journal of Plant Ecology》 SCIE CSCD 2022年第1期57-70,共14页
降水变化既影响地上植被动态,也影响地下碳循环过程,尤其以干旱半干旱生态系统对降水的响应更为敏感。然而极端降水如何影响土壤碳固存潜力仍未得出明确结果。本研究在黄土高原西部荒漠草原样地实施了为期3年的降水控制实验,该实验包含... 降水变化既影响地上植被动态,也影响地下碳循环过程,尤其以干旱半干旱生态系统对降水的响应更为敏感。然而极端降水如何影响土壤碳固存潜力仍未得出明确结果。本研究在黄土高原西部荒漠草原样地实施了为期3年的降水控制实验,该实验包含5个降水梯度(即自然降水(对照),以及在自然降水基础上的减水40%、减水20%、增水20%、增水40%)。通过对不同降水处理下植物生长指标、地上净初级生产力(ANPP)、土壤水分和土壤呼吸(Rs)进行监测,采用双侧不对称模型揭示ANPP和Rs对降水变化的响应规律;采用结构方程模型,分析降水变化下影响ANPP和Rs的直接和间接因素。研究结果表明,ANPP对极端干旱的响应比极端湿润更敏感,在干旱和湿润年份均符合负向不对称模型。ANPP的变化主要受到降水的直接影响,同时,干旱年份植物密度的变化也对ANPP产生了影响。在湿润年份,Rs对降水变化的响应也呈负向不对称性。然而,干旱年份,Rs对降水变化表现出正向不对称响应,即对降水增加响应的敏感性高于降水减少,这可能与植物生长和ANPP对增水处理的正响应增加使自氧呼吸增强,及降水事件对异氧呼吸具有较强的‘Birch效应’有关。在干旱年份Rs对极端干旱(减水40%处理)表现出饱和响应。ANPP和Rs对降水格局改变的响应模式差异表明荒漠草原区极端湿润或干旱可能降低研究区土壤碳固存的潜力。 展开更多
关键词 初级生产力 植物生长 土壤呼吸 土壤碳平衡 极端降水 荒漠草原 不对称响应
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