. . . . "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" . . "results" . . "image archive" . . "small sample size" . . . "2016-03-11T15:06:25.156+01:00" . . . . "3040404"^^ . "https://api.rohub.org/api/ros/45a828a4-2697-44b1-aca4-c3a1a168cbeb/crate/download/" . . "2016-03-11 08:32:14.144000+00:00" . "2025-10-20 10:37:26.631769+00:00" . "2016-03-11 08:32:14.144000+00:00" . "The Land Monitoring RO refers to the monitoring of urban, built-up and natural environments to identify certain features and anomalies or changes over areas of interest." . "application/ld+json" . . . . . . "https://w3id.org/ro-id/45a828a4-2697-44b1-aca4-c3a1a168cbeb" . . "Land Monitoring Workflow" . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . "http://emanuele79.livejournal.com/. \"Land Monitoring Workflow.\" ROHub. Mar 11 ,2016. https://w3id.org/ro-id/45a828a4-2697-44b1-aca4-c3a1a168cbeb." . . . . "Wokflow" . . . . "Documents" . . . . "12037"^^ . "https://api.rohub.org/api/resources/2b953713-279f-4544-a0b9-5a2e7d86d617/download/" . . "2016-03-11 11:48:32.006000+00:00" . "2022-03-25 16:35:39.887280+00:00" . "application/vnd.openxmlformats-officedocument.wordprocessingml.document" . . "Land_Monitoring_Workflow_hypothesis.docx" . "2016-03-11 11:48:32.006000+00:00" . . . . . "3150939"^^ . "https://api.rohub.org/api/resources/2cb0f945-b4b1-4f64-b377-e98bad06e041/download/" . . "2016-03-11 08:40:42.045000+00:00" . "2022-03-25 16:35:39.039269+00:00" . "application/pdf" . . "Sentinel-1_User_Handbook.pdf" . "2016-03-11 08:40:42.045000+00:00" . . . . "LandMonitoringWorkflow.t2flow" . . "54130"^^ . "https://api.rohub.org/api/resources/3ba6a55b-31b4-460c-969d-f6967dc2d87e/download/" . . "2016-03-11 08:33:08.200000+00:00" . "2022-03-25 16:35:40.908680+00:00" . "image/png" . . "ChangeDetectionWorkflowChain.png" . "2016-03-11 08:33:08.200000+00:00" . . . . . "6670"^^ . "https://api.rohub.org/api/resources/46cde01b-d938-49a1-8265-1b11fd60f2fb/download/" . . "2016-03-11 08:34:48.903000+00:00" . "2022-03-25 16:35:38.213623+00:00" . . "CalibrationWorkflow.t2flow" . "2016-03-11 08:34:48.903000+00:00" . . . . "ChangeDetectionWorflow.t2flow" . . "25727"^^ . "https://api.rohub.org/api/resources/b3cb42e0-6429-43f5-9591-318d9833e424/download/" . . "2016-03-11 08:34:26.608000+00:00" . "2022-03-25 16:35:35.197940+00:00" . . "LandMonitoringWorkflow.t2flow" . "2016-03-11 08:34:26.608000+00:00" . . . . "CalibrationWorkflow.t2flow" . . "7159"^^ . "https://api.rohub.org/api/resources/dfa63ba7-6079-4610-b293-5752af50b5eb/download/" . . "2016-03-11 08:35:13.404000+00:00" . "2022-03-25 16:35:37.108974+00:00" . . "ChangeDetectionWorflow.t2flow" . "2016-03-11 08:35:13.404000+00:00" . . . . . "11466"^^ . "https://api.rohub.org/api/resources/e4451f7f-50fd-4585-96b5-4e01bd8319cc/download/" . . "2016-03-11 11:51:20.645000+00:00" . "2022-03-25 16:35:36.267868+00:00" . "application/vnd.openxmlformats-officedocument.wordprocessingml.document" . . "Land_Monitoring_Workflow_conclusions.docx" . "2016-03-11 11:51:20.645000+00:00" . . . . . . . "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." . . "7.798561151079137" . "27.1" . "workflow" . . "3.6689169357205755" . "12.5" . "technique" . . "3.4250960307298337" . "10.7" . "Conclusions\n\n- The results obtained are better than the baseline, but not statistically significant." . . "10.129496402877699" . "35.2" . "sample size" . . "16.1409491332765" . "56.8" . "synthetic aperture radar" . . "5.1536491677336755" . "16.1" . "baseline" . . "4.737516005121639" . "14.8" . "natural environment" . . "3.713188220230474" . "11.6" . "Land Monitoring Workflow." . . "6.474820143884892" . "22.5" . "anomaly" . . "4.0653008962868125" . "12.7" . "microwave remote-sensing data" . . "2.585961921000284" . "9.1" . "land Monitoring workflow" . . "22.165387894288152" . "78.0" . "European Space Agency" . . "2.2087067861715752" . "6.9" . "sentinel satellite" . . "1.9371881420604637" . "6.6" . "certain feature" . . "3.097470872406934" . "10.9" . "size" . . "2.670971529204579" . "9.1" . "sentinel B" . . "2.7280477408354646" . "9.6" . "French Guiana" . . . "Land Monitoring RO" . . "5.56978233034571" . "17.4" . ". . . . Sentinel Mission Data Acquisition and (NRT) Production .................................................... . . . . Sentinel Collaborative Data Products .................................................................................. . . . . Sentinel Data Product Dissemination and Access ............................................................... . . . . Innovative Tools and Applications ....................................................................................... . . . . Sentinel complimentary Calibration/Validation activities ................." . . "4.057553956834532" . "14.1" . "sentinel data product dissemination" . . "1.9039499857914182" . "6.7" . "natural environment" . . "3.0818902260052834" . "10.5" . "sentinel user guide" . . "1.534526854219949" . "5.4" . "country" . . "1.995890813031993" . "6.8" . "atmospheric sciences" . . "78.1177901124589" . "2.0325206220149994" . "European Space Agency" . . . "physics" . . "4.553734061930784" . "2.5" . "classifier" . . "6.338028169014085" . "19.8" . "mapping capability" . . "4.2057402671213415" . "14.8" . "Ecosystem" . . "Environment/Nature/Ecosystem" . "aerospace engineering" . . "31.876138433515482" . "17.5" . "tweak the feature" . . "3.296391020176187" . "11.6" . "earth resources and remote sensing" . . "13.850684028604018" . "0.31724029779434204" . "mission" . . "3.3167009098914" . "11.3" . "Book industry" . . "Economy, business and finance/Economic sector/Media/Book industry" . "revision" . . "1.9078368065746991" . "6.5" . "sentinel family" . . "3.745198463508323" . "11.7" . "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." . . "5.72661870503597" . "19.9" . "instrument payload" . . "2.4154589371980677" . "8.5" . "Monitoring workflow" . . "1.278772378516624" . "4.5" . "heritage mission" . . "2.585961921000284" . "9.1" . "feature" . . "7.866157910184913" . "26.799999999999997" . "sample" . . "4.449423815620999" . "13.9" . "European Space Agency" . . "3.903727619606692" . "13.3" . "sar-based technique" . . "2.4154589371980677" . "8.5" . "feature" . . "6.850192061459667" . "21.4" . "geosciences" . . "13.850684028604018" . "0.31724029779434204" . "anomaly" . . "3.3167009098914" . "11.3" . "astronautics" . . "40.98360655737705" . "22.5" . "change detection analysis" . . "4.688832054560955" . "16.5" . "earth sciences" . . "21.882209887541087" . "0.5693458914756775" . "monitoring" . . "3.1690140845070425" . "9.9" . "Prepared by Sentinel Team" . . "4.575539568345324" . "15.9" . "Armed forces" . . "Politics/Government/Defence/Armed forces" . "image archive" . . "2.188121625461779" . "7.7" . "IT-computer sciences" . . "Science and technology/Technology and engineering/IT-computer sciences" . "description" . . "2.348106838861168" . "8.0" . "monitoring" . . "2.6122688582330498" . "8.9" . "description" . . "2.176696542893726" . "6.8" . "Synthetic aperture radar (SAR) sensors represent an alternative to optical ones for monitoring environments, especially considering change detection analysis." . . "13.640287769784173" . "47.4" . "- Tweaking the classifier has potentially more impact than tweaking the features." . . "11.39568345323741" . "39.6" . "impact" . . "5.409731113956465" . "16.9" . "tweak the classifier" . . "7.956805910770106" . "28.0" . "size" . . "2.9129321382842512" . "9.1" . "life sciences (general)" . . "19.373018192810438" . "0.4437255263328552" . "workflow" . . "4.449423815620999" . "13.9" . "communications and radar" . . "66.77629777858554" . "1.5294647216796875" . "sample" . . "3.9330789550924568" . "13.4" . "engineering" . . "66.77629777858554" . "1.5294647216796875" . "sentinel mission data acquisition" . . "2.131287297527707" . "7.5" . "geology" . . "21.882209887541087" . "0.5693458914756775" . "sentinel mission guide" . . "4.5467462347257745" . "16.0" . "The SENTINEL mission comprises a constellation of two polar orbiting satellites, operating day and night performing C \nband synthetic aperture radar imaging, enabling them to acquire imagery regardless of the weather." . . "2.014388489208633" . "7.0" . "The Land Monitoring RO refers to the monitoring of urban, built-up and natural environments to identify certain features and anomalies or changes over areas of interest." . . "22.273381294964032" . "77.4" . "earth sciences" . . "78.1177901124589" . "2.0325206220149994" . "life sciences" . . "19.373018