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Spatiotemporal changes in forest loss and its linkage to burned areas in China 被引量:4
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作者 Zhiwei Wu Saijia Yan +1 位作者 Lei He Yanlong Shan 《Journal of Forestry Research》 SCIE CAS CSCD 2020年第6期2525-2536,共12页
Fire-induced forest loss has substantially increased worldwide over the last decade.In China,the connection between forest loss and frequent fi res on a national scale remains largely unexplored.In this study,we used ... Fire-induced forest loss has substantially increased worldwide over the last decade.In China,the connection between forest loss and frequent fi res on a national scale remains largely unexplored.In this study,we used a data set for a time-series of forest loss from the Global Forest Watch and for a MODIS-derived burned area for 2003–2015 to ascertain variations in forest loss and to explore its relationship with forest fi res(represented by burned areas)at the country-and forest-zone levels.We quantifi ed trends in forest loss during 2003–2015 using linear regression analysis and assessed the relation between forest loss and burned areas using Spearman’s correlation.Forest loss increased signifi cantly(264.8 km 2 a−1;R 2=0.54,p<0.01)throughout China,with an average annual increase of 11.4%during 2003–2015.However,the forest loss trend had extensive spatial heterogeneity.Forest loss increased mainly in the subtropical evergreen broadleaf forest zone(315.0 km 2 a−1;R 2=0.69,p<0.01)and tropical rainforest zone(38.8 km 2 a−1;R 2=0.66,p<0.01),but the loss of forest decreased in the cold temperate deciduous coniferous forest zone(−70.8 km 2 year−1;R 2=0.75,p<0.01)and the temperate deciduous mixed broadleaf and coniferous forest zone(−14.4 km 2 a−1;R 2=0.45,p<0.05).We found that 1.0%of China’s area had a signifi cant positive correlation(r≥0.55,p<0.05)with burned areas and 0.3%had a signifi cant negative correlation(r≤−0.55,p<0.05).In particular,forest loss had a signifi cant positive relationship with the burned area in the cold temperate deciduous coniferous forest zone(16.9% of the lands)and the subtropical evergreen broadleaf forest zone(7.8%).These results provide a basis for future predictions of fi re-induced forest loss in China. 展开更多
关键词 forest loss forest fire Burned area Spatiotemporal variability Correlation analysis
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Rapid Urbanization Induced Extensive Forest Loss to Urban Land in the Guangdong-Hong Kong-Macao Greater Bay Area, China 被引量:5
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作者 YANG Chao LIU Huizeng +7 位作者 LI Qingquan CUI Aihong XIA Rongling SHI Tiezhu ZHANG Jie GAO Wenxiu ZHOU Xiang WU Guofeng 《Chinese Geographical Science》 SCIE CSCD 2021年第1期93-108,共16页
China has experienced rapid urbanizations with dramatic land cover changes since 1978. Forest loss is one of land cover changes, and it induces various eco-environmental degradation issues. As one of China’s hotspot ... China has experienced rapid urbanizations with dramatic land cover changes since 1978. Forest loss is one of land cover changes, and it induces various eco-environmental degradation issues. As one of China’s hotspot regions, the Guangdong-Hong KongMacao Greater Bay Area(GBA) has undergone a dramatic urban expansion. To better understand forest dynamics and protect forest ecosystem, revealing the processes, patterns and underlying drivers of forest loss is essential. This study focused on the spatiotemporal evolution and potential driving factors of forest loss in the GBA at regional and city level. The Landsat time-series images from 1987 to2017 were used to derive forest, and landscape metrics and geographic information system(GIS) were applied to implement further spatial analysis. The results showed that: 1) 