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Most Cited

  • Article
  • Open Access
162 Citations
12,718 Views
18 Pages

YOLO-Tea: A Tea Disease Detection Model Improved by YOLOv5

  • Zhenyang Xue,
  • Renjie Xu,
  • Di Bai and
  • Haifeng Lin

17 February 2023

Diseases and insect pests of tea leaves cause huge economic losses to the tea industry every year, so the accurate identification of them is significant. Convolutional neural networks (CNNs) can automatically extract features from images of tea leave...

  • Review
  • Open Access
148 Citations
61,554 Views
38 Pages

Mangrove Health: A Review of Functions, Threats, and Challenges Associated with Mangrove Management Practices

  • Hina Akram,
  • Shoaib Hussain,
  • Purabi Mazumdar,
  • Kah Ooi Chua,
  • Talib E. Butt and
  • Jennifer Ann Harikrishna

23 August 2023

Mangroves stand out as one of the most diverse and biologically significant natural systems in the world. Playing critical roles in maintaining the health and productivity of coastal ecosystems, mangroves provide a range of services and functions, in...

  • Review
  • Open Access
134 Citations
27,672 Views
31 Pages

Review of Remote Sensing-Based Methods for Forest Aboveground Biomass Estimation: Progress, Challenges, and Prospects

  • Lei Tian,
  • Xiaocan Wu,
  • Yu Tao,
  • Mingyang Li,
  • Chunhua Qian,
  • Longtao Liao and
  • Wenxue Fu

24 May 2023

Quantifying forest aboveground biomass (AGB) is essential for elucidating the global carbon cycle and the response of forest ecosystems to climate change. Over the past five decades, remote-sensing techniques have played a vital role in forest AGB es...

  • Review
  • Open Access
89 Citations
33,267 Views
61 Pages

Mechanical Properties of Wood: A Review

  • Francisco Arriaga,
  • Xiping Wang,
  • Guillermo Íñiguez-González,
  • Daniel F. Llana,
  • Miguel Esteban and
  • Peter Niemz

9 June 2023

The use of wood in construction requires knowledge of the mechanical properties and the particularities that wood presents in comparison with other materials used for structural purposes such as steel, concrete, brick, or stone. The introduction ment...

  • Review
  • Open Access
74 Citations
10,240 Views
25 Pages

Modification and Application of Bamboo-Based Materials: A Review—Part II: Application of Bamboo-Based Materials

  • Zhichao Lou,
  • Zhiyu Zheng,
  • Nina Yan,
  • Xizhi Jiang,
  • Xiaomei Zhang,
  • Shan Chen,
  • Rui Xu,
  • Chun Liu and
  • Lei Xu

18 November 2023

Bamboo, with its inherently porous composition and exceptional renewability, stands as a symbolic embodiment of sustainability. The imperative to fortify the utilization of bamboo-based materials becomes paramount for future developments. These mater...

  • Feature Paper
  • Review
  • Open Access
72 Citations
19,471 Views
22 Pages

Allelopathy and Allelochemicals in Grasslands and Forests

  • You Xu,
  • Xin Chen,
  • Le Ding and
  • Chui-Hua Kong

13 March 2023

Plants can produce and release allelochemicals to interfere with the establishment and growth of conspecific and interspecific plants. Such allelopathy is an important mediator among plant species in natural and managed ecosystems. This review focuse...

  • Article
  • Open Access
65 Citations
4,233 Views
18 Pages

MS-FRCNN: A Multi-Scale Faster RCNN Model for Small Target Forest Fire Detection

  • Lin Zhang,
  • Mingyang Wang,
  • Yunhong Ding and
  • Xiangfeng Bu

19 March 2023

Unmanned aerial vehicles (UAVs) are widely used for small target detection of forest fires due to its low-risk rate, low cost and high ground coverage. However, the detection accuracy of small target forest fires is still not ideal due to its irregul...

  • Article
  • Open Access
62 Citations
3,783 Views
29 Pages

2 May 2023

This paper aims to enhance the accuracy of predicting the mechanical behavior of wood subjected to thermal modification using an improved dung beetle optimization (IDBO) model. The IDBO algorithm improves the original DBO algorithm via three main ste...

  • Article
  • Open Access
61 Citations
6,167 Views
24 Pages

20 March 2023

Tea diseases have a significant impact on the yield and quality of tea during the growth of tea trees. The shape and scale of tea diseases are variable, and the tea disease targets are usually small, with the intelligent detection processes of tea di...

