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From Industry 5.0 to Forestry 5.0: Bridging the gap with Human-Centered Artificial Intelligence 从工业 5.0 到林业 5.0:利用以人为本的人工智能缩小差距
IF 9.5 1区 农林科学 Q1 FORESTRY Pub Date : 2024-09-11 DOI: 10.1007/s40725-024-00231-7
Andreas Holzinger, Janine Schweier, Christoph Gollob, Arne Nothdurft, Hubert Hasenauer, Thomas Kirisits, Carola Häggström, Rien Visser, Raffaele Cavalli, Raffaele Spinelli, Karl Stampfer

Purpose of the Review

Recent technological innovations in Artificial Intelligence (AI) have successfully revolutionized many industrial processes, enhancing productivity and sustainability, under the paradigm of Industry 5.0. It offers opportunities for the forestry sector such as predictive analytics, automation, and precision management, which could transform traditional forest operations into smart, effective, and sustainable practices. The paper sets forth to outline the evolution from Industry 5.0 and its promising transition into Forestry 5.0. The purpose is to elucidate the status of these developments, identify enabling technologies, particularly AI, and uncover the challenges hindering the efficient adoption of these techniques in forestry by presenting a framework.

Recent Findings

However, the gap between potential and practical implementation is primarily due to logistical, infrastructural, and environmental challenges unique to the forestry sector. The solution lies in Human-Centered AI, which, unlike the Industry 4.0 paradigm, aims to integrate humans into the loop rather than replace them, thereby fostering safe, secure, and trustworthy Human-AI interactions.

Summary

The paper concludes by highlighting the need for Human-Centered AI development for the successful transition to Forestry 5.0 – where the goal is to support the human workers rather than substituting them. A multidisciplinary approach involving technologists, ecologists, policymakers, and forestry practitioners is essential to navigate these challenges, leading to a sustainable and technologically advanced future for the forestry sector. In this transformation, our focus remains on ensuring a balance between increased productivity, nature conservation and social licence, worker safety and satisfaction.

审查目的最近的人工智能(AI)技术创新成功地革新了许多工业流程,在工业 5.0 的范式下提高了生产率和可持续性。它为林业部门提供了机遇,如预测分析、自动化和精确管理,可将传统的林业运营转变为智能、有效和可持续的实践。本文概述了从工业 5.0 到林业 5.0 的演变过程及其充满希望的过渡。本文的目的是阐明这些发展的现状,确定使能技术,特别是人工智能,并通过提出一个框架来揭示阻碍在林业中有效采用这些技术的挑战。然而,潜力与实际实施之间的差距主要是由于林业部门特有的后勤、基础设施和环境挑战造成的。解决方案在于以人为本的人工智能,它与工业 4.0 范式不同,旨在将人类融入环路中,而不是取代人类,从而促进安全、可靠和可信的人与人工智能互动。摘要本文最后强调,要成功过渡到林业 5.0,就必须开发以人为本的人工智能,其目标是支持人类工作者,而不是取代他们。技术专家、生态学家、政策制定者和林业从业人员共同参与的多学科方法对于应对这些挑战至关重要,它将为林业部门带来一个可持续发展、技术先进的未来。在这一转变过程中,我们的重点仍然是确保提高生产力、自然保护和社会许可、工人安全和满意度之间的平衡。
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引用次数: 0
A Review of Software Solutions to Process Ground-based Point Clouds in Forest Applications 森林应用中处理地基点云的软件解决方案综述
IF 9.5 1区 农林科学 Q1 FORESTRY Pub Date : 2024-08-17 DOI: 10.1007/s40725-024-00228-2
Arnadi Murtiyoso, Carlos Cabo, Arunima Singh, Dimas Pereira Obaya, Wout Cherlet, Jaz Stoddart, Cyprien Raymi Fol, Mirela Beloiu Schwenke, Nataliia Rehush, Krzysztof Stereńczak, Kim Calders, Verena Christiane Griess, Martin Mokroš

Purpose of Review

In recent years, the use of 3D point clouds in silviculture and forest ecology has seen a large increase in interest. With the development of novel 3D capture technologies, such as laser scanning, an increasing number of algorithms have been developed in parallel to process 3D point cloud data into more tangible results for forestry applications. From this variety of available algorithms, it can be challenging for users to decide which to apply to fulfil their goals best. Here, we present an extensive overview of point cloud acquisition and processing tools as well as their outputs for precision forestry. We then provide a comprehensive database of 24 algorithms for processing forest point clouds obtained using close-range techniques, specifically ground-based platforms.