14.86% of the total urban growth area of the GBA was obtained from the forest loss in1987–2017;meanwhile, the forest loss area of the GBA reached 4040.6 km2, of which 25.60%(1034.42 km2) was converted to urban land;2) the percentages of forest loss to urban land in Dongguan(19.14%), Guangzhou(18.35%) and Shenzhen(15.81%) were higher than those in other cities;3) the forest became increasingly fragmented from 1987–2007, and then the fragmentation decreased from2007 to 2017);4) the landscape responses to forest changes varied with the scale;and 5) some forest loss to urban regions moved from low-elevation and gentle-slope terrains to higher-elevation and steep-slope terrains over time, especially in Shenzhen and Hong Kong.Urbanization and industrialization greatly drove forest loss and fragmentation, and, notably, hillside urban land expansion may have contributed to hillside forest loss. The findings will help policy makers in maintaining the stability of forest ecosystems, and provide some new insights into forest management and conservation. 展开更多
关键词 forest loss to urban land urbanization spatiotemporal pattern remote sensing Guangdong-Hong Kong-Macao Greater Bay Area(GBA)
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Simulating long-term effect of Hyrcanian forest loss on phosphorus loading at the sub-watershed level 被引量:1
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作者 Fatemeh RAJAEI Abbas E SARI +4 位作者 Abdolrassoul SALMANMAHINY Timothy O RANDHIR Majid DELAVAR Reza D BEHROOZ Alireza M BAVANI 《Journal of Arid Land》 SCIE CSCD 2018年第3期457-469,共13页
Conversion of forest land to farmland in the Hyrcanian forest of northern Iran increases the nutrient input, especially the phosphorus(P) nutrient, thus impacting the water quality. Modeling the effect of forest los... Conversion of forest land to farmland in the Hyrcanian forest of northern Iran increases the nutrient input, especially the phosphorus(P) nutrient, thus impacting the water quality. Modeling the effect of forest loss on surface water quality provides valuable information for forest management. This study predicts the future impacts of forest loss between 2010 and 2040 on P loading in the Tajan River watershed at the sub-watershed level. To understand drivers of the land cover, we used Land Change Modeler(LCM) combining with the Soil Water Assessment Tool(SWAT) model to simulate the impacts of land use change on P loading. We characterized priority management areas for locating comprehensive and cost-effective management practices at the sub-watershed level. Results show that agricultural expansion has led to an intense deforestation. During the future period 2010–2040, forest area is expected to decrease by 34,739 hm^2. And the areas of pasture and agriculture are expected to increase by 7668 and 27,071 hm^2, respectively. In most sub-watersheds, P pollution will be intensified with the increase in deforestation by the year 2040. And the P concentration is expected to increase from 0.08 to 2.30 mg/L in all of sub-watersheds by the year 2040. It should be noted that the phosphorous concentration exceeds the American Public Health Association′s water quality standard of 0.2 mg/L for P in drinking water in both current and future scenarios in the Tajan River watershed. Only 30% of sub-watersheds will comply with the water quality standards by the year 2040. The finding of the present study highlights the importance of conserving forest area to maintain a stable water quality. 展开更多
关键词 PHOSPHORUS land use change modeling forest loss prioritizing management area Tajan River Iran
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Contrasting temporal dynamics of land surface temperature responses to different types of forest loss 被引量:1