  • Article
  • Open Access
60 Citations
5,914 Views
19 Pages

13 February 2023

The loss of biodiversity is one of the three global crises today. How to reduce habitat destruction and overexploitation to protect biodiversity is an urgent issue to be addressed. This study aims to explore the influential factors and driving mechan...

  • Review
  • Open Access
58 Citations
9,031 Views
26 Pages

Responses of Physiological, Morphological and Anatomical Traits to Abiotic Stress in Woody Plants

  • Shan Li,
  • Sen Lu,
  • Jing Wang,
  • Zhicheng Chen,
  • Ya Zhang,
  • Jie Duan,
  • Peng Liu,
  • Xueyan Wang and
  • Junkang Guo

1 September 2023

Abiotic stresses could have complex and diverse effects on the growth and development of forest trees. In this review, we summarized the responses of morphological, physiological and anatomical traits in woody plants to abiotic stresses, including dr...

  • Article
  • Open Access
55 Citations
6,425 Views
17 Pages

20 March 2023

The Yellow River Basin (YRB) is a fundamental ecological barrier in China and is one of the regions where the ecological environment is relatively fragile. Studying the spatio-temporal variations in vegetation coverage in the YRB and their driving fa...

  • Review
  • Open Access
50 Citations
16,520 Views
23 Pages

Carbon Sequestration Potential of Commercial Agroforestry Systems in Indo-Gangetic Plains of India: Poplar and Eucalyptus-Based Agroforestry Systems

  • Sangram Bhanudas Chavan,
  • Ravinder Singh Dhillon,
  • Chhavi Sirohi,
  • Appanderanda Ramani Uthappa,
  • Dinesh Jinger,
  • Hanuman Singh Jatav,
  • Akash Ravindra Chichaghare,
  • Vijaysinha Kakade,
  • Venkatesh Paramesh and
  • Vishnu D. Rajput
  • + 3 authors

12 March 2023

Climate change, land degradation, and desertification lead to the loss of carbon present in the soil and plants. The carbon dioxide (CO2) concentration in the atmosphere has reached 412 ppm. This is a rise of 47% since the start of the industrial per...

  • Article
  • Open Access
49 Citations
5,422 Views
21 Pages

11 February 2023

Forest fires occur frequently around the world, causing serious economic losses and human casualties. Deep learning techniques based on convolutional neural networks (CNN) are widely used in the intelligent detection of forest fires. However, CNN-bas...

  • Article
  • Open Access
48 Citations
11,524 Views
18 Pages

Forest Fire Prediction Based on Long- and Short-Term Time-Series Network

  • Xufeng Lin,
  • Zhongyuan Li,
  • Wenjing Chen,
  • Xueying Sun and
  • Demin Gao

10 April 2023

Modeling and prediction of forest fire occurrence play a key role in guiding forest fire prevention. From the perspective of the whole world, forest fires are a natural disaster with a great degree of hazard, and many countries have taken mountain fi...

  • Review
  • Open Access
43 Citations
9,240 Views
23 Pages

13 May 2024

Timely and accurate information on tree species is of great importance for the sustainable management of natural resources, forest inventory, biodiversity detection, and carbon stock calculation. The advancement of remote sensing technology and artif...

  • Article
  • Open Access
42 Citations
4,334 Views
23 Pages

19 April 2023

The frequent occurrence of forest fires in recent years has not only seriously damaged the forests’ ecological environments but also threatened the safety of public life and property. Smoke, as the main manifestation of the flame before it is p...

  • Article
  • Open Access
42 Citations
4,306 Views
23 Pages

Improving Forest Above-Ground Biomass Estimation by Integrating Individual Machine Learning Models

  • Mi Luo,
  • Shoaib Ahmad Anees,
  • Qiuyan Huang,
  • Xin Qin,
  • Zhihao Qin,
  • Jianlong Fan,
  • Guangping Han,
  • Liguo Zhang and
  • Helmi Zulhaidi Mohd Shafri

1 June 2024

The accurate estimation of forest above-ground biomass (AGB) is crucial for sustainable forest management and tracking the carbon cycle of forest ecosystem. Machine learning algorithms have been proven to have great potential in forest AGB estimation...

  • Article
  • Open Access
41 Citations
9,923 Views
25 Pages

10 April 2024

Improving the precision of remote sensing estimation and implementing the fusion and analysis of multi-source data are crucial for accurately estimating the aboveground carbon storage in forests. Using the Google Earth Engine (GEE) platform in conjun...

  • Article
  • Open Access
38 Citations
5,503 Views
13 Pages

18 April 2023

Forest fires are destructive and rapidly spreading, causing great harm to forest ecosystems and humans. Deep learning techniques can adaptively learn and extract features of forest fires and smoke. However, the complex backgrounds and different fores...