Recent Findings

Of the 24 solutions identified, 20 are open-source, two are free software, and the remaining two are commercial products. The compiled database of solutions, along with the corresponding technical guides on installation and general use, is accessible on a web-based platform as part of the COST Action 3DForEcoTech. The database may serve the community as a single source of information to select a specific software/algorithm that works for their requirements.

Summary

We conclude that the development of various algorithms for processing point clouds offers powerful tools that can considerably impact forest inventories in the future, although we note the necessity of creating a standardisation paradigm.

综述目的 近年来,人们对三维点云在造林和森林生态学中的应用兴趣大增。随着激光扫描等新型三维捕捉技术的发展,人们同时开发了越来越多的算法,用于将三维点云数据处理成更具体的林业应用结果。对于用户来说,要从这些种类繁多的可用算法中选择最能实现其目标的算法是一项挑战。在此,我们将广泛介绍点云采集和处理工具及其在精准林业中的应用。然后,我们提供了一个包含 24 种算法的综合数据库,用于处理利用近距离技术(特别是地面平台)获取的森林点云。作为 COST 行动 3DForEcoTech 的一部分,汇编的解决方案数据库以及相应的安装和一般使用技术指南可在网络平台上访问。该数据库可作为社区的单一信息来源,用于选择符合其要求的特定软件/算法。小结我们的结论是,各种点云处理算法的开发提供了强大的工具,可对未来的森林资源清查工作产生重大影响,尽管我们注意到有必要创建一个标准化范例。
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引用次数: 0
Sustainability, Circularity, and Innovation in Wood-based Panel Manufacturing in the 2020s: Opportunities and Challenges 2020 年代人造板制造业的可持续性、循环性和创新:机遇与挑战
IF 9.5 1区 农林科学 Q1 FORESTRY Pub Date : 2024-08-17 DOI: 10.1007/s40725-024-00229-1
Rosilei Garcia, Ingrid Calvez, Ahmed Koubaa, Véronic Landry, Alain Cloutier

Purpose of review

This review explores the opportunities and challenges associated with using unconventional and underutilized wood sources, such as fast-growing species, logging residues, fire-damaged wood, and post-consumer wood, to manufacture wood-based composite panels (WBCPs), particularly particleboard, medium-density fiberboard (MDF), and oriented strand board. This paper also discusses recent advancements in lightweight and multifunctional panels, with new features such as fire resistance, electrical conductivity, electromagnetic shielding, and antibacterial laminates.

Recent findings

Climate change, wildfires, and competition from the energy sector threaten current sources of fiber supply for WBCP manufacturing in some regions. Logging residues are abundant but underutilized in some areas, and the abundance of fire-damaged wood is expected to increase in the coming years due to climate change. These raw materials’ effects on panel properties and technological limitations are discussed. Recycled wood is increasingly used for non-structural panels, but challenges remain when it comes to recycling panels, particularly post-consumer MDF. Conventional and emerging materials used in lightweight and multifunctional panels are also presented. Natural substances like cellulose, nanocellulose, chitosan, lignin, protein, and phytic acid are promising alternatives to conventional fire retardants. Innovative products such as MDF that contains carbon-based conductive fibers and antimicrobial laminates that use green-synthesized metal compounds are also reported.