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作者 Jing Li Zhao-Liang Li +15 位作者 Xiangyang Liu Yitao Li Meng Liu Nanshan You Hua Wu Lei He Menglin Si Ronglin Tang Chenghu Zhou Wei Zhao Si-Bo Duan Pei Leng Wenqi Liu Enyu Zhao Bo-Hui Tang Zhenong Jin 《The Innovation》 2025年第6期31-40,30,共11页
Forest loss impacts local climate through biophysical processes.However,our understanding of this impact remains limited due to the neglect of its temporal dynamics.Using a space-and-time scheme that incorporates a ch... Forest loss impacts local climate through biophysical processes.However,our understanding of this impact remains limited due to the neglect of its temporal dynamics.Using a space-and-time scheme that incorporates a change-detection method,we assess the dynamics of land surface temperature(LST)responses to various forest-loss types.Globally,LST increased by 0.12 K one year after forest loss,followed by a decreasing trend of0.14 K per decade.Deforestation driven by commodity production and urbanization results in persistent warming,while forest disturbances such as shifting agriculture,forestry,and fire trigger diverse response dynamics with significant spatial variation due to differences in subsequent vegetation recovery.These disturbances cause attenuated warming in low and mid-latitudes,while,in the boreal zone,contrasting dynamics are observed:shifting agriculture causes attenuated cooling,whereas forestry and fire result in enhanced cooling.In addition to amplifying the amplitude of the LST seasonal cycle,forest loss also shifts the seasonal phase,which has not been previously reported.These findings demonstrate that climate feedback from forest loss is climate specific,loss-type dependent,and time varying,providing new insights for the development of local climate policies. 展开更多
关键词 commodity production seasonal cycle change detection land surface temperature climate feedback forest loss land surface temperature lst responses temporal dynamics
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LOSS ASSESSMENT OF BURNED FOREST USING REMOTE SENSING AND GEOGRAPHICAL INFORMATION TECHNIQUES
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作者 Zhou Hongze Ye Ronghua Northeast Forestry University 《Journal of Northeast Forestry University》 SCIE CAS CSCD 1991年第2期89-94,共6页
After forest fire, it is very needed to locate fire position and assess the loss of forest resources. In this paper, a method of burned forest assessment with satellite remote sensing data and over-laying techniques i... After forest fire, it is very needed to locate fire position and assess the loss of forest resources. In this paper, a method of burned forest assessment with satellite remote sensing data and over-laying techniques is discussed and used in the assessment of the burned forest in Malin Forest Farm after the large forest fire of May, 1987. 展开更多
关键词 Assessment method forest loss forest fire Geographic information techniques
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Swamp Forest Use and Loss in the Niger Delta: Contextual and Underlying Issues 被引量:1
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作者 Nwabueze Ikenna Igu 《Open Journal of Forestry》 2017年第1期34-47,共14页
Forest ecosystems are vital not only for the ecosystem and biogeochemical processes, but also for the livelihood of forest dependent communities for which its continual existence is a necessity. This study explored th... Forest ecosystems are vital not only for the ecosystem and biogeochemical processes, but also for the livelihood of forest dependent communities for which its continual existence is a necessity. This study explored the pattern of forest use in the hinterlands of the Niger Delta and sought to elucidate the drivers of forest loss and how the ownership and management of the forest plots influenced the changes in the forest ecosystem. Ecosystem services reduction and forest