  • Article
  • Open Access
38 Citations
6,557 Views
14 Pages

18 February 2023

The potential of urban parks to enhance social welfare and deliver health benefits has been recognized. However, it is still unclear which landscape characteristics in urban green spaces best improve the physical activity levels of users. Little is k...

  • Article
  • Open Access
37 Citations
5,107 Views
24 Pages

SWVR: A Lightweight Deep Learning Algorithm for Forest Fire Detection and Recognition

  • Li Jin,
  • Yanqi Yu,
  • Jianing Zhou,
  • Di Bai,
  • Haifeng Lin and
  • Hongping Zhou

19 January 2024

The timely and effective detection of forest fires is crucial for environmental and socio-economic protection. Existing deep learning models struggle to balance accuracy and a lightweight design. We introduce SWVR, a new lightweight deep learning alg...

  • Review
  • Open Access
37 Citations
6,825 Views
13 Pages

11 July 2023

European beech is one of the dominating wood species in central Europe and the most abundant hardwood species in Austrian, German and Swiss forests. Today, it is predominantly used for the provision of energy and in the furniture industry. With the i...

  • Article
  • Open Access
36 Citations
5,042 Views
15 Pages

MaxEnt Modeling for Predicting Suitable Habitat for Endangered Tree Keteleeria davidiana (Pinaceae) in China

  • Qin Zhang,
  • Xiangbao Shen,
  • Xiaolong Jiang,
  • Tingting Fan,
  • Xiaocui Liang and
  • Wende Yan

15 February 2023

Understanding species response to climate change is essential for the conservation and utilization of species resources under rapid climate change in the future. In this study, the present and future suitable distribution range of Keteleeria davidian...

  • Review
  • Open Access
35 Citations
8,617 Views
23 Pages

Reduction and Reuse of Forestry and Agricultural Bio-Waste through Innovative Green Utilization Approaches: A Review

  • Jianhui Guo,
  • Yi Zhang,
  • Jianjun Fang,
  • Ziwei Ma,
  • Cheng Li,
  • Mengyao Yan,
  • Naxin Qiao,
  • Yang Liu and
  • Mingming Bian

6 August 2024

Biomass waste, which is biodegradable and vastly underutilized, is generated in huge quantities worldwide. Forestry and agricultural biomass wastes are notable for their wide availability, high yield, biodegradability, and recyclability. The accumula...

  • Article
  • Open Access
35 Citations
5,924 Views
13 Pages

Automatic Detection and Counting of Stacked Eucalypt Timber Using the YOLOv8 Model

  • Gianmarco Goycochea Casas,
  • Zool Hilmi Ismail,
  • Mathaus Messias Coimbra Limeira,
  • Antonilmar Araújo Lopes da Silva and
  • Helio Garcia Leite

4 December 2023

The objective of this project was to automate the detection and counting process of stacked eucalypt (hybrid Eucalyptus urophylla x Eucalyptus grandis) timber in the forestry industry using the YOLOv8 model. The dataset consists of 230 diverse images...

  • Article
  • Open Access
35 Citations
7,422 Views
22 Pages

Estimation of Aboveground Biomass for Different Forest Types Using Data from Sentinel-1, Sentinel-2, ALOS PALSAR-2, and GEDI

  • Chu Wang,
  • Wangfei Zhang,
  • Yongjie Ji,
  • Armando Marino,
  • Chunmei Li,
  • Lu Wang,
  • Han Zhao and
  • Mengjin Wang

21 January 2024

Forest aboveground biomass (AGB) is integral to the global carbon cycle and climate change study. Local and regional AGB mapping is crucial for understanding global carbon stock dynamics. NASA’s global ecosystem dynamics investigation (GEDI) an...

  • Article
  • Open Access
35 Citations
7,321 Views
11 Pages

PLA/Coffee Grounds Composite for 3D Printing and Its Properties

  • Wangwang Yu,
  • Tiancheng Yuan,
  • Yan Yao,
  • Yuhe Deng and
  • Xinzhou Wang

12 February 2023

Coffee is one of the most popular beverages in the world. It generates a waste known as coffee grounds. In this work, changes in mechanical properties, crystallinity index, and DSC characteristics of PLA/coffee grounds with different dosages were ana...

  • Article
  • Open Access
34 Citations
2,889 Views
24 Pages

24 November 2023

Quantitatively revealing the response of carbon stocks to land use change (LUCC) and analyzing the vulnerability of ecosystem carbon stock (ECS) services are of great significance for maintaining the carbon cycle and ecological security. For this stu...