Summary

This review shows that the WBCP industry can improve its sustainability by optimizing and diversifying wood sources, better managing and recycling post-consumer panels, and using more environmentally friendly materials. The hazardous chemicals in adhesives, fire retardants, and coatings are the main obstacles to recycling panels and creating a more circular economy within the WBCP industry.

综述目的本综述探讨了使用非常规和未充分利用的木材资源(如速生树种、伐木剩余物、火灾损坏木材和消费后木材)制造人造复合板(WBCPs),特别是刨花板、中密度纤维板(MDF)和定向刨花板所带来的机遇和挑战。本文还讨论了最近在轻质和多功能板材方面取得的进展,这些板材具有防火、导电、电磁屏蔽和抗菌层压板等新特性。最近的研究结果气候变化、野火和来自能源行业的竞争威胁着一些地区目前用于制造 WBCP 的纤维供应来源。在某些地区,伐木残留物资源丰富,但利用率却很低,而且由于气候变化,预计未来几年受火灾破坏的木材数量还会增加。本文讨论了这些原材料对板材性能的影响和技术限制。回收木材越来越多地用于非结构板材,但在回收板材,特别是消费后中密度纤维板方面仍存在挑战。此外,还介绍了用于轻质和多功能板材的传统材料和新兴材料。纤维素、纳米纤维素、壳聚糖、木质素、蛋白质和植酸等天然物质有望成为传统阻燃剂的替代品。此外,还介绍了含有碳基导电纤维的中密度纤维板和使用绿色合成金属化合物的抗菌层压板等创新产品。摘要本综述表明,通过优化木材来源并使之多样化、更好地管理和回收利用消费后板材以及使用更环保的材料,可以提高 WBCP 行业的可持续性。粘合剂、阻燃剂和涂料中的有害化学物质是阻碍板材回收利用和在水性木塑行业内创造更多循环经济的主要障碍。
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引用次数: 0
Impact of Forest Operations in Four Biogeographical Regions in Europe: Finding the Key Drivers for Future Development 欧洲四个生物地理区域森林作业的影响:寻找未来发展的关键驱动因素
IF 9.5 1区 农林科学 Q1 FORESTRY Pub Date : 2024-08-02 DOI: 10.1007/s40725-024-00226-4
Benjamin Engler, Gwendolin Hartmann, Piotr S. Mederski, Leo G. Bont, Gianni Picchi, Gerard Alcoverro, Thomas Purfürst, Janine Schweier

Purpose of the Review

The aim of the review was to better understand the impacts of the dominant harvesting systems in Europe, namely harvester-forwarder (HFW), chainsaw-skidder (CSK), and chainsaw-cable yarder (CCY). Furthermore, we aimed to learn how the impact categories environment, economy, ergonomics, people and society, and quality optimization are related to the European biogeographical regions Boreal, Continental, Alpine, and Mediterranean forests. Based on this, key drivers for the future development of forest operations were identified. It was specifically not the aim to develop models through the outcome of this study.

Recent Findings

HFW harvesting systems dominate in Boreal (99%) and Continental forests (72%). In Alpine forests the most relevant, even when not dominant, harvesting system is CCY (47%). CSK harvesting systems are applied in all biogeographical regions, with a focus on Mediterranean (70%), Alpine (50%) and Continental (22%) forests. Major drivers for harvesting system development were identified: (i) increased environmental constraints, (ii) increased complexity of harvesting caused by an increasing area of mixed-forest stands, (iii) increased resource efficiency fostered by a growing demand for wood products, (iv) a reduced available work force resulting from heightened competition for skilled worker and an aging population, and (v) more transparent work and material flows through the introduction of digitalization.

Summary

A literature review from 110 journal articles and 975 datasets from four biogeographical regions in Europe, specifically from Estonia, Germany, Spain and Switzerland was performed. Most of the reviewed papers included information about economic or environmental impacts, while ergonomics, quality optimization and societal aspects were less in focus. The impacts from the HFW, CSK and CCY harvesting systems were evaluated against regional conditions. Unfortunately, a common understanding of harvesting system evaluation is missing, which limits the comparability of results between different regions.