loss/degradation were found to be increasing over the years due to crude oil activities, urbanization/developments, population increase, agricultural activities and natural causes like flood. While each factor contributed to forest loss directly and indirectly, and varied from community to community, agricultural activities and population growth were responsible for most of the losses across the landscape. Even though agricultural activities were essential and thrived in the region, sustainable forest (land) uses could have reduced the associated implications of such land uses;but this was however hampered by the farming practises (shifting cultivation) across most of the communities. Lack of proper, effective and sustainable forest management structures, poor individual commitment and monitoring of forest activities were found to encourage forest loss at different spatial scales. Provision of alternative sources of livelihood and ensuring that suitable guidelines on forest abstraction and harvest are enforced across the region, are steps to promoting biodiversity conservation and resource management. 展开更多
关键词 Community forest MANAGEMENT Ecosystem Services forest loss Resilience Sustainable MANAGEMENT
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森林火灾卫星遥感监测技术应用进展研究
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作者 张真瑞 张天腾 +1 位作者 曾文华 吴伶 《西南林业大学学报(自然科学)》 北大核心 2026年第1期211-220,共10页
森林火灾为突发性自然灾害,对森林资源的可持续性和生态系统的稳定性构成了严重威胁。鉴于森林火灾的频繁发生及其带来的广泛影响,卫星遥感技术因其能够提供大范围、实时监测的能力,其在森林火灾监测中的应用已成为研究和实践的重点。... 森林火灾为突发性自然灾害,对森林资源的可持续性和生态系统的稳定性构成了严重威胁。鉴于森林火灾的频繁发生及其带来的广泛影响,卫星遥感技术因其能够提供大范围、实时监测的能力,其在森林火灾监测中的应用已成为研究和实践的重点。本研究系统探讨了森林火灾监测中的卫星遥感技术,包括其基本原理、应用进展和面临挑战,涵盖了灾前风险预警、灾中火点识别、灾后损失评估3个阶段,结果发现,林火卫星遥感监测将呈现高时空分辨率、多源卫星数据融合、无人机与卫星遥感协同、智能化处理的发展趋势,以提升林火监测的精度和时效性。 展开更多
关键词 森林火灾 卫星遥感 火情监测 风险预警 损失评估
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Optimal plot design in a multipurpose forest inventory 被引量:1
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作者 Helena M.Henttonen Annika Kangas 《Forest Ecosystems》 SCIE CSCD 2016年第1期37-50,共14页
Background: We explore the factors affecting the optimal plot design (size and type as well as the subsample tree selection strategies within a plot) and their relative importance in defining the optimal plot desig... Background: We explore the factors affecting the optimal plot design (size and type as well as the subsample tree selection strategies within a plot) and their relative importance in defining the optimal plot design in amultipurpose forest inventory. The factors include time used to lay out the plot and to make the tree measurements within the plot, the between-plot variation of each of the variables of interest in the area, and the measurement and model errors for the different variables. Methods: We simulate different plot types and sizes and subsample tree selection strategies on measuredtest areas from North Lapland. The plot types used are fixed-radius, concentric and relascope plots. Weselect the optimal type and size first at plot level using a cost-plus-loss approach and then at cluster level byminimizing the weighted standard error with fixed budget. Results: As relascope plots are ve~/efficient at the plot level for volume and basal area, and fixed-radius plots for stems per ha, the optimal plot type strongly depends on the relative importance of these variables. The concentric plot seems to be a good compromise between these two in many cases. The subsample tree selection strategy was more important in selecting optimal plot than many other factors. In cluster level, the most important factor is the transfer time between plots. Conclusions: While the optimal radius of plots and other parameters were sensitive to the measurement times and other cost factors, the concentric plot type was optimal in almost all studied cases. Subsample tree measurement strategies need further studies, as they were an important cost factor. However, their importance to the precision was not as clear. 展开更多
