A bibliometric analysis using machine learning to track paradigm shifts and analytical advances in forest ecology and forestry journal publications from 2010 to 2022

Forest habitats are critical for biodiversity,ecosystem services,human livelihoods,and well-being.Capacity to conduct theoretical and applied forest ecology research addressing direct(e.g.,deforestation)and indirect(e.g.,climate change)anthropogenic pressures has benefited considerably from new field-and statistical-techniques.We used machine learning and bibliometric structural topic modelling to identify 20 latent topics comprising four principal fields from a corpus of 16,952 forest ecology/forestry articles published in eight ecology and five forestry journals between 2010 and 2022.Articles published per year increased from 820 in 2010 to 2,354 in 2021,shifting toward more applied topics.Publications from China and some countries in North America and Europe dominated,with relatively fewer articles from some countries in West and Central Africa and West Asia,despite globally important forest resources.Most study sites were in some countries in North America,Central Asia,and South America,and Australia.Articles utilizing R statistical software predominated,increasing from 29.5%in 2010 to 71.4%in 2022.The most frequently used packages included lme4,vegan,nlme,MuMIn,ggplot2,car,MASS,mgcv,multcomp and raster.R was more often used in forest ecology than applied forestry articles.R software offers advantages in script and workflow-sharing compared to other statistical packages.Our findings demonstrate that the disciplines of forest ecology/forestry are expanding both in number and scope,aided by more sophisticated statistical tools,to tackle the challenges of redressing forest habitat loss and the socio-economic impacts of deforestation.

Livelihood Vulnerability and Adaptation for Households Engaged in Forestry in Ecological Restoration Areas of the Chinese Loess Plateau

Chinese Loess Plateau has achieved a win-win situation concerning ecological restoration and socio-economic development.However,synergistic development may not be realized at the local scale.In areas undergoing ecological restoration,livelihood vulner-ability may be more pronounced due to the inflexibility,policy protection,and susceptibility to climate and market changes in forestry production.Although this issue has attracted academic interest,empirical studies are relatively scarce.This study,centered on Jiaxian County,Shaanxi Province of China explored the households’livelihood vulnerability and coping strategies and group heterogeneity con-cerned with livelihood structures or forestry resources through field investigation,comprehensive index assessment,and nonparametric tests.Findings showed that:1)the percentage of households with high livelihood vulnerability indicator(LVI)(>0.491)reached 46.34%.2)Eight groups in livelihood structures formed by forestry,traditional agriculture,and non-farm activities were significantly different in LVI,land resources(LR),social networks(SN),livelihood strategies(LS),housing characteristics(HC),and socio-demo-graphic profile(SDP).3)The livelihood vulnerability of the groups with highly engaged/reliance on jujube(Ziziphus jujuba)forest demonstrated more prominent livelihood vulnerability due to the increased precipitation and cold market,where the low-engaged with reliance type were significantly more vulnerable in LVI,SDP,LR,and HC.4)The threshold of behavioral triggers widely varied,and farmers dependent on forestry livelihoods showed negative coping behavior.Specifically,the cutting behavior was strongly associated with lagged years and government subsidies,guidance,and high returns of crops.Finally,the findings can provide guidance on the dir-ection of livelihood vulnerability mitigation and adaptive government management in ecologically restored areas.The issue of farmers’livelihood sustainability in the context of ecological conservation calls for immediate attention,and eco-compensations or other forms of assistance in ecologically functional areas are expected to be enhanced and diversified.