综述的目的综述的目的是更好地了解欧洲主要采伐系统的影响,即收割机-前进机(HFW)、链锯-滑车(CSK)和链锯-电缆码垛机(CCY)。此外,我们还旨在了解环境、经济、人体工程学、人类和社会以及质量优化等方面的影响与欧洲生物地理区域北方森林、大陆森林、高山森林和地中海森林的关系。在此基础上,确定了未来森林运营发展的关键驱动因素。本研究的具体目的并不是要通过本研究的成果来开发模型。最新研究结果高频采伐系统在北方森林(99%)和大陆森林(72%)中占主导地位。在阿尔卑斯山森林中,最相关的采伐系统是CCY(47%),即使不是主导采伐系统。CSK 采伐系统适用于所有生物地理区域,主要集中在地中海森林(70%)、高山森林(50%)和大陆森林(22%)。采伐系统发展的主要驱动力是(摘要对欧洲四个生物地理区域,特别是爱沙尼亚、德国、西班牙和瑞士的 110 篇期刊论文和 975 个数据集进行了文献综述。大部分综述论文都包含经济或环境影响方面的信息,而工效学、质量优化和社会方面的信息则较少关注。根据地区条件对 HFW、CSK 和 CCY 收割系统的影响进行了评估。遗憾的是,对收割系统评估缺乏共识,这限制了不同地区之间结果的可比性。
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引用次数: 0
Recent Advances in Bio-Based Adhesives and Formaldehyde-Free Technologies for Wood-Based Panel Manufacturing 用于人造板生产的生物基粘合剂和无甲醛技术的最新进展
IF 9.5 1区 农林科学 Q1 FORESTRY Pub Date : 2024-07-30 DOI: 10.1007/s40725-024-00227-3
Ingrid Calvez, Rosilei Garcia, Ahmed Koubaa, Véronic Landry, Alain Cloutier

Purpose of Review

Conventional formaldehyde-based adhesives for wood-based composite panels are subject to significant concerns due to their formaldehyde emissions. Over the past decade, the wood adhesive industry has undergone a considerable transformation that is characterized by a major push in bio-adhesive development. Various bio-based materials have been explored to create alternatives to conventional formaldehyde-based adhesives. Moreover, growing interest in circularity has led to increasingly exploiting industrial coproducts and by-products to find innovative solutions.

Recent Findings

Industrial production generates many coproducts that can serve as renewable resources to produce eco-friendly materials. These coproducts offer alternative supply sources for material production without encroaching on food production. Many bio-based compounds or coproducts, such as saccharides, proteins, tannins, and lignocellulosic biomass, can also be used to develop bio-based adhesives. As part of ongoing efforts to reduce formaldehyde emissions, new hardeners and crosslinkers are being developed to replace formaldehyde and bio-scavengers. Other alternatives, such as binderless panels, are also emerging.

Summary

This review focuses on sources of bio-based material derived from by-products of various industries, which have many advantages and disadvantages when incorporated into adhesives. Modification methods to enhance their properties and performance in wood-based panels are also discussed. Additionally, alternatives for developing low-emission or formaldehyde-free adhesives are addressed, including hardeners, bio-scavengers, and binderless options. Finally, the environmental impact of bio-based adhesives compared to that of synthetic alternatives is detailed.