关键词 SAMPLE PLOT forest inventory MEASUREMENT COST loss
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Effects of acid deposition on forests in south China
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作者 Feng Zong wei, Tao Fu lu Research Center for Eco-Environmental Sciences, Chinese Academy of Sciences, Beijing 100085, China 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 1998年第4期122-126,共5页
Acid deposition has caused serious damage to the forests of China. In this paper, the quantification theory I is used to calculate the forest volume loss caused by acid disposition in seven provinces of south China. T... Acid deposition has caused serious damage to the forests of China. In this paper, the quantification theory I is used to calculate the forest volume loss caused by acid disposition in seven provinces of south China. The results showed that contribution rates of acid deposition to forest volume loss in seven provinces of south China vary from 24 5% to 37 91%; the volume loss rates range from 7% to 20%. Total volume losses per year are 1 0145×10 6 m 3, of which Zhejiang Province is the greatest, totalling 3 841×10 5 m 3, while Anhui Province is the least, amounting to 1 59×10 4 m 3. 展开更多
关键词 acid deposition DAMAGE forest volume loss.
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Land Cover Change in a Freshwater Swamp Forest Landscape: Implications for Biodiversity Conservation
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作者 Nwabueze I. Igu Joseph O. Duluora 《Journal of Environmental Protection》 2019年第12期1578-1590,共13页
Forest landscapes are under much pressure globally due to changes in land use and their biodiversity and services are threatened at increasing magnitude especially in the tropics. Biodiversity and ample forest cover s... Forest landscapes are under much pressure globally due to changes in land use and their biodiversity and services are threatened at increasing magnitude especially in the tropics. Biodiversity and ample forest cover still remain in freshwater forest landscapes in the Niger basin of Nigeria, but are declining at astronomical scales across the region. To better understand the changes and modifications going on in the ecosystem at the landscape level, a thirty-year study (1987-2017) was conducted using remotely sensed Landsat imageries. These were processed and used to verify the dynamics in land cover changes and their major drivers. Land use change across the region reduced the forest extent and forest cover (up to 50.2 percent) of the natural ecosystems which served as the habitats for the indigenous species. Sparse vegetation and bare soil/farmlands increased over the study period and were seen as the major indices for modifications and forest loss in the area. Since land use indices such as agricultural activities were seen as one of the major factors of land cover change, sustainable forest use and management practices that accommodate agricultural practices were advocated. While the forest cover and ultimately their biodiversity and conservation prospects reduced following forest loss in the region, efforts should be targeted at conserving the pockets of vegetation seen in the sparsely vegetated zones and also maximize the potentials that the biodiversity in the agro-forested locations offers. 展开更多
关键词 BIODIVERSITY Carbon Climate CHANGE forest loss LAND Use CHANGE Modification
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Effects of litter quality and climate change along an elevational gradient on litter decomposition of subalpine forests, Eastern Tibetan Plateau, China 被引量:7