  • Case Report
  • Open Access
34 Citations
4,880 Views
22 Pages

The Future of European Beech in Northern Germany—Climate Change Vulnerability and Adaptation Potential

  • Christoph Leuschner,
  • Greta Weithmann,
  • Banzragch Bat-Enerel and
  • Robert Weigel

14 July 2023

Earth’s forests are increasingly exposed to climate risks through climate change-related drought and heat waves. Here, we review the climate vulnerability of European beech (Fagus sylvatica), the most abundant tree species of Central Europe&rsq...

  • Article
  • Open Access
33 Citations
4,732 Views
19 Pages

13 August 2024

The Karst region is a critical ecological barrier and functional zone in China. Understanding the spatiotemporal evolution of its ecosystem services and its relationship with human activities and climate change is of importance for achieving regional...

  • Feature Paper
  • Article
  • Open Access
32 Citations
6,563 Views
23 Pages

Forest Fire Segmentation via Temporal Transformer from Aerial Images

  • Mohammad Shahid,
  • Shang-Fu Chen,
  • Yu-Ling Hsu,
  • Yung-Yao Chen,
  • Yi-Ling Chen and
  • Kai-Lung Hua

13 March 2023

Forest fires are among the most critical natural tragedies threatening forest lands and resources. The accurate and early detection of forest fires is essential to reduce losses and improve firefighting. Conventional firefighting techniques, based on...

  • Article
  • Open Access
32 Citations
3,111 Views
15 Pages

Comparison of Machine Learning Methods for Estimating Leaf Area Index and Aboveground Biomass of Cinnamomum camphora Based on UAV Multispectral Remote Sensing Data

  • Qian Wang,
  • Xianghui Lu,
  • Haina Zhang,
  • Baocheng Yang,
  • Rongxin Gong,
  • Jie Zhang,
  • Zhinong Jin,
  • Rongxiu Xie,
  • Jinwen Xia and
  • Jianmin Zhao

21 August 2023

UAV multispectral technology is used to obtain leaf area index (LAI) and aboveground biomass (AGB) information on Cinnamomum camphora (C. camphora) and to diagnose the growth condition of Cinnamomum camphora dwarf forests in a timely and rapid manner...

  • Article
  • Open Access
32 Citations
14,322 Views
25 Pages

22 August 2023

This study explores the potential of RGB image data for forest fire detection using deep learning models, evaluating their advantages and limitations, and discussing potential integration within a multi-modal data context. The research introduces a u...

  • Article
  • Open Access
32 Citations
3,949 Views
22 Pages

FL-YOLOv7: A Lightweight Small Object Detection Algorithm in Forest Fire Detection

  • Zhuo Xiao,
  • Fang Wan,
  • Guangbo Lei,
  • Ying Xiong,
  • Li Xu,
  • Zhiwei Ye,
  • Wei Liu,
  • Wen Zhou and
  • Chengzhi Xu

5 September 2023

Given the limited computing capabilities of UAV terminal equipment, there is a challenge in balancing the accuracy and computational cost when deploying the target detection model for forest fire detection on the UAV. Additionally, the fire targets p...

  • Article
  • Open Access
31 Citations
5,149 Views
16 Pages

Spatial Distribution and Population Structure of Himalayan Fir (Abies pindrow (Royle ex D.Don) Royle) in Moist Temperate Forests of the Kashmir Region

  • Nuzhat Mir Alam,
  • Hamayun Shaheen,
  • Muhammad Manzoor,
  • Tan Tinghong,
  • Muhammad Arfan and
  • Muhammad Idrees

27 February 2023

Abies pindrow is a keystone tree species of temperate forests in the Himalayan range with immense ecological significance. The current study was designed to investigate the spatial distribution, population structure, associated flora, and sustainabil...

  • Article
  • Open Access
31 Citations
6,332 Views
15 Pages

Assessing the Productivity of the Matang Mangrove Forest Reserve: Review of One of the Best-Managed Mangrove Forests

  • Waseem Razzaq Khan,
  • Mohammad Nazre,
  • Seemab Akram,
  • Shoaib Ahmad Anees,
  • Kaleem Mehmood,
  • Faridah Hanum Ibrahim,
  • Syeed SaifulAzry Osman Al Edrus,
  • Abdul Latiff,
  • Zohari Ahmad Fitri and
  • Xiaoshan Zhu
  • + 2 authors

25 April 2024

Mangrove ecosystems are crucial for biodiversity and coastal protection but face threats from climate change and human activities. This review assesses the productivity of the Matang Mangrove Forest Reserve (MMFR) in Malaysia, which is recognised as...