审查目的用于人造复合板的传统甲醛基粘合剂因其甲醛释放量而备受关注。在过去的十年中,木材粘合剂行业经历了一场巨大的变革,其特点是大力推动生物粘合剂的发展。人们探索了各种生物基材料,以创造传统甲醛基粘合剂的替代品。此外,人们对循环性的兴趣与日俱增,因此越来越多地利用工业副产品和副产品来寻找创新解决方案。这些副产品为材料生产提供了替代供应来源,同时又不会侵占粮食生产。许多生物基化合物或副产品,如糖类、蛋白质、单宁和木质纤维素生物质,也可用于开发生物基粘合剂。作为减少甲醛排放的持续努力的一部分,正在开发新的固化剂和交联剂来替代甲醛和生物清除剂。本综述重点介绍了从各种工业副产品中提取的生物基材料的来源,这些材料在加入粘合剂后具有许多优点和缺点。还讨论了在人造板中增强其特性和性能的改性方法。此外,还讨论了开发低排放或无甲醛粘合剂的替代品,包括固化剂、生物清除剂和无粘合剂选项。最后,详细介绍了生物基粘合剂与合成替代品相比对环境的影响。
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引用次数: 0
Tree Branch Characterisation from Point Clouds: a Comprehensive Review 从点云描述树枝特征:全面回顾
IF 9.5 1区 农林科学 Q1 FORESTRY Pub Date : 2024-07-25 DOI: 10.1007/s40725-024-00225-5
Robin J. L. Hartley, Sadeepa Jayathunga, Justin Morgenroth, Grant D. Pearse

Purpose of Review

Since the late 1990s, researchers have been increasingly utilising digital methodologies to assess the branch structure of trees. The emergence of commercial terrestrial laser scanners during this period catalysed an entirely new domain focused on point cloud-based research. Over the years, this field has transformed from a complex computational discipline into a practical tool that effectively supports research endeavours. Through the combined use of non-destructive remote sensing techniques and advanced analytical methods, branch characterisation can now be carried out at an unprecedented level.

Recent Findings

While terrestrial laser scanning has traditionally been the dominant methodology for this research domain, the increased use of mobile laser scanners and unmanned aerial vehicles indicates a transition towards more mobile platforms. Quantitative structural modelling (QSM) has been pivotal in advancing this field, enhancing branch characterisation capabilities across diverse fields. The past five years have seen increased uptake of 2D and 3D deep learning techniques as alternatives.

Summary

This article presents a comprehensive synthesis of approximately 25 years of research in the field of digital branch characterisation, reviewing the data capture technologies and analytical methods, along with the forest types and tree species to which these technologies have been applied. It explores the current trends in this dynamic field of research, research gaps and some of the key challenges that remain within this field. In this review, we placed particular emphasis on the potential resolution of the significant challenge associated with occlusion through the utilisation of mobile technologies, such as mobile laser scanners and unmanned aerial vehicles. We highlight the need for a more cohesive method for assessing point cloud quality and derived structural model accuracy, and benchmarking data sets that can be used to test new and existing algorithms.

综述目的自 20 世纪 90 年代末以来,研究人员越来越多地利用数字化方法来评估树木的枝干结构。在此期间,商用地面激光扫描仪的出现催生了一个以点云研究为重点的全新领域。多年来,该领域已从一门复杂的计算学科转变为一种有效支持研究工作的实用工具。虽然地面激光扫描一直是该研究领域的主流方法,但移动激光扫描仪和无人机的使用日益增多,表明该领域正在向移动平台过渡。定量结构建模(QSM)在推动这一领域的发展方面发挥了关键作用,增强了不同领域的分支表征能力。在过去的五年中,二维和三维深度学习技术作为替代技术的应用日益广泛。 摘要 本文全面综述了数字树枝特征描述领域约 25 年的研究成果,回顾了数据采集技术和分析方法,以及这些技术所应用的森林类型和树种。报告探讨了这一充满活力的研究领域的当前趋势、研究差距以及该领域仍然存在的一些关键挑战。在本综述中,我们特别强调了通过利用移动技术(如移动激光扫描仪和无人驾驶飞行器)解决与遮挡相关的重大挑战的可能性。我们强调需要一种更具凝聚力的方法来评估点云质量和衍生结构模型的准确性,以及可用于测试新算法和现有算法的基准数据集。
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引用次数: 0
The Value of Forests to Pollinating Insects Varies with Forest Structure, Composition, and Age 森林对授粉昆虫的价值随森林结构、组成和树龄而变化
IF 9.5 1区 农林科学 Q1 FORESTRY Pub Date : 2024-07-09 DOI: 10.1007/s40725-024-00224-6
Michael D. Ulyshen, Kimberly M. Ballare, Christopher J. Fettig, James W. Rivers, Justin B. Runyon