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作者 Zhenfeng Xu Jianxiao Zhu +3 位作者 Fuzhong Wu Yang Liu Bo Tan Wanqin Yang 《Journal of Forestry Research》 SCIE CAS CSCD 2016年第3期505-511,共7页
Temperature and freeze-thaw events are two key factors controlling litter decomposition in cold biomes.Predicted global warming and changes in freeze-thaw cycles therefore may directly or indirectly impact litter deco... Temperature and freeze-thaw events are two key factors controlling litter decomposition in cold biomes.Predicted global warming and changes in freeze-thaw cycles therefore may directly or indirectly impact litter decomposition in those ecosystems. Here, we conducted a2-year-long litter decomposition experiment along an elevational gradient from 3000 to 3600 m to determine the potential effects of litter quality, climate warming and freeze-thaw on the mass losses of three litter types [dragon spruce(Picea asperata Mast.), red birch(Betula albosinensis Burk.), and minjiang fir(Abies faxoniana Rehd. et Wild)]. Marked differences in mass loss were observed among the litter types and sampling dates. Decay constant(k) values of red birch were significantly higher than those of the needle litters. However, mass losses between elevations did not differ significantly for any litter type.During the winter, lost mass contributed 18.3-28.8 % of the net loss rates of the first year. Statistical analysis showed that the relationships between mass loss and litter chemistry or their ratios varied with decomposition periods. Our results indicated that short-term field incubations could overestimate the k value of litter decomposition.Considerable mass was lost from subalpine forest litters during the wintertime. Potential future warming may not affect the litter decomposition in the subalpine forest ecosystems of eastern Tibetan Plateau. 展开更多
关键词 Alpine forest Elevational gradient FREEZE-THAW Global warming Mass losses
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Runoff and sediment concentration of different parts of a road in Hyrcanian forests 被引量:1
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作者 Majid LOTFALIAN Aidin PARSAKHOO +1 位作者 Ataollah KAVIAN Seyed Ataollah HOSSEINI 《Forestry Studies in China》 CAS 2013年第2期144-151,共8页
Road prisms, such as cutslopes, fillslopes and road surfaces, can be important contributors of sediment to streams in forested watersheds. In this study rainfall simulations were carried out on cutslopes, fillslopes, ... Road prisms, such as cutslopes, fillslopes and road surfaces, can be important contributors of sediment to streams in forested watersheds. In this study rainfall simulations were carried out on cutslopes, fillslopes, road surfaces and forest grounds in hardwood forests of Lolet and Lat Talar, Iran. Water at intensity of 32.4 mm·h-1 was sprayed from a nozzle onto a square area of 0.48 m2. Runoff was collected by water gauge every 4 min and then runoff and sediment parameters were measured in each plot. Results indicated that on road surfaces, the runoff coefficient was 63.28%. On the cutslopes and fillslopes, the runoff coefficients were 35.14% and 10.23%, respectively. On the forest ground as a control, the runoff coefficient was 5.90%. Runoff volume was 2.73 mL·s^-1 on the road surfaces and 1.52 mL·s^-1 on cutslopes. On fillslopes the runoff volume was 0.44 mL·s^-1 and on the forest ground 0.25 mL·s^-1 The greatest rate of soil loss was found on the cutslope (280.79 g·m-2·h-1). The total soil loss from the cutslopes was two times higher than that from the road surfaces and six times higher than that from the fillslopes. We conclude that cutslopes can be considered the main source of sediments in our study sites, but the function of road surface as a source of runoff generation is more important. 展开更多
关键词 RUNOFF soil loss road prism rainfall simulation Hyrcanian forest