Coupling and Long-term Change Characteristics of Forest Carbon Sink and Forestry Economic Development in China

[Objectives]To analyze the changes in of forest carbon sink and forestry economic development,provide reference for relevant management decisions,ecological governance and resource and environment management,and promote the development of green low-carbon economy in China.[Methods]Based on the data of six forest resource inventories from 1989 to 2018 and related studies,the comprehensive evaluation model of forest carbon sink and forestry economic development,the coupling degree model of forest carbon sink and forestry economic development,and the coupling coordination degree model of forest carbon sink and forestry economic development were adopted.The coupling degree of forest carbon sink and forestry economic development from 1992 to 2018 was analyzed.Stepwise regression and ARIMA model were used to analyze the influencing factors and lagging characteristics of forest carbon sink.The coupling degree between forest carbon sink and forestry economic development in China from 2019 to 2030 was predicted by autoregression and ADF test.The coupling between forest carbon sink and forestry economic development in China and its long-term change characteristics were also discussed in this study.[Results](i)The investment of ecological construction and protection,the actual investment of forestry key ecological projects,GDP and the import of forest products had a significant impact on forest resources carbon stock.The total output value of forestry industry,the actually completed investment of forestry key ecological projects and the export volume of forest products had a significant impact on the forest carbon sink,and the actually completed investment of forestry key ecological projects has the greatest impact on the two.(ii)The impact of actually completed investment of forestry key ecological projects had a lag of 2 years on the forest resources carbon stock and a lag of 1 year on the forest carbon sink.When investing in forest carbon sink,it is necessary to make a good plan in advance,and do a good job in forest resources management and time optimization.(iii)From 1992 to 2018,the coupling degree of forest resources carbon stock,forest carbon sink and long-term development of forestry economy in China was gradually increasing.Although there were some fluctuations in the middle time,the coupling degree of forest resources carbon stock and the long-term development of forestry economy increased by 9.24%annually,and the degree of coupling coordination increased from"serious imbalance"in 1992 to"high-quality coordination"in 2018.From 1993 to 2018,the coupling degree of forest carbon sink and long-term development of forestry economy increased by 9.63%annually,slightly faster than the coupling coordination degree of forest resources carbon stock and long-term development of forestry economy.The coordination level also rose from level 2 in 1993 to level 10 in 2018.(iv)The prediction shows that the coupling coordination degree of forest resources carbon stock,forest carbon sink and the long-term development of forestry economy would increase from 2019 to 2030.The coupling coordination degree(D)values of both were close to 1,the coordination level was also 10 for a long time,and the degree of coupling coordination was also maintained at the"high-quality coordination"level for a long time.[Conclusions]Forest has multiple benefits of society,economy and ecology,and forest carbon sink is only a benefit output.The long-term coupling analysis of forest carbon sink and forestry economic development is a key point to multiple benefit analysis.The analysis shows that the spillover effect and co-evolution effect of forest carbon sink in China are significant.From 1992 to 2018,the coupling coordination degree of forest carbon sink and forestry economic development was gradually rising.The prediction analysis also indicate that the coupling coordination degree between the forest carbon sink and the long-term development of forestry economy will remain at the level of"high-quality coordination"for a long time from 2019 to 2030.Therefore,improving the level of forest management and maintaining the current trend of increasing forest resources are the key to achieving the goal of carbon peaking and carbon neutrality in China.

Riverscape Approach and Forestry Interventions for Ganga River Rejuvenation

Rivers have been degraded globally due to various reasons over centuries and limiting their ecological health and value, including Ganga River in India. Riverscape approach can provide relevant information on riverine resources needed in river restoration programmes. We propose a conceptual riverscape model to rejuvenate the holy river Ganga in India through forestry interventions after due consideration of ecological processes, mosaic of landforms, communities and environment within the large landscape of Ganga basin. The select riverscape area includes the area of 5 km and 2 km on either side of the river Ganga and important tributaries, respectively, all along the rivers in five stakeholder states of Uttarakhand, Uttar Pradesh, Bihar, Jharkhand, and West Bengal in the country. The width of the riverscape was taken from the maximum bank line in recent years on either side of river in the concerned state. However, all micro-watersheds in the hills of Uttarakhand state, being the origin place of river, have been included in riverscape area up to Haridwar. Here riverscape is a mosaic of different land uses viz., natural ecosystems, rural and agricultural ecosystems and built-up urban environment including flood plain and is an ecologically sustained system developed during the last 30 years due to river meandering all along the river. Geospatial modelling and GIS data on land use pattern, soil erosion rates, slope of the topography, etc. were used to classify riverscape area into high, medium and low priority areas to implement forestry interventions in delineated riverscape. Thereafter, forestry interventions were planned and carried out in three identified landscapes viz., Natural (forests), Agriculture (agroforestry), and Urban along with conservation activities. Forestry interventions in delineated riverscape are expected to increase water recharge and decrease the sedimentation load in the Ganga River and its tributaries.