Purpose of Review

Forests play an essential role in conserving pollinating insects and supporting pollination services in mixed-use landscapes and are particularly important to species that require resources restricted to forests. However, some forests provide higher quality habitat for these organisms than others. The primary objectives of this article are to 1) review how pollinator communities are influenced by changes in forest structure, composition, and age, 2) explore how these patterns differ between conifer and broadleaf forests, and 3) provide recommendations for managers interested in optimizing forest conditions for pollinating insects.

Recent Findings

Although biodiversity generally increases as forests mature and become more structurally and compositionally complex, patterns exhibited by pollinating insects vary depending on forest type and prevailing disturbance regimes. For example, conifer forests can either sustain pollinator diversity comparable to open habitats or experience reduced pollinator diversity depending on the openness of the canopy. In broadleaf forests, pollinator diversity often increases with age (following the stem exclusion stage) and increasing tree diversity, and diversity in these areas can exceed what is observed in open habitats even under closed-canopy conditions. Such patterns likely reflect the importance of flowering broadleaf trees to pollinators, including many forest-dependent species, and suggest that optimal management practices for conserving pollinators differ between conifer and broadleaf forests.

Summary

We conclude that: 1) the quality of forests to pollinating insects is a function of forest structure and composition as mediated by forest age and disturbance history and 2) best management practices need to be developed separately for conserving pollinators in conifer and broadleaf forests. Research aimed at better understanding the value of different broadleaf tree taxa to pollinators, especially forest-dependent species, is needed.

综述目的森林在保护授粉昆虫和支持混合用途景观中的授粉服务方面发挥着至关重要的作用,对于需要仅限于森林的资源的物种来说尤其重要。然而,有些森林为这些生物提供的栖息地质量高于其他森林。本文的主要目的是:1)回顾传粉昆虫群落如何受到森林结构、组成和年龄变化的影响;2)探讨针叶林和阔叶林之间的这些模式有何不同;3)为有意优化森林条件以利于传粉昆虫的管理者提供建议。最新研究结果虽然生物多样性通常会随着森林的成熟以及结构和组成的复杂化而增加,但传粉昆虫表现出的模式却因森林类型和主要干扰机制而异。例如,针叶林可以维持与开阔栖息地相当的授粉昆虫多样性,也可以根据树冠的开阔程度减少授粉昆虫的多样性。在阔叶林中,传粉昆虫的多样性通常会随着树龄的增加(在茎干排除阶段之后)和树木多样性的增加而增加,即使在树冠郁闭的条件下,这些地区的多样性也会超过在开阔生境中观察到的多样性。这种模式可能反映了开花阔叶树对传粉昆虫(包括许多依赖森林的物种)的重要性,并表明针叶林和阔叶林中保护传粉昆虫的最佳管理方法是不同的:1) 森林对传粉昆虫的质量是森林结构和组成的函数,而森林结构和组成又受森林年龄和干扰历史的影响;2) 需要分别制定最佳管理方法,以保护针叶林和阔叶林中的传粉昆虫。需要开展研究,以便更好地了解不同阔叶树类群对传粉昆虫(尤其是依赖森林的物种)的价值。
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引用次数: 0
LiDAR Data Fusion to Improve Forest Attribute Estimates: A Review 利用激光雷达数据融合改进森林属性估算:综述
IF 9.5 1区 农林科学 Q1 FORESTRY Pub Date : 2024-06-21 DOI: 10.1007/s40725-024-00223-7
Mattia Balestra, Suzanne Marselis, Temuulen Tsagaan Sankey, Carlos Cabo, Xinlian Liang, Martin Mokroš, Xi Peng, Arunima Singh, Krzysztof Stereńczak, Cedric Vega, Gregoire Vincent, Markus Hollaus

Purpose of the Review

Many LiDAR remote sensing studies over the past decade promised data fusion as a potential avenue to increase accuracy, spatial-temporal resolution, and information extraction in the final data products. Here, we performed a structured literature review to analyze relevant studies on these topics published in the last decade and the main motivations and applications for fusion, and the methods used. We discuss the findings with a panel of experts and report important lessons, main challenges, and future directions.