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Characterization of Forest Degradation beyond Canopy Cover Change in Mau Forest, Kenya
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作者 Merceline Awuor Ojwala Felix Mutua Mwangi James Kinyanjui 《Open Journal of Forestry》 2022年第4期393-407,共15页
Monitoring Forest degradation is evidence enough to show a country’s commitment to monitor the forest trend both for national and local decision-making and international reporting processes. Unlike deforestation whic... Monitoring Forest degradation is evidence enough to show a country’s commitment to monitor the forest trend both for national and local decision-making and international reporting processes. Unlike deforestation which is easier to point out, monitoring forest degradation is quite a challenge since there is no universal definition and thus no clear monitoring methods apart from the canopy cover change. This research, therefore, sought to look at the degradation trends in the Mau forest complex between 1995-2020 with the aim of finding out whether monitoring canopy density changes over time and quantifying these changes in terms of biomass loss could be a good approach in monitoring forest degradation. Forest Canopy Density (FCD) model was adopted focusing on using vegetation indices describing biophysical conditions of Vegetation, Shadow and Bareness to monitor changes in canopy density as a parameter for describing forest degradation in the forest blocks of Maasai Mau and Olpusimoru in Mau forest complex. Results indicated how different vegetation indices responded to changes in the vegetation density and eventually changes in the canopy density values which were converted in terms of biomass loss. The forest Canopy Density model proved to be a good tool for monitoring forest degradation since it combines different biophysical indices with different characteristics capturing what is happening below the canopy. 展开更多
关键词 forest Degradation Canopy Density Vegetation Indices Biomass loss MONITORING
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大兴安岭多年冻土区森林凋落物分解动态及其影响因素
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作者 黄敏 高明亮 +2 位作者 李格炜 王宇 贾丙瑞 《水土保持通报》 北大核心 2025年第5期103-110,123,共9页
[目的]探究大兴安岭多年冻土区优势树种兴安落叶松(Larix gmelinii)和伴生种白桦(Betula platyphylla)凋落叶的分解动态特征及其影响因素,为冻土退化背景下森林生态系统稳定性维持、碳汇功能提升及适应性管理策略的制定提供科学依据。[... [目的]探究大兴安岭多年冻土区优势树种兴安落叶松(Larix gmelinii)和伴生种白桦(Betula platyphylla)凋落叶的分解动态特征及其影响因素,为冻土退化背景下森林生态系统稳定性维持、碳汇功能提升及适应性管理策略的制定提供科学依据。[方法]采用凋落物分解袋法,设置兴安落叶松、白桦及其混合(3∶1比例)3种处理类型,通过为期2 a的原位分解试验,系统分析凋落物质量损失动态变化特征及其与碳氮含量的关系,结合Olson指数模型计算凋落物分解半衰期和完全分解所需时间。[结果]①凋落物在两年分解期内质量损失依次为:阔叶(23.53%)>针阔混合(16.41%)>针叶(14.47%),其中第1年占总分解量的65.11%~66.80%;针阔混合凋落物失重率的观测值仅在分解第1年显著高于预期值,表现出协同效应。②阔叶和针阔混合凋落物失重率与氮含量呈极显著正相关,与碳氮比呈极显著负相关,而针叶失重率与氮含量及碳氮比无显著相关性。③Olson指数模型可有效描述凋落物分解过程(R²>0.89),分解半衰期和完全分解所需时间阔叶最短(5.45和23.55 a),其次是针阔混合(9.32和40.27 a),针叶分解最慢(11.55和49.93a)。[结论]大兴安岭多年冻土区阔叶凋落物分解快,主要与其氮含量高且碳氮比低有关,其完全分解需要20 a以上,而针叶与针阔混合凋落物需要40 a以上,针阔混合凋落物仅在分解第1年表现出协同效应。凋落物分解的缓慢过程对维持冻土—植被互馈系统的碳氮平衡及提升寒区生态屏障功能具有重要作用。 展开更多
关键词 大兴安岭 多年冻土区 寒温带针叶林 碳循环 凋落物分解 质量损失
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车间流水线场景下基于随机森林的多元输入信道路径损耗模型研究 被引量:1
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作者 余雨 丁文慧 +4 位作者 严伟 徐晨 许恒飞 杨洁 张云萱 《南京邮电大学学报(自然科学版)》 北大核心 2025年第4期12-20,共9页
针对车间流水线复杂环境中的信道建模需求,结合多维特征数据与随机森林方法,提出了一种多元输入路径损耗模型。首先,通过射线追踪技术获取多维度特征数据,利用决策树集成方法实现路径损耗的精准预测。然后,分析了随机森林超参数对模型... 针对车间流水线复杂环境中的信道建模需求,结合多维特征数据与随机森林方法,提出了一种多元输入路径损耗模型。首先,通过射线追踪技术获取多维度特征数据,利用决策树集成方法实现路径损耗的精准预测。然后,分析了随机森林超参数对模型性能的影响,并给出了模型参数提取方法。此外,与三维模型、人工神经网络模型、深度神经网络模型、对数距离模型及3GPP TR 38.901模型的对比表明,该模型在路径损耗预测精度、计算效率及可扩展性方面具有一定优势。最后,为验证所提出模型的泛化性能,将该模型应用于其他结构工厂和不同频段,结果表明模型的准确度仍较高,适用于类似场景。所提出方法能够有效应对工业车间复杂环境下的无线信道特性建模需求,为复杂工业环境下无线通信链路的设计与性能优化提供了可靠支持,并具有广泛的实际应用前景。 展开更多
关键词 随机森林 路径损耗 多元输入 信道模型 工厂环境 流水线
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非洲大陆区域一体化背景下国家边境森林变化及其主要因素贡献
