. . . . "http://emanuele79.livejournal.com/" . . . "change detection" . . "military" . "European Space Agency" . . . "image processing algorithm" . "Pierre Potin" . . . "Synthetic aperture radar" . . "SAR-based technique" . . "Sentinel" . . "Products" . . "French Guiana" . . "Level" . . "MISSION" . . "Date" . . "Reason" . . "Segment" . . "image archive" . . "Document" . . "satellite description" . . . "2989246"^^ . "https://api.rohub.org/api/ros/b7165f70-738e-4f5a-b135-48f25bbead6a/crate/download/" . . "2016-07-04 15:02:18.681000+00:00" . "2025-10-20 10:41:26.644660+00:00" . "2016-07-04 15:02:18.681000+00:00" . "This RO describres the subsetting processing step." . "application/ld+json" . . . . . . . . . "https://w3id.org/ro-id/b7165f70-738e-4f5a-b135-48f25bbead6a" . . "Land Monitoring Subsetting Step" . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . "http://emanuele79.livejournal.com/. \"Land Monitoring Subsetting Step.\" ROHub. Jul 04 ,2016. https://w3id.org/ro-id/b7165f70-738e-4f5a-b135-48f25bbead6a." . . "Wokflow" . . . . "Documents" . . . . "3150939"^^ . "https://api.rohub.org/api/resources/083876d6-6d19-4b1a-a1c4-0a0b7e858aad/download/" . . "2016-07-04 15:05:10.131000+00:00" . "2022-03-25 16:10:12.297455+00:00" . "application/pdf" . . "Sentinel-1_User_Handbook.pdf" . "2016-07-04 15:05:10.131000+00:00" . . . . . "11466"^^ . "https://api.rohub.org/api/resources/30f3cadc-0955-482f-b2af-8d50df1f0f32/download/" . . "2016-07-04 15:06:11.130000+00:00" . "2022-03-25 16:10:10.204630+00:00" . "application/vnd.openxmlformats-officedocument.wordprocessingml.document" . . "Land_Monitoring_Workflow_conclusions.docx" . "2016-07-04 15:06:11.130000+00:00" . . . . . "6863"^^ . "https://api.rohub.org/api/resources/44dd8ba1-3d6a-46a5-9ac2-9964769b95c0/download/" . . "2016-07-04 15:04:22.905000+00:00" . "2022-03-25 16:10:07.145010+00:00" . . "workflow.t2flow" . "2016-07-04 15:04:22.905000+00:00" . . . . . "4919"^^ . "https://api.rohub.org/api/resources/4a8597e5-d2e3-45ea-a7e8-94b47ccf71e0/download/" . . "2016-07-04 15:03:14.255000+00:00" . "2022-03-25 16:10:11.143651+00:00" . "image/png" . . "sketch.png" . "2016-07-04 15:03:14.255000+00:00" . . . . . "150"^^ . "https://api.rohub.org/api/resources/66db0f60-4970-4c6c-8473-780b071ca69a/download/" . . "2016-07-04 15:07:32.752000+00:00" . "2022-03-25 16:10:09.382897+00:00" . "text/plain" . . "output_prodID.txt" . "2016-07-04 15:07:32.752000+00:00" . . . . . "12037"^^ . "https://api.rohub.org/api/resources/7895d675-d96d-4253-8051-a01e1df47200/download/" . . "2016-07-04 15:05:44.379000+00:00" . "2022-03-25 16:10:14.198511+00:00" . "application/vnd.openxmlformats-officedocument.wordprocessingml.document" . . "Land_Monitoring_Workflow_hypothesis.docx" . "2016-07-04 15:05:44.379000+00:00" . . . . . "136"^^ . "https://api.rohub.org/api/resources/9d44cdf9-0d17-459e-8042-ed122be99ebe/download/" . . "2016-07-04 15:07:08.587000+00:00" . "2022-03-25 16:10:08.510826+00:00" . "text/plain" . . "input_prodID.txt" . "2016-07-04 15:07:08.587000+00:00" . . . . . "60"^^ . "https://api.rohub.org/api/resources/b0f0bcf5-4626-4e5a-9b78-3de4e0d9b3e8/download/" . . "2016-07-04 15:06:44.406000+00:00" . "2022-03-25 16:10:13.348445+00:00" . "text/plain" . . "input_AoI.txt" . "2016-07-04 15:06:44.406000+00:00" . . . . . . . "capability" . . "1.8353174603174605" . "3.7" . "Land Monitoring Subsetting Step." . . "21.889870836165876" . "64.4" . "system" . . "17.757936507936506" . "35.8" . "tweak the classifier" . . "10.989010989010989" . "28.0" . "tweak the feature" . . "4.552590266875981" . "11.6" . "microwave remote-sensing data" . . "3.571428571428571" . "9.1" . "This RO describres the subsetting processing step." . . "12.066621346023114" . "35.5" . "communications and radar" . . "38.34197572075115" . "0.7095527648925781" . "sensor" . . "2.6717557251908395" . "6.3" . "Subsetting" . . "12.510602205258694" . "29.5" . "improvement" . . "1.7857142857142858" . "3.6" . "earth sciences" . . "43.362771782880664" . "0.8046802878379822" . "Synthetic aperture radar (SAR) sensors represent an alternative to optical ones for monitoring environments, especially considering change detection analysis." . . "16.11148878314072" . "47.4" . "This is in part related to the small sample size." . . "8.531611148878314" . "25.1" . "step" . . "4.910714285714286" . "9.9" . "geophysics" . . "67.94871794871796" . "5.3" . "country" . . "5.654761904761905" . "11.4" . "Language" . . "Arts, culture and entertainment/Culture/Language" . "physics" . . "32.05128205128205" . "2.5" . "computer