#disturbance — Public Fediverse posts

Drivers Of Forest Disturbance In Southeast Asia [incl. spatial analysis]
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https://doi.org/10.1016/j.jag.2026.105220 <-- shared paper 🔗
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https://github.com/shijuanchen/SEA_forest_dis <-- shared GitHub ‘data repository 🔗
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#GIS #spatial #mapping #spatialanalysis #spatiotemporal #forest #vegetation #Forestdisturbance #Forestdegradation #Deforestation #remotesensing #SoutheastAsia #Asia #tropicalforests #timeseriesanalysis #geostatistics #disturbance #clearing #planting #agriculture #earthobservation #imagery #CCDC #changedetection #landcover #landuse #change #plantation #cultivation #slashandburn #planning #mitigation #catalogue #conservation #management #landmanagement #machinelearning #imageanalysis #AI

Improving Forest Loss Mapping In Nepal Using Landtrendr Time-Series And Machine Learning
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https://doi.org/10.1016/j.rsase.2025.101864 <-- share paper
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“HIGHLIGHTS:
• ViT-based forest mask, multispectral ensemble LandTrendr and terrain shadow mask.
• District-level RF/XGBoost model training with expert-weighted validation.
• Outperformed GFC and REDD + AI benchmarks in accuracy and F1 performance.
• RF excelled in High Mountains/Himalayas; XGBoost in the lower Mountain regions.
• NBR contributed the most; snow-impacted forest loss uncertainty was observed..."
#Forestdisturbance #forest #disturbance #remotesensing #LandTrendr #workflow #timeseries #ViT #RF #XGBoost #GEE #Nepal #ForestNepal #spatial #GIS #mapping #earthobservation #landsat #Himalayas #mountains #alpine #vegetation #AI #multispectral #monitoring #spatialanalysis #spatiotemporal #loss #change #machinelearning #NDR #conservation #planning #policy #mitagion #ecology #Karnali #Bagmati, #Darchula #Siwalik #GlobalForestChange #Degradation

A quotation from Marcus Aurelius

If you suffer distress because of some external cause, it is not the thing itself that troubles you but your judgment on it, and it is within your power to cancel that judgment at any moment.
 
[Εἰ μὲν διά τι τῶν ἐκτὸς λυπῇ, οὐκ ἐκεῖνό σοι ἐνοχλεῖ, ἀλλὰ τὸ σὸν περὶ αὐτοῦ κρῖμα, τοῦτο δὲ ἤδη ἐξαλεῖψαι ἐπὶ σοί ἐστιν.]

Marcus Aurelius (AD 121-180) Roman emperor (161-180), Stoic philosopher
Meditations [To Himself; Τὰ εἰς ἑαυτόν], Book 8, ch. 47 (8.47) (AD 161-180) [tr. Hard (1997 ed.)]

More info about (and translations of) this quote: wist.info/marcus-aureleus/2669…

#quote #quotes #quotation #qotd #marcusaurelius #aggravation #distress #disturbance #externality #judgment #perception #reaction #selfcontrol #selfdiscipline #trouble #unhappiness #vexation