Delivering forestry courses online:experiences,lessons learned,and future of forestry online education in the Asia Pacifi c

Innovation in forestry education is needed to address changing contexts of the positionality of forests.This is particularly signifi cant in the Asia–Pacifi c region,where deforestation and degradation are high.However,the accessibility of high-quality forestry education to address changing regional and global contexts is lacking.A series of innovative sustainable forest management(SFM)open education resource(OER)courses were developed and implemented to improve the accessibility of SFM education to enhance teaching quality,curriculum,and research capacity of universities in the Asia-Pacifi c Region.To evaluate the SFM-OER program in terms of student experiences,this study investigated student achievement,perceived success of the pedagogical approach and instructional design,and perceived eff ectiveness of the learning activities in promoting active and transformative learning through the assessment of a 1,191-course feedback survey between 2018 and 2020,including the global pandemic.This study revealed that the program attracted diverse student demographics,including a higher proportion of female students majoring in forestry,ecology,and other environmental studies.Their primary motivation to participate in the courses was to gain international experience,followed by the fl exibility of online learning,mandatory course requirements,and earning course credits.Students were satisfi ed with the Canvas learning management system.Most students spent less than 5 to 10 h of their weekly time in the course and agreed or strongly agreed that the workloads were manageable.Students refl ected positively on various learning activities and assignments,such as watching lecture videos,taking quizzes,reading and summarizing,having discussions,and peer review writing.However,they did not clearly prefer specifi c learning activities,signifying the importance of using diverse learning activities to satisfy diverse individual learning styles in online settings.This analysis contributes to the further development of student-centered pedagogical development for online learning and provides insight into the ways forward for online higher forestry education,while repurposing existing OER courses in a post-Covid-19 era.

Countermeasures for the Protection and Sustainable Development of Forestry Resources

Firstly,the problems of the protection and sustainable development of forestry resources were analyzed,such as lack of overall planning for the protection of forestry resources,insufficient investment in the protection of forestry resources,etc.Afterwards,the corresponding countermeasures were proposed,such as making overall planning for sustainable forestry development,increasing the investment in the protection of forestry resources,improving the forestry management system,etc.

面向未来的中国智慧林业:观测仪器体系的演进与发展趋势

森林观测信息的生产是支持智慧林业工作开展的基础和先导。本文以森林观测仪器技术体系的构建历史、现状和未来为切入点,以基础性公共技术的发展脉络为支撑,深入分析森林观测仪器与森林观测需求的耦合程度。传统森林观测仪器体系在时效性和准确性上已经无法满足日益发展的林业调查的需要,观测仪器存在孤立性高、难以集成、操作繁琐、效率低等问题。这主要是由于当前针对森林观测研究偏重对成熟仪器使用和数据分析,观测仪器的研发偏重算法补偿和集成第三方元件,轻物理结构设计等因素造成。面对基本测量原理鲜有更新、森林观测标准制定滞后于新型技术发展等问题,本文从对观测仪器现在和未来的联合模式进行阐述,从逻辑架构到物理技术层面上分析森林观测仪器联合模式可能在未来出现的发展状况与应用前景。最后,基于当前基础性技术发展的趋势,对可能出现的几种新形态的森林观测仪器进行推测,并以此展望在近未来可能在中国实现的一种智能森林观测体系的雏形。

