Remote sensing technique (cont.)
PhenoCam imagery, 10
radar and microwave radiometer, 9
satellite, 11
satellite constellation, 9
Sentinel-2A, 14
Sentinel-2B MSI, 14
spatial resolution, 8
temporal resolution, 8
thermal infrared bands, 11
UAV, 10
Remote-sensing-based flood crop loss
assessment service system
(RF-CLASS), 34
Residual neural network (ResNets), 135
Risk Management Agency (RMA), 228
Root mean square error (RMSE), 239
RuleQuest Research’s See5 Decision Tree
software, 272
S
Satellite, 44, 45, 47, 49, 50
Satellite data, 213
Satellite-estimated rainfall data, 325
Satellite microwave remote sensing, 325
Satellite missions, 328
Satellite remote sensing technology, 3
Savitzky-Golay (SavGol), 339
Scalable satellite-based crop yield mapper
(SCYM), 18
Scalable Vector Graphics (SVG), 77
Scale-invariant feature transformation (SIFT)
algorithm, 135
Scan-line-corrector (SLC), 11
Seamline generation, 248
Security, 392
Semantics, 392
Semi-supervised learning, 93
Sensor networks, 324
Sensor Observation Service (SOS), 393, 397
Sensor technologies, 3, 386
Sensor’s geometric effect, 333
SensorML, 394
Sentinal-1, 328
Sequence-dependent search (SDS), 180
Sequential Data Assimilation Algorithms, 216
Service layer, 395, 396
Service technologies, 386
Shortwave Infrared (SEIR), 326
Simple Object Access Protocol (SOAP),
393, 399
Simple universal interface for services
(SUIS), 152
Single-chip spectrometers, 3
SLD language, 393
Small tunnels, 351
Smoothing filter-based intensity modulation
(SFIM), 379
SMOS soil moisture products, 303
Socioeconomic values, 147
Soft classification images, 380
Software as a Service (SaaS), 150
Soil moisture
agricultural drought, 301
availability, 300
benchmark product, 302
data, 303
ground station-based observations, 301
hydrological models, 301
LST, 306
measurements, 300
methodologies, 305
naively merged benchmark product, 303,
304
reduction in ET, 300
satellite-based, 301
scale differences, 302
SMAP, 300
standardized products, 302
Soil Moisture Active and Passive (SMAP), 21,
155, 226, 300, 330, 391, 397
Soil Moisture and Ocean Salinity (SMOS), 21,
300, 303, 304
Soil Survey Geographic (SSURGO), 30
Soil-plant-atmosphere system, 208
Spaceborne images, 333
Space-borne-based data collection, 89
Spatial attraction models, 377
Spatial data, 26
Spatial Data Infrastructure (SDI), 171
Spatial data, Turkish agriculture
agricultural inventory, 259
FADN, 258
farm-level analysis, 259
geostatistics, 260, 261
innovative applications, 258
LPIS (see Land Parcel Identification System
(LPIS))
MoFAL, 258
SPOT images, 234
Spatial decision support system (SDSS), 33
Spatial dependence theory, 375
Spatial reference system (SRS), 395
Spatial resolution, 8, 184
Spatial texture, 353
Spectral indices, 213
Spectral information, 353
416
Index
PhenoCam imagery, 10
radar and microwave radiometer, 9
satellite, 11
satellite constellation, 9
Sentinel-2A, 14
Sentinel-2B MSI, 14
spatial resolution, 8
temporal resolution, 8
thermal infrared bands, 11
UAV, 10
Remote-sensing-based flood crop loss
assessment service system
(RF-CLASS), 34
Residual neural network (ResNets), 135
Risk Management Agency (RMA), 228
Root mean square error (RMSE), 239
RuleQuest Research’s See5 Decision Tree
software, 272
S
Satellite, 44, 45, 47, 49, 50
Satellite data, 213
Satellite-estimated rainfall data, 325
Satellite microwave remote sensing, 325
Satellite missions, 328
Satellite remote sensing technology, 3
Savitzky-Golay (SavGol), 339
Scalable satellite-based crop yield mapper
(SCYM), 18
Scalable Vector Graphics (SVG), 77
Scale-invariant feature transformation (SIFT)
algorithm, 135
Scan-line-corrector (SLC), 11
Seamline generation, 248
Security, 392
Semantics, 392
Semi-supervised learning, 93
Sensor networks, 324
Sensor Observation Service (SOS), 393, 397
Sensor technologies, 3, 386
Sensor’s geometric effect, 333
SensorML, 394
Sentinal-1, 328
Sequence-dependent search (SDS), 180
Sequential Data Assimilation Algorithms, 216
Service layer, 395, 396
Service technologies, 386
Shortwave Infrared (SEIR), 326
Simple Object Access Protocol (SOAP),
393, 399
Simple universal interface for services
(SUIS), 152
Single-chip spectrometers, 3
SLD language, 393
Small tunnels, 351
Smoothing filter-based intensity modulation
(SFIM), 379
SMOS soil moisture products, 303
Socioeconomic values, 147
Soft classification images, 380
Software as a Service (SaaS), 150
Soil moisture
agricultural drought, 301
availability, 300
benchmark product, 302
data, 303
ground station-based observations, 301
hydrological models, 301
LST, 306
measurements, 300
methodologies, 305
naively merged benchmark product, 303,
304
reduction in ET, 300
satellite-based, 301
scale differences, 302
SMAP, 300
standardized products, 302
Soil Moisture Active and Passive (SMAP), 21,
155, 226, 300, 330, 391, 397
Soil Moisture and Ocean Salinity (SMOS), 21,
300, 303, 304
Soil Survey Geographic (SSURGO), 30
Soil-plant-atmosphere system, 208
Spaceborne images, 333
Space-borne-based data collection, 89
Spatial attraction models, 377
Spatial data, 26
Spatial Data Infrastructure (SDI), 171
Spatial data, Turkish agriculture
agricultural inventory, 259
FADN, 258
farm-level analysis, 259
geostatistics, 260, 261
innovative applications, 258
LPIS (see Land Parcel Identification System
(LPIS))
MoFAL, 258
SPOT images, 234
Spatial decision support system (SDSS), 33
Spatial dependence theory, 375
Spatial reference system (SRS), 395
Spatial resolution, 8, 184
Spatial texture, 353
Spectral indices, 213
Spectral information, 353
416
Index