  • Review
  • Open Access
31 Citations
10,653 Views
22 Pages

19 October 2023

The increasing level of atmospheric carbon dioxide and its effects on our climate system has become a global environment issue. The forest ecosystem is essential for the stability of carbon in the atmosphere as it operates as a carbon sink and provid...

  • Article
  • Open Access
31 Citations
4,705 Views
18 Pages

16 September 2023

Accurate detection of wood defects plays a crucial role in optimizing wood utilization, minimizing corporate expenses, and safeguarding precious forest resources. To achieve precise identification of surface defects in wood, we present a novel approa...

  • Article
  • Open Access
31 Citations
4,140 Views
17 Pages

24 July 2023

The subjective and empirical setting of hyperparameters in the random forest (RF) model may lead to decreased model performance. To address this, our study applies the particle swarm optimization (PSO) algorithm to select the optimal parameters of th...

  • Article
  • Open Access
30 Citations
7,591 Views
23 Pages

Soil Microbial Community Composition and Diversity Analysis under Different Land Use Patterns in Taojia River Basin

  • Zhe He,
  • Chenglin Yuan,
  • Peirou Chen,
  • Ziqiang Rong,
  • Ting Peng,
  • Taimoor Hassan Farooq,
  • Guangjun Wang,
  • Wende Yan and
  • Jun Wang

12 May 2023

Soil microorganisms are greatly affected by their microenvironment. To reveal the influence of different land use patterns on the composition and diversity of soil bacterial and fungal communities, this study analyzed microbial (bacteria and fungi) c...

  • Article
  • Open Access
30 Citations
2,976 Views
24 Pages

30 June 2023

The changes in the recent and future spatial–temporal patterns of carbon storage of the Tibetan Plateau and its dominant factors in different periods were unclear, and were conducive to optimizing the spatial layout of land. Exploring the spati...

  • Article
  • Open Access
29 Citations
13,640 Views
16 Pages

Exploring the Potential Applications of the Noninvasive Reporter Gene RUBY in Plant Genetic Transformation

  • Jingjing Yu,
  • Shiling Deng,
  • Han Huang,
  • Jinhui Mo,
  • Zeng-Fu Xu and
  • Yi Wang

21 March 2023

Betalains can be conveniently observed and quantified and, accordingly, have the potential as naked-eye visual screening reporters during plant transformation. RUBY is a new reporter system that uses “2A” peptides to fuse three key genes,...

  • Article
  • Open Access
29 Citations
5,428 Views
26 Pages

15 September 2024

The threat of forest fires to human life and property causes significant damage to human society. Early signs, such as small fires and smoke, are often difficult to detect. As a consequence, early detection of smoke and fires is crucial. Traditional...

  • Review
  • Open Access
29 Citations
6,167 Views
15 Pages

Modification and Application of Bamboo-Based Materials: A Review—Part I: Modification Methods and Mechanisms

  • Zhiyu Zheng,
  • Nina Yan,
  • Zhichao Lou,
  • Xizhi Jiang,
  • Xiaomei Zhang,
  • Shan Chen,
  • Rui Xu,
  • Chun Liu and
  • Lei Xu

10 November 2023

In light of continual societal advancement and escalating energy consumption, the pursuit of green, low-carbon, and environmentally friendly technologies has become pivotal. Bamboo, renowned for its diverse advantages encompassing swift growth, ecolo...

  • Article
  • Open Access
29 Citations
8,038 Views
16 Pages

Automated Segmentation of Individual Tree Structures Using Deep Learning over LiDAR Point Cloud Data

  • Dong-Hyeon Kim,
  • Chi-Ung Ko,
  • Dong-Geun Kim,
  • Jin-Taek Kang,
  • Jeong-Mook Park and
  • Hyung-Ju Cho

5 June 2023

Deep learning techniques have been widely applied to classify tree species and segment tree structures. However, most recent studies have focused on the canopy and trunk segmentation, neglecting the branch segmentation. In this study, we proposed a n...

  • Article
  • Open Access
29 Citations
3,326 Views
23 Pages

11 January 2024

The efficient and sustainable management of forestry resources is crucial in ensuring economic and societal sustainability. The Chinese government has invested significantly in regulations, afforestation, and technology to enhance the forest resource...

  • Review
  • Open Access
28 Citations
4,248 Views
21 Pages

3 April 2023

Eco-product value realization and eco-industry are in a rapid development stage, but the eco-product value realization mechanism is still unclear. Strengthening research on eco-industry and eco-product value realization not only helps to coordinate t...

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Forests - ISSN 1999-4907