Recent Findings

LiDAR fusion with other datasets, including multispectral, hyperspectral, and radar, is found to be useful for a variety of applications in the literature, both at individual tree level and at area level, for tree/crown segmentation, aboveground biomass assessments, canopy height, tree species identification, structural parameters, and fuel load assessments etc. In most cases, gains are achieved in improving the accuracy (e.g. better tree species classifications), and spatial-temporal resolution (e.g. for canopy height). However, questions remain regarding whether the marginal improvements reported in a range of studies are worth the extra investment, specifically from an operational point of view. We also provide a clear definition of “data fusion” to inform the scientific community on data fusion, combination, and integration.

Summary

This review provides a positive outlook for LiDAR fusion applications in the decade to come, while raising questions about the trade-off between benefits versus the time and effort needed for collecting and combining multiple datasets.

综述目的过去十年中,许多激光雷达遥感研究都承诺将数据融合作为提高最终数据产品的精度、时空分辨率和信息提取的潜在途径。在此,我们进行了一次结构化的文献综述,分析了过去十年中发表的有关这些主题的相关研究、融合的主要动机和应用以及所使用的方法。我们与专家小组讨论了研究结果,并报告了重要经验、主要挑战和未来发展方向。最新研究结果在文献中发现,激光雷达与其他数据集(包括多光谱、高光谱和雷达)的融合在各种应用中都很有用,无论是在单棵树木层面还是在区域层面,都可用于树木/树冠分割、地上生物量评估、树冠高度、树种识别、结构参数和燃料负荷评估等。在大多数情况下,都能提高准确性(如更好的树种分类)和时空分辨率(如树冠高度)。然而,一系列研究中报告的边际改进是否值得额外投资,特别是从操作角度来看,仍然存在疑问。我们还提供了 "数据融合 "的明确定义,以便为科学界提供有关数据融合、组合和集成的信息。 摘要 本综述为未来十年的激光雷达融合应用提供了一个积极的前景,同时也提出了有关收集和组合多个数据集所需的时间和精力与效益之间的权衡问题。
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引用次数: 0
An Updated Review of Spatial Forest Planning: Approaches, Techniques, Challenges, and Future Directions 空间森林规划最新回顾:方法、技术、挑战和未来方向
IF 9.5 1区 农林科学 Q1 FORESTRY Pub Date : 2024-06-08 DOI: 10.1007/s40725-024-00222-8
Emin Zeki Baskent, José Guilherme Borges, Jan Kašpar

Purpose of Review

The spatial forest planning concept has evolved as an essential component of the forest management planning process. The development of both exact and heuristic modeling techniques as analytical solution techniques have seen significant progress in application to spatial forest planning over the last two decades. This paper aims at providing a comprehensive review of the current state of spatial forest planning in both scope and depth, focusing on different approaches and techniques used, the challenges faced, and the potential future developments. For that purpose, we conduct a world-wide literature review and an extensive analysis of the status and trends over the past two decades in spatial forest planning.

Recent Findings

The literature review indicates that recent advancements have led to the development of new algorithms/formulations for addressing spatial constraints in forest planning with exact solution techniques. Nevertheless, it highlights further that heuristic techniques are still widely used, especially in large real-world problems that encompass multiple ecosystem services and constraints. Besides the provisioning services, there has been a noticeable increase in the proportion of regulating, supporting and cultural services addressed in objective functions of forest management planning models. Adjacency/green-up relationships, opening size, core area, wildlife habitat and the spatial arrangement of fuel treatments have been considered as indicators to address the provision of these services and spatial forest problem.