Forestry Interventions and Groundwater Recharge, Sediment Control and Carbon Sequestration in the Krishna River Basin

It is a known fact that human activities have a significant impact on global rivers, making the task of rehabilitating them to their former natural state or a more semi-natural state quite challenging. The ongoing initiative called “Rejuvenation of Krishna River through Forestry Interventions” aims to contribute to the overall river rejuvenation program in the country. In this context, the effects of forestry interventions on the Krishna River will be evaluated based on water quantity, water quality, and the potential for carbon sequestration through plantation efforts. To assess the outcomes of this study, various methodologies such as Soil Conservation Service Curve Number (SCS-CN), Central Ground Water Board (CGWB) and Intergovernmental Panel on Climate Change (IPCC) have been utilized to estimate water savings, reduction in sedimentation, and carbon sequestration potential within the Krishna basin. The projected results indicate that the implementation of forestry plantations and soil and moisture conservation measures in the Krishna River rejuvenation program could lead to significant improvements. Specifically, the interventions are expected to enhance water recharge by 400.49 million cubic meters per year, reduce sedimentation load by 869.22 cubic meters per year, and increase carbon sequestration by 3.91 lakh metric tonnes per year or 14.34 lakh metric tonnes of CO2 equivalent. By incorporating forestry interventions into the Krishna riverscape, it is anticipated that the quality and quantity of water flowing through the river will be positively impacted. These interventions will enhance water infiltration, mitigate soil erosion, and contribute to an improved vegetation cover, thereby conserving biodiversity. Moreover, they offer additional intangible benefits such as addressing climate change concerns through enhanced carbon sequestration potential along the entire stretch of riverine areas.

提升林业工程类本科专业创新教育水平的探究与实践——以东北林业大学为例

目前我国林业工程类本科教育仍存在重知识轻实践、科教融合不密切、创新氛围不浓厚、创新教育方法缺乏、学生创新意识不够强烈等问题。为了提升高校创新教育水平,助力“林业工程”一流学科建设、服务行业创新驱动发展,以东北林业大学林业工程类本科专业的创新教育实践为例,从创新教育课程体系设置、提升学生创新意识、培养学生良好的科研素养、增强学生的社会责任感等方面提出了创新教育的改革对策,并列举了林业工程类本科专业的创新教育实践成果,阐述了创新教育改革取得的成效。

导师团队协同指导模式下林业工程学科研究生培养环境构建研究

研究生培养环境的建设与创新是确保研究生创新能力与培养质量的重要基础。在深入分析现有林业工程学科研究生培养现状的基础上,提出组建多元化导师团队、完善研究生学术培养计划、制定“导师团队+课题小组”联合组会制度、搭建学术交流平台,提供学术资源支持、建立学科学术评估和反馈机制等研究生培养环境构建方法;并以学科具体研究生培养、团队建设情况为例介绍了导师团队协同指导模式下的研究生培养环境对研究生创新能力与培养质量的成效,以证明该模式的有效性。

Research on the Construction of Entrepreneurship Course Clusters for Students in Agriculture and Forestry Universities

Curriculum construction is the key factor in determining the quality of education.The innovation and entrepreneurship course clusters have effectively upgraded entrepreneurship courses in terms of talent cultivation,resource integration,and educational practice.In response to the existing problems and difficulties in the construction of entrepreneurship course clusters in agricultural and forestry universities,suggestions and measures are proposed from macro-,meso-,and micro-level perspectives to reach a consensus on entrepreneurship education,construct interdisciplinary course clusters,and improve the quality and effect of education implementation.This provides a reference for agricultural and forestry universities to construct high-quality entrepreneurship course clusters.