operations and hardware" . . "37.680507455806456" . "0.6973116993904114" . "mapping capability" . . "5.808477237048665" . "14.8" . "sample size" . . "22.29199372056515" . "56.8" . "mathematical and computer sciences" . . "37.680507455806456" . "0.6973116993904114" . "Monitoring Subsetting step" . . "1.3736263736263736" . "3.5" . "change detection analysis" . . "6.475667189952904" . "16.5" . "Ro" . . "12.383375742154367" . "29.2" . "classifier" . . "9.176587301587302" . "18.5" . "Monitoring" . . "12.468193384223918" . "29.4" . "technique" . . "4.5377438507209495" . "10.7" . "impact" . . "7.167090754877013" . "16.9" . "small sample size" . . "1.334379905808477" . "3.4" . "dynamics" . . "2.182539682539683" . "4.4" . "algorithm" . . "2.132936507936508" . "4.3" . "Electrical appliance" . . "Economy, business and finance/Economic sector/Manufacturing and engineering/Electrical appliance" . "algorithm" . . "2.247667514843087" . "5.3" . "other earth sciences" . . "43.362771782880664" . "0.8046802878379822" . "using" . . "1.9841269841269842" . "4.0" . "sample" . . "6.646825396825397" . "13.4" . "life sciences" . . "23.977516823442397" . "0.4437255263328552" . "remote sensing data" . . "2.1628498727735366" . "5.1" . "Even though the proposed fully automated SAR-based technique overcomes some limitations of previous methods, further technological and methodological improvements are necessary for SAR-based change detection to match the mapping capability of high-quality optical data." . . "6.764106050305914" . "19.9" . "impact" . . "8.382936507936508" . "16.9" . "detection" . . "2.7141645462256148" . "6.4" . "decision" . . "4.513888888888889" . "9.1" . "baseline" . . "6.276505513146734" . "14.8" . "size" . . "4.513888888888889" . "9.1" . "Ro" . . "12.053571428571429" . "24.3" . "life sciences (general)" . . "23.977516823442397" . "0.4437255263328552" . "synthetic aperture radar" . . "6.827820186598813" . "16.1" . "conclusion" . . "3.350296861747243" . "7.9" . "Ro describres" . . "7.103610675039247" . "18.1" . "image archive" . . "3.021978021978022" . "7.7" . "engineering" . . "38.34197572075115" . "0.7095527648925781" . "classifier" . . "8.396946564885496" . "19.8" . "Enhanced image processing algorithms and a better exploitation of image archives are required to facilitate the use of microwave remote-sensing data for monitoring change dynamics in specific areas." . . "9.211420802175391" . "27.1" . "earth sciences" . . "56.637228217119336" . "1.051013559103012" . "size" . . "3.859202714164546" . "9.1" . "land Monitoring Subsetting step" . . "27.040816326530614" . "68.9" . "sar-based technique" . . "3.335949764521193" . "8.5" . "Science and technology" . . "Science and technology" . "result" . . "3.0753968253968256" . "6.2" . "Conclusions\n\n- The results obtained are better than the baseline, but not statistically significant." . . "11.964649898028554" . "35.2" . "dynamics" . . "2.2900763358778624" . "5.4" . "feature" . . "4.910714285714286" . "9.9" . "atmospheric sciences" . . "56.637228217119336" . "1.051013559103012" . "archive" . . "1.5873015873015874" . "3.2" . "- Tweaking the classifier has potentially more impact than tweaking the features." . . "13.460231135282122" . "39.6" . "feature" . . "4.2408821034775235" . "10.0" . "sensor" . . "2.628968253968254" . "5.3" . "detection" . . "2.7281746031746033" . "5.5" . "processing step" . . "2.668759811616954" . "6.8" . "IT-computer sciences" . . "Science and technology/Technology and engineering/IT-computer sciences" . "sample" . . "5.894826123833757" . "13.9" . "setting processing step" . . "0.43171114599686033" . "1.1" . "service-account-enrichment" . . "service-account-generation-service" . . . "2025-11-11T16:57:17.058+01:00"^^ . . . "Land Monitoring Subsetting Step" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEA4pPaESKwmC6l37P86K6TNLq6yeQtc7m9CvcqauLs/1FC0viHvQnFBgxj0a+loPDv/Egwe6OqFpa0iW9Ypnyz9YPoh+pxbRXonbuMOb+8Ry9hXZ+TEKfWjhjVDGEaClwfRwglh2HI/xfV4CD9AgvDOEoZQiyta8a90PYwJ3G6e70oCHTn61+OWTkI9KRYHOYgg3btdy2Z7q/30PTFawb2ZT5aIfIJYobUYv2a7yhtcqWCHZeKv0bxGnRjTFNx1rscBMlLJSzvRtpQc1cCRVEPFZHo1adaXCI9tGvn4cxeNQ96y8dxkN1XhpaJairde+23MDzf42Oe97KG2HYzKiyVnQIDAQAB" . "YIrTU0P0coJ1vtY6GehqbkFB6Z7HG+heWUaHPWoj3Vtooh/YaSdJKrrFRbC5M+acE4fEPDOUuM2gOSDsT4mXmfb7Kj1/5w0NGByYJqn23K96xkDnNxBFSXVj/u0ldvGbdS/fd45vy7/1M4tPaRxQ27uJdwtkOzrqXdMG33mr37YhDVEEucp+bDwG+y64D7tlpuUJlG8FOmPVRRcfb6CrZtELQPparvegg+nwFgSRA4r40tkviGPjnjEri7fchsa0Z+IB19AmBA1rtf9SnbnEG/j7QAXtgK9+Ce4mCLM5+844H77m9txlFB3uRKJBqyOKLwoF1AibK3RkkehrdGLcVA==" . . .