Tree species classification from airborne hyperspectral and LiDAR data using 3D convolutional neural networks

Janne Mäyrä, Sarita Keski‐Saari, Sonja Kivinen, +8

Remote Sensing of Environment

Convolutional Neural NetworkTree Species ClassificationEngineeringMachine LearningForest Biometrics +20

Integrating green infrastructure and ecosystem services in land use planning. Results from two Finnish case studies

Mina Di Marino, Maija Tiitu, Kimmo Lapintie, +2

Land Use Policy

Finnish Case StudiesEngineeringLand UseUse PlanningAgricultural Economics +9

Practical application of spatial ecosystem service models to aid decision support

Grazia Zulian, Erik Stange, Helen Woods, +24

Ecosystem Services

A keystone species, European aspen (Populus tremula L.), in boreal forests: Ecological role, knowledge needs and mapping using remote sensing

Sonja Kivinen, Elina Koivisto, Sarita Keski‐Saari, +9

Forest Ecology and Management

BiodiversityEngineeringForest ConservationForestryGeography +5

Mapping and assessing ecosystem services in the EU - Lessons learned from the ESMERALDA approach of integration

Benjamin Burkhard, Joachim Maes, Marion Potschin-Young, +78

One Ecosystem

EngineeringEnvironmental Impact AssessmentSustainable DevelopmentEnvironmental PlanningEnvironmental Policy +21

Classification of Tree Species in a Diverse African Agroforestry Landscape Using Imaging Spectroscopy and Laser Scanning

Rami Piiroinen, Janne Heiskanen, Eduardo Eiji Maeda, +2

Remote Sensing

Precision AgricultureEngineeringForest BiometricsBotanyForestry +15

Methodological interlinkages for mapping ecosystem services – from data to analysis and decision-support

Petteri Vihervaara, Arto Viinikka, Luke Brander, +3

One Ecosystem

EngineeringLand UseEnvironmental Impact AssessmentNature-based SolutionGeographic Analytics +15

Creating an operational database for Ecosystems Services Mapping and Assessment Methods

Fernando Santos-Martín, Arto Viinikka, Laura Mononen, +4

One Ecosystem

Operational DatabaseEngineeringAppropriate MethodLand UseEnvironmental Planning +20

Associations of neighborhood-level socioeconomic status, accessibility, and quality of green spaces in Finnish urban regions

Arto Viinikka, Maija Tiitu, Vuokko Heikinheimo, +3

Applied Geography

Detecting European Aspen (Populus tremula L.) in Boreal Forests Using Airborne Hyperspectral and Airborne Laser Scanning Data

Arto Viinikka, Pekka Hurskainen, Sarita Keski‐Saari, +6

Remote Sensing

BiodiversityEnvironmental MonitoringEngineeringForest ConservationGeography +13