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作者 唐梦雅 李鹏 +2 位作者 李霞 陈生媚 Jeffrey Chiwuikem CHIAKA 《地理学报》 北大核心 2025年第5期1226-1243,共18页
经济全球化与区域一体化促使边境从封闭走向开放并渐成人地关系研究热点区域。自《非洲大陆自由贸易区协定》签署以来,非洲一体化进程历经数十载并影响各国边境景观与土地利用。但非洲大陆国家边境森林等土地覆被变化过程尚缺乏深究且... 经济全球化与区域一体化促使边境从封闭走向开放并渐成人地关系研究热点区域。自《非洲大陆自由贸易区协定》签署以来,非洲一体化进程历经数十载并影响各国边境景观与土地利用。但非洲大陆国家边境森林等土地覆被变化过程尚缺乏深究且对其主要影响因素及其对森林变化贡献量化不足。利用2017—2022年土地覆被产品、活跃火、人口密度与武装冲突数据,在揭示非洲大陆国家边境森林等土地覆被变化年际动态基础上,采用随机森林回归与相关性分析界定森林变化影响因素并量化其主因与贡献。结果表明:(1)非洲大陆国家边境以赤道为界向北、向南呈现森林—草灌—裸地递次分布格局,占地近九成,且森林、草灌、裸地三者主导着(> 80%)边境土地覆被变化(年均变化2%);2020年森林有所恢复,但草灌/裸地增加所致毁林仍是大势。(2)活跃火和人口密度是非洲边境森林覆被变化主/从因,且森林变化与活跃火频次、人口密度关系先弱后强。(3)非洲大陆国家边境年际近九成森林减少与活跃火发生呈强正相关性,受季节影响由赤道向南北两侧递增。(4)旱季活跃火对非洲大陆国家边境森林减少影响更为显著。本文可为探索热带森林变化诱因和揭示边境土地利用变化对区域一体化响应程度提供借鉴。 展开更多
关键词 边境土地利用 地缘经济合作 森林减少 活跃火 随机森林回归 非洲大陆
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林下黄精种植对水土及氮、磷流失的影响 被引量:2
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作者 晏慧颖 黎建强 +4 位作者 杨舒媛 赵思倩 刘方严 刘艳娇 汤汶奇 《水土保持研究》 北大核心 2025年第4期76-83,共8页
[目的]研究揭示林下黄精种植相关影响,明确降雨和坡度与产流产沙量、氮、磷流失量的关系,为林下种植中药材模式的水土及氮、磷流失评估及控制提供理论依据。[方法]以云南省寻甸县黄精(Polygonatum kingianum Collett&Hemsl.)种植林... [目的]研究揭示林下黄精种植相关影响,明确降雨和坡度与产流产沙量、氮、磷流失量的关系,为林下种植中药材模式的水土及氮、磷流失评估及控制提供理论依据。[方法]以云南省寻甸县黄精(Polygonatum kingianum Collett&Hemsl.)种植林地为研究对象,采用田间径流小区原位观测,分析了自然降雨条件下不同坡度(5°,10°,15°)黄精种植林地水土及氮、磷的流失特征。[结果]黄精种植林地平均年产流产沙量较自然林地分别增加164.44%和251.16%,且随着坡度的增加而增加。黄精种植林地全氮(TN)、全磷(TP)、铵态氮(NH_(4)^(+)-N)、硝态氮(NO_(3)^(-)-N)平均年流失量是自然林地的2.85,1.75,4.71,2.31倍,TN、TP流失的主要途径是侵蚀泥沙,NH_(4)^(+)-N,NO_(3)^(-)-N流失的主要途径是地表径流。降雨量与径流量、产沙量和氮磷流失量之间呈极显著正相关。[结论]黄精种植显著增加了林地水土和氮、磷流失量,降雨量是影响黄精种植林地径流和氮、磷流失量的主要因素,但黄精种植林地的产沙量远低于西南土石山区的容许土壤流失量。 展开更多
关键词 林下种植 黄精 水土流失 氮磷流失
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基于YOLOv8的林区行人目标检测研究 被引量:3
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作者 李琳琳 孙海龙 《森林工程》 北大核心 2025年第1期138-150,共13页
为解决目标检测算法在林区行人检测中容易出现漏检及检测精度不足的问题,提出一种基于改进YOLOv8的林区行人目标检测算法。采用C2f_DWRSeg模块替换C2f模块,扩展初始卷积通道数,使网络能更高效地进行多尺度特征提取;提出一种重构的检测头... 为解决目标检测算法在林区行人检测中容易出现漏检及检测精度不足的问题,提出一种基于改进YOLOv8的林区行人目标检测算法。采用C2f_DWRSeg模块替换C2f模块,扩展初始卷积通道数,使网络能更高效地进行多尺度特征提取;提出一种重构的检测头,训练时增加卷积层的复杂性,推理时使用单分支结构,从而丰富网络的特征表示能力,并保持高效的推理速度;在特征融合前增加了卷积注意力机制模块CGA,减少计算量;使用Focaler-ShapeIoU损失函数代替CIoU损失函数,弥补边界框回归方法的不足,进一步提高检测能力。试验结果表明,与基准模型相比,改进后的算法mAP50提高了2%,mAP50-95提高了2.4%,模型的处理速度(FPS)提高了4.33%,证明改进后的算法能够更好地应用在林区行人检测的任务中。 展开更多
关键词 林区管理 行人检测 YOLOv8 注意力机制 损失函数 改进算法 深度学习 识别
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喀麦隆森林损失时空变化特征及其影响因素
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作者 叶依宁 陈梅花 《浙江师范大学学报(自然科学版)》 2025年第3期333-341,共9页
探究森林损失状况及其影响因素,对于有效保护森林资源、实现经济与社会的可持续发展具有重要意义.以喀麦隆为研究区,利用2001—2020年全球森林变化数据集(global forest change,GFC)中的森林损失数据,结合互动森林地图集、地表覆盖、火... 探究森林损失状况及其影响因素,对于有效保护森林资源、实现经济与社会的可持续发展具有重要意义.以喀麦隆为研究区,利用2001—2020年全球森林变化数据集(global forest change,GFC)中的森林损失数据,结合互动森林地图集、地表覆盖、火灾等数据,使用趋势分析、核密度分析、空间统计及时空地理加权回归模型,分析了2001—2020年喀麦隆森林损失的时空变化特征及其影响因素.结果表明:1)2001—2020年,喀麦隆共计损失森林面积16688 km^(2),中央大区、东部大区及南部大区损失面积较大,且表现出损失面积增加的趋势;2)森林损失事件分布在喀麦隆各大区,在2010年后,高密度森林损失向南部集中;3)森林损失的主要影响因素包括林区砍伐、农业种植、矿产开采、建筑建设以及火灾;4)人口密度、GDP、路网密度、年均温和年降水量对喀麦隆森林损失均有一定的影响,但存在明显的时空异质性.该结果可为喀麦隆相关部门合理利用森林资源提供科学参考. 展开更多
关键词 喀麦隆 森林损失 时空变化 核密度分析 趋势分析
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基于Copula模型的江西省森林综合保险纯费率厘定的研究
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作者 王淼 石焱 +3 位作者 胡明形 邵杨 周文琪 卢妍洁 《林业经济问题》 北大核心 2025年第1期101-112,共12页
基于2003—2022年江西省级数据和2009—2016年江西省11个地级市面板数据,通过构建森林综合灾害风险评价指标体系和Copula模型,厘定江西省各地级市森林综合保险纯费率。结果表明:江西省11个地级市可划分为高风险、中风险及低风险3个区域... 基于2003—2022年江西省级数据和2009—2016年江西省11个地级市面板数据,通过构建森林综合灾害风险评价指标体系和Copula模型,厘定江西省各地级市森林综合保险纯费率。结果表明:江西省11个地级市可划分为高风险、中风险及低风险3个区域,风险系数分别为1.4、1.2和1.0;单变量森林火灾损失分布符合gamma分布特征,单变量病虫害损失分布符合对数正态分布特征,Frank-Copula模型对森林综合灾害联合损失分布具有很好的描述性;江西省各地级市森林综合保险纯费率差异明显。建议突破目前森林综合保险全省统一定价的规定,从更小的区域尺度进行差异化定价。 展开更多
关键词 COPULA模型 聚类分析 森林综合灾害损失率 风险系数
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