燃烧热测定实验的课程思政设计——农林废弃物的热值测定

燃烧热测定是一个经典的物理化学实验。本案例将燃烧热测定与农林废弃物燃烧发电对接,对实验内容进行了适当调整,让学生了解燃烧热测定对保障发电厂安全运行的重要意义,以及农林废弃物燃烧发电对服务“三农”、乡村振兴和“双碳”战略的重要意义,提高了学生学以致用的能力,激发了学生的学习兴趣,引导学生关心国家能源安全、环境保护、可持续发展和人民的生命健康,对提升学生的能力和素质发挥了良好作用。

双碳目标下林业专硕人才培养探究——以安徽农业大学林业专硕为例

林业是我国生态建设和经济建设的重要组成部分,特别是碳达峰、碳中和理念的提出给林业赋予了新使命。以安徽农业大学林业专硕学生的培养为例,并结合“双碳”目标的实施,分析学生在培养过程中遇到的问题和挑战以及在提高专业技能和实践创新能力的同时如何结合“双碳”目标的实施进行改革,从而培养满足国家对林业绿色发展所需的高层次、应用型、复合型人才,满足“双碳”目标对社会高质量发展和生态文明建设的需要。

关于“气候智慧林业”研究的思考

气候智慧林业于2020年之后兴起,是集智慧林业、气候林业和生态林业于一体的协同发展新组合。气候智慧林业是利用智能化和数字驱动的新一代信息与人工智能(AI)技术,通过改变传统的林业科学科研与管理范式,更好地理解森林生态系统与气候变化相互影响的机制;在此基础上,提出基于自然的气候解决方案,实现森林生态系统功能的高效、稳定、可持续目标,最终达到人与自然和谐发展。与传统林业和生态林业相似,气候智慧林业也需要强大的科学研究基础。气候智慧林业研究需要回答的核心科学问题是森林生态系统与气候变化相互影响的机制,其研究方向包括:1)森林生态系统碳汇的监测、计量与核算,以及碳汇对减缓气候变化的时间效应;2)森林生态系统韧性(抵抗力、恢复力、适应力)的形成及其对气候变化和自然干扰的响应机制;3)森林生态系统碳汇的形成、维持与提升机制,包括管理措施和木材生产利用对碳汇的影响、碳汇与其他功能之间的平衡;4)人工智能和多源遥感驱动的森林智能数据采集系统;5)基于信息化+AI和专家决策的气候智慧林业管理系统。加强上述研究,有利于增强森林生态系统韧性,以更好适应气候变化或减缓气候变化的负面影响,提升森林缓解气候变化的能力,为增强森林的多种生态功能与林产品供给能力提供科技支撑。

电厂和政府行为策略演化博弈与仿真研究——基于农林生物质与煤耦合发电产业发展视角

“双碳”背景下,农林生物质与煤耦合发电成为煤电转型的新路径。政府如何制定有效的补贴和监管政策,以及电厂如何进行正确的策略选择是促进农林生物质与煤耦合发电产业发展的关键。通过构建政府和电厂的混合策略博弈模型,分析双方的博弈关系和行为策略动态演变过程,并运用系统动力学进行建模仿真,进一步探析关键因素对政府和电厂行为策略的影响路径。结果表明:政府和电厂的行为策略在较长时期里无法趋于稳定,而是在相互影响中波动变化。政府制定补贴和监管策略、提高耦合发电收益、降低耦合发电成本,都将促进更多电厂选择农林生物质与煤耦合发电,从而进一步促进产业发展。

“十三五”国家重点研发计划“林业资源培育及高效利用技术创新”重点专项布局与实施成效分析

“十三五”国家科技计划改革构建了全新的国家重点研发计划,设置“林业资源培育及高效利用技术创新”重点专项对林业科技创新进行支持。在揭示林业资源培育及高效利用调控机制、提升主要人工林单位生产力和提高资源利用效率等方面进行布局,按照基础研究、关键技术研究和技术集成示范进行“产业链布局创新链、一体化组织实施”。截止到2022年,专项已经执行结束并顺利完成项目综合绩效评价。以“十三五”国家重点研发计划“林业资源培育及高效利用技术创新”重点专项为主题,总结并分析专项实施背景、立项情况并介绍专项实施成效,为今后林业科技资源配置和组织管理提供参考。