Summary

We pinpoint persistent challenges to using exact modeling techniques to address large real problems with multiple ecosystems services. We highlight further that determining the optimal combination and values of heuristic parameters and assessing the quality of heuristic solutions remains a central challenge. Finally, we highlight the potential of artificial intelligence to overcome computational obstacles to the application of both exact and heuristic techniques to spatially explicit forest management planning.

审查目的空间森林规划概念已发展成为森林管理规划过程的重要组成部分。在过去二十年里,精确建模技术和启发式建模技术作为分析求解技术在空间森林规划应用方面取得了重大进展。本文旨在从广度和深度两方面全面回顾空间森林规划的现状,重点关注所使用的不同方法和技术、面临的挑战以及未来的潜在发展。为此,我们对世界范围内的文献进行了回顾,并对过去二十年来空间森林规划的现状和趋势进行了广泛分析。然而,它进一步强调了启发式技术仍在广泛使用,尤其是在包含多种生态系统服务和限制因素的大型实际问题中。除提供服务外,森林管理规划模型的目标函数中涉及调节、支持和文化服务的比例也明显增加。相邻关系/绿化关系、开放面积、核心区、野生动物栖息地和燃料处理的空间安排已被视为解决这些服务的提供和空间森林问题的指标。我们进一步强调,确定启发式参数的最佳组合和数值以及评估启发式解决方案的质量仍然是一项核心挑战。最后,我们强调了人工智能在克服将精确和启发式技术应用于空间明确的森林管理规划的计算障碍方面所具有的潜力。
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引用次数: 0
Complex Forest Tree Diseases – Diagnostics Beyond Koch’s Postulates 复杂的林木疾病--超越科赫定理的诊断方法
IF 9.5 1区 农林科学 Q1 FORESTRY Pub Date : 2024-05-29 DOI: 10.1007/s40725-024-00220-w
Pierluigi (Enrico) Bonello

Purpose of Review

Forest tree diseases are a major contributor to forest degradation and loss of productivity. They are often quite complex in their causation (etiology), especially in the case of forest syndromes, i.e. diseases with multiple causes and concurrent symptoms. Traditionally, to prove pathogenicity of a microbial agent, and thus correctly diagnose the etiology of a disease, plant pathologists must satisfy all of the so-called Koch’s postulates, as mandated by their deontological code. This review examines whether this approach is still current.

Recent Findings

Koch’s postulates state that a pathogen is a microorganism that, after being isolated in pure culture, can reproduce the disease when it is inoculated into a healthy plant. Over the decades, plant pathologists as well as medical scientists have discovered that these postulates are not always applicable in their entirety and that, furthermore, novel approaches based on molecular biology can be very helpful in uncovering relationships between microbes and diseases that are not easily proven using Koch’s postulates.

Summary

I conclude that Koch’s postulates are not a viable approach for many forest tree diseases and propose a set of new guidelines, based on the preponderance of the evidence principle, to integrate this proven approach and bring it into the twenty-first century.

综述目的林木疾病是造成森林退化和生产力损失的主要因素。林木病害的成因(病因学)往往相当复杂,尤其是森林综合症,即具有多种病因和并发症状的病害。传统上,要证明微生物病原体的致病性,从而正确诊断疾病的病因,植物病理学家必须满足所谓的 "科赫假设"(Koch's postulates),这也是他们的道德准则所规定的。最新研究结果科赫假说指出,病原体是一种微生物,在纯培养物中分离出来后,接种到健康植物中就能繁殖病害。几十年来,植物病理学家和医学家发现,这些假设并不总是完全适用的,此外,基于分子生物学的新方法可以很好地帮助揭示微生物与疾病之间的关系,而这些关系使用科赫假设并不容易证明。摘要我的结论是,科赫假设对于许多林木疾病来说并不是一种可行的方法,并根据证据优势原则提出了一套新的指导原则,以整合这种行之有效的方法并将其带入 21 世纪。
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引用次数: 0
期刊
Current Forestry Reports
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