#SmartFor
Three Taiwan-region enterprise cases show AI analytics (F1 0.91), satellite IoT connectivity, and fixed-wing UAV mapping (120 ha per flight hour) converging on verifiable forest MRV.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0015
#UAV #NonTerrestrialNetwork
Three Taiwan-region enterprise cases show AI analytics (F1 0.91), satellite IoT connectivity, and fixed-wing UAV mapping (120 ha per flight hour) converging on verifiable forest MRV.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0015
#UAV #NonTerrestrialNetwork
November 8, 2026 at 12:03 PM
#SmartFor
Three Taiwan-region enterprise cases show AI analytics (F1 0.91), satellite IoT connectivity, and fixed-wing UAV mapping (120 ha per flight hour) converging on verifiable forest MRV.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0015
#UAV #NonTerrestrialNetwork
Three Taiwan-region enterprise cases show AI analytics (F1 0.91), satellite IoT connectivity, and fixed-wing UAV mapping (120 ha per flight hour) converging on verifiable forest MRV.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0015
#UAV #NonTerrestrialNetwork
#SmartFor
Landsat and Sentinel-2 mapping shows Thailand's rubber plantations reached 3.71 million hectares, with live biomass carbon rising 132% since 2003 to 243 Tg C by 2022.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0014
#RubberPlantations #RemoteSensing #BiomassCarbon
Landsat and Sentinel-2 mapping shows Thailand's rubber plantations reached 3.71 million hectares, with live biomass carbon rising 132% since 2003 to 243 Tg C by 2022.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0014
#RubberPlantations #RemoteSensing #BiomassCarbon
October 31, 2026 at 1:45 AM
#SmartFor
Landsat and Sentinel-2 mapping shows Thailand's rubber plantations reached 3.71 million hectares, with live biomass carbon rising 132% since 2003 to 243 Tg C by 2022.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0014
#RubberPlantations #RemoteSensing #BiomassCarbon
Landsat and Sentinel-2 mapping shows Thailand's rubber plantations reached 3.71 million hectares, with live biomass carbon rising 132% since 2003 to 243 Tg C by 2022.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0014
#RubberPlantations #RemoteSensing #BiomassCarbon
#SmartFor
GADA site-index models plus dynamic programming optimize Chinese fir stand density trajectories, revealing 99.9% of Zhejiang subcompartments grow below their potential volume yield.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0013
#ChineseFir #StandDensity
GADA site-index models plus dynamic programming optimize Chinese fir stand density trajectories, revealing 99.9% of Zhejiang subcompartments grow below their potential volume yield.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0013
#ChineseFir #StandDensity
October 21, 2026 at 4:28 AM
#SmartFor
GADA site-index models plus dynamic programming optimize Chinese fir stand density trajectories, revealing 99.9% of Zhejiang subcompartments grow below their potential volume yield.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0013
#ChineseFir #StandDensity
GADA site-index models plus dynamic programming optimize Chinese fir stand density trajectories, revealing 99.9% of Zhejiang subcompartments grow below their potential volume yield.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0013
#ChineseFir #StandDensity
#SmartFor
TSC-Net: RGB-enhanced deep learning classifies urban tree species from sparse LiDAR point clouds in urban and campus scenes.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0012
#TreeSpecies #LiDAR #DeepLearning
TSC-Net: RGB-enhanced deep learning classifies urban tree species from sparse LiDAR point clouds in urban and campus scenes.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0012
#TreeSpecies #LiDAR #DeepLearning
September 29, 2026 at 3:19 AM
#SmartFor
TSC-Net: RGB-enhanced deep learning classifies urban tree species from sparse LiDAR point clouds in urban and campus scenes.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0012
#TreeSpecies #LiDAR #DeepLearning
TSC-Net: RGB-enhanced deep learning classifies urban tree species from sparse LiDAR point clouds in urban and campus scenes.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0012
#TreeSpecies #LiDAR #DeepLearning
#SmartFor
A recognition unit framework estimates Moso bamboo stand density from UAV-LiDAR point clouds without single-culm segmentation.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0011
#MosoBamboo #UAVLiDAR #StandDensity
A recognition unit framework estimates Moso bamboo stand density from UAV-LiDAR point clouds without single-culm segmentation.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0011
#MosoBamboo #UAVLiDAR #StandDensity
September 26, 2026 at 3:14 AM
#SmartFor
A recognition unit framework estimates Moso bamboo stand density from UAV-LiDAR point clouds without single-culm segmentation.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0011
#MosoBamboo #UAVLiDAR #StandDensity
A recognition unit framework estimates Moso bamboo stand density from UAV-LiDAR point clouds without single-culm segmentation.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0011
#MosoBamboo #UAVLiDAR #StandDensity
#SmartFor
Explosive growth with 10,000+ papers, geography expanding from North America to Asia, applications shifting from fire prevention to comprehensive ecosystem management.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0010
#PrescribedBurning #FireEcology
Explosive growth with 10,000+ papers, geography expanding from North America to Asia, applications shifting from fire prevention to comprehensive ecosystem management.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0010
#PrescribedBurning #FireEcology
September 8, 2026 at 5:12 AM
#SmartFor
Explosive growth with 10,000+ papers, geography expanding from North America to Asia, applications shifting from fire prevention to comprehensive ecosystem management.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0010
#PrescribedBurning #FireEcology
Explosive growth with 10,000+ papers, geography expanding from North America to Asia, applications shifting from fire prevention to comprehensive ecosystem management.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0010
#PrescribedBurning #FireEcology
#SmartFor
Integrating HMLS with height-diameter models estimates DBH at 1.28% relative bias and stand volume at 5.19% rRMSE across 12 Shennongjia plots under dense canopy conditions.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0008
#ForestAttributes #StemCurves #DenseCanopy
Integrating HMLS with height-diameter models estimates DBH at 1.28% relative bias and stand volume at 5.19% rRMSE across 12 Shennongjia plots under dense canopy conditions.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0008
#ForestAttributes #StemCurves #DenseCanopy
August 21, 2026 at 1:01 AM
#SmartFor
Integrating HMLS with height-diameter models estimates DBH at 1.28% relative bias and stand volume at 5.19% rRMSE across 12 Shennongjia plots under dense canopy conditions.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0008
#ForestAttributes #StemCurves #DenseCanopy
Integrating HMLS with height-diameter models estimates DBH at 1.28% relative bias and stand volume at 5.19% rRMSE across 12 Shennongjia plots under dense canopy conditions.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0008
#ForestAttributes #StemCurves #DenseCanopy
#SmartFor
First comprehensive review of UAV remote sensing for C. oleifera breeding examines five sensor modalities, identifying gaps in disease detection, thermal stress.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0009
#UAV #CamelliaOleifera #OilTea #Phenotyping
First comprehensive review of UAV remote sensing for C. oleifera breeding examines five sensor modalities, identifying gaps in disease detection, thermal stress.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0009
#UAV #CamelliaOleifera #OilTea #Phenotyping
August 4, 2026 at 3:38 AM
#SmartFor
First comprehensive review of UAV remote sensing for C. oleifera breeding examines five sensor modalities, identifying gaps in disease detection, thermal stress.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0009
#UAV #CamelliaOleifera #OilTea #Phenotyping
First comprehensive review of UAV remote sensing for C. oleifera breeding examines five sensor modalities, identifying gaps in disease detection, thermal stress.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0009
#UAV #CamelliaOleifera #OilTea #Phenotyping
#SmartFor
30-year analysis shows Economic Land Concessions drove severe forest fragmentation in Cambodia, with 2012 moratorium coinciding with moderated forest loss.
Detail: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0003
#ForestFragmentation #LandPolicy #Cambodia
30-year analysis shows Economic Land Concessions drove severe forest fragmentation in Cambodia, with 2012 moratorium coinciding with moderated forest loss.
Detail: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0003
#ForestFragmentation #LandPolicy #Cambodia
July 22, 2026 at 12:18 AM
#SmartFor
30-year analysis shows Economic Land Concessions drove severe forest fragmentation in Cambodia, with 2012 moratorium coinciding with moderated forest loss.
Detail: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0003
#ForestFragmentation #LandPolicy #Cambodia
30-year analysis shows Economic Land Concessions drove severe forest fragmentation in Cambodia, with 2012 moratorium coinciding with moderated forest loss.
Detail: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0003
#ForestFragmentation #LandPolicy #Cambodia
#SmartFor
Comprehensive review of remote sensing in forestry management: spectral, UAV thermal, infrared, and satellite monitoring methods analyzed with domestic and international cases.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0007
#Management #RemoteSensing #UAV
Comprehensive review of remote sensing in forestry management: spectral, UAV thermal, infrared, and satellite monitoring methods analyzed with domestic and international cases.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0007
#Management #RemoteSensing #UAV
July 17, 2026 at 4:05 AM
#SmartFor
Comprehensive review of remote sensing in forestry management: spectral, UAV thermal, infrared, and satellite monitoring methods analyzed with domestic and international cases.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0007
#Management #RemoteSensing #UAV
Comprehensive review of remote sensing in forestry management: spectral, UAV thermal, infrared, and satellite monitoring methods analyzed with domestic and international cases.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0007
#Management #RemoteSensing #UAV
#SmartFor
Synergistic GEDI-Landsat 8 integration with FOTO texture features and AutoML boosts forest canopy height and biomass estimation accuracy in Guangxi.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0006
#GEDI #ForestBiomass #AutoML #RemoteSensing
Synergistic GEDI-Landsat 8 integration with FOTO texture features and AutoML boosts forest canopy height and biomass estimation accuracy in Guangxi.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0006
#GEDI #ForestBiomass #AutoML #RemoteSensing
July 10, 2026 at 5:01 AM
#SmartFor
Synergistic GEDI-Landsat 8 integration with FOTO texture features and AutoML boosts forest canopy height and biomass estimation accuracy in Guangxi.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0006
#GEDI #ForestBiomass #AutoML #RemoteSensing
Synergistic GEDI-Landsat 8 integration with FOTO texture features and AutoML boosts forest canopy height and biomass estimation accuracy in Guangxi.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0006
#GEDI #ForestBiomass #AutoML #RemoteSensing
#SmartFor
Integrating UAV imagery and terrestrial laser scanning enables multi-modal phenotyping, capturing 3D structural and spectral traits for clonal selections.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0005
#TreeBreeding #ProximalSensing #Phenotyping
Integrating UAV imagery and terrestrial laser scanning enables multi-modal phenotyping, capturing 3D structural and spectral traits for clonal selections.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0005
#TreeBreeding #ProximalSensing #Phenotyping
July 9, 2026 at 4:30 AM
#SmartFor
Integrating UAV imagery and terrestrial laser scanning enables multi-modal phenotyping, capturing 3D structural and spectral traits for clonal selections.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0005
#TreeBreeding #ProximalSensing #Phenotyping
Integrating UAV imagery and terrestrial laser scanning enables multi-modal phenotyping, capturing 3D structural and spectral traits for clonal selections.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0005
#TreeBreeding #ProximalSensing #Phenotyping
#SmartFor
UAV-RGB with multi-source feature fusion and SHAP interpretation improves Chinese fir DBH estimation accuracy, enabling low-cost and transferable forest biomass assessment.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0004
#SmartForestry #RemoteSensing
UAV-RGB with multi-source feature fusion and SHAP interpretation improves Chinese fir DBH estimation accuracy, enabling low-cost and transferable forest biomass assessment.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0004
#SmartForestry #RemoteSensing
June 9, 2026 at 4:19 AM
#SmartFor
UAV-RGB with multi-source feature fusion and SHAP interpretation improves Chinese fir DBH estimation accuracy, enabling low-cost and transferable forest biomass assessment.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0004
#SmartForestry #RemoteSensing
UAV-RGB with multi-source feature fusion and SHAP interpretation improves Chinese fir DBH estimation accuracy, enabling low-cost and transferable forest biomass assessment.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0004
#SmartForestry #RemoteSensing
#SmartFor
30-year analysis shows Economic Land Concessions drove severe forest fragmentation in Cambodia, with 2012 moratorium coinciding with moderated forest loss.
Detail: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0003
#ForestFragmentation #LandPolicy #Cambodia
30-year analysis shows Economic Land Concessions drove severe forest fragmentation in Cambodia, with 2012 moratorium coinciding with moderated forest loss.
Detail: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0003
#ForestFragmentation #LandPolicy #Cambodia
May 15, 2026 at 3:57 AM
#SmartFor
30-year analysis shows Economic Land Concessions drove severe forest fragmentation in Cambodia, with 2012 moratorium coinciding with moderated forest loss.
Detail: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0003
#ForestFragmentation #LandPolicy #Cambodia
30-year analysis shows Economic Land Concessions drove severe forest fragmentation in Cambodia, with 2012 moratorium coinciding with moderated forest loss.
Detail: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0003
#ForestFragmentation #LandPolicy #Cambodia
#SmartFor
Kinematic PPP outperforms static in forests—maintaining sub-meter accuracy where dense canopy blocks signals! Critical insights for precision forestry GNSS applications.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0002
#kinematic #signals
Kinematic PPP outperforms static in forests—maintaining sub-meter accuracy where dense canopy blocks signals! Critical insights for precision forestry GNSS applications.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0002
#kinematic #signals
May 11, 2026 at 2:36 AM
#SmartFor
Kinematic PPP outperforms static in forests—maintaining sub-meter accuracy where dense canopy blocks signals! Critical insights for precision forestry GNSS applications.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0002
#kinematic #signals
Kinematic PPP outperforms static in forests—maintaining sub-meter accuracy where dense canopy blocks signals! Critical insights for precision forestry GNSS applications.
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0026-0002
#kinematic #signals
#SmartFor
PWSIt beats PWSIe for urban forest drought watch in humid Nanchang, nailing 64 % LE variance at 14–16 h 🌳🌡️
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0025-0003
#urbanforests #waterstress #stressindex
PWSIt beats PWSIe for urban forest drought watch in humid Nanchang, nailing 64 % LE variance at 14–16 h 🌳🌡️
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0025-0003
#urbanforests #waterstress #stressindex
March 24, 2026 at 1:30 AM
#SmartFor
PWSIt beats PWSIe for urban forest drought watch in humid Nanchang, nailing 64 % LE variance at 14–16 h 🌳🌡️
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0025-0003
#urbanforests #waterstress #stressindex
PWSIt beats PWSIe for urban forest drought watch in humid Nanchang, nailing 64 % LE variance at 14–16 h 🌳🌡️
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0025-0003
#urbanforests #waterstress #stressindex
#SmartFor
Accurate soil nutrient assessment in slash pine seed orchards is revolutionized by a new SST framework combining PLSR and neural networks for precision fertilization! 🌲💡
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0025-0002
#neuralnetworks #sst #pine #network
Accurate soil nutrient assessment in slash pine seed orchards is revolutionized by a new SST framework combining PLSR and neural networks for precision fertilization! 🌲💡
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0025-0002
#neuralnetworks #sst #pine #network
January 21, 2026 at 5:01 AM
#SmartFor
Accurate soil nutrient assessment in slash pine seed orchards is revolutionized by a new SST framework combining PLSR and neural networks for precision fertilization! 🌲💡
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0025-0002
#neuralnetworks #sst #pine #network
Accurate soil nutrient assessment in slash pine seed orchards is revolutionized by a new SST framework combining PLSR and neural networks for precision fertilization! 🌲💡
Details: https://www.maxapress.com/article/doi/10.48130/smartfor-0025-0002
#neuralnetworks #sst #pine #network
We launched Smart Forestry, a new open-access journal dedicated to advancing science and technology underpinning precise forest monitoring, sustainable management, ecological restoration, and resource utilization. We invite submissions to Smart Forestry.❤️
Details: https://maxapress.com/smartfor
Details: https://maxapress.com/smartfor
September 2, 2025 at 6:52 AM
We launched Smart Forestry, a new open-access journal dedicated to advancing science and technology underpinning precise forest monitoring, sustainable management, ecological restoration, and resource utilization. We invite submissions to Smart Forestry.❤️
Details: https://maxapress.com/smartfor
Details: https://maxapress.com/smartfor