美国现代荒野保护运动的兴起和早期发展

美国现代荒野保护运动兴起于两次世界大战之间。它以美国社会主流荒野观的变化为背景,直接促成因素是汽车旅游的普及对荒野构成了威胁。在奥尔多·利奥波德和罗伯特·马歇尔等荒野保护主义者的推动下,联邦林务局在该时期推出了一系列保护荒野的举措,通过制定行政法规等方式,将一些荒野区纳入保护。该时期的荒野保护是由白人“精英”发起的,要保护的主要是荒野的审美娱乐和精神文化价值。两次世界大战之间的荒野保护是在19世纪末20世纪初兴起的自然保护主义的基础上发展起来的,而二战后荒野保护的发展也并非完全是环境主义影响的结果,它实际上是此前的荒野保护运动在二战后的延续和深入。两次世界大战之间的荒野保护在美国现代荒野保护史上占有重要地位,它为二战后的荒野保护奠定了思想和组织基础,提供了重要的立法先例。

基于直线检测的航向角误差校正方法

提出了一种基于直线检测模型的多传感器数据融合航向角随机误差校正方法,旨在提高农林环境下低成本传感器组成的定位平台的精度。该方法通过调整直线检测阈值来实现状态的动态调整,以提高导航系统的鲁棒性和精确性。再将多传感器数据通过卡尔曼滤波融合,实现航向角随机误差的校正。试验结果表明,该方法在不同路径和速度下能有效降低航向角误差提高定位精度。在直线行进试验中,本方法的定位精度保持在5cm以内,航向角误差在5°以内。在矩形行进试验中,本方法的轨迹与差分RTK方法相近,平均误差仅为2.7cm,标准差为3.9cm。这一航向角校正方法为农业机械和车辆环境中的自主操作提供了有力支持。它能够适应不同的环境条件,提高导航系统的性能和测量准确性。

技术进步偏向与要素配置对我国林业全要素生产率的影响

技术进步是促进林业全要素生产率增长的重要动力,聚焦林业技术进步偏向、要素配置与全要素生产率之间关系进行研究,为充分发挥林业技术进步的带动力提供量化支持,助力我国林业经济高质量发展。采用2005—2021年我国31个省(自治区、直辖市)面板数据,分别构建全样本及四大区域的超越对数生产函数进行实证分析。结果发现:技术进步偏向、要素配置状态是我国林业全要素生产率增长的重要引擎;林业全要素生产率增长存在地区差异,各区域全要素生产率增长率均有所下降,但下降程度不同;技术进步偏向并不总是促进林业全要素生产率增长,四大区域的林业技术进步在多数年份偏向于资本与林地;部分地区的林业全要素投入与要素效率状态未完全相适应,要素配置有待改善;技术进步、技术效率变化存在区域差异。在此基础上,从促进区域间交流合作、调整生产技术进步方向、改善要素配置、提高科技创新能力等方面提出促进我国林业全要素生产率增长的建议。

乡村振兴战略下厚植农林专业大学生“三农”情怀和服务“三农”思想的途径研究

随着中国农业现代化的快速发展,培养具备“三农”情怀和服务“三农”思想意识的农林专业人才显得尤为重要。该文旨在探讨厚植农林专业大学生“三农”情怀和服务“三农”思想意识的重要性,分析当前高校农林专业大学生“三农”情怀和服务“三农”意识淡薄的原因,以及大学生“三农”情怀的研究现状,并通过理论分析和实践探讨,提出高校在促进农林专业大学生“三农”情怀和服务“三农”思想意识培养的措施和途径,这些措施和途径有助于提升农林专业人才的培养质量,为我国农业现代化和乡村振兴战略的实施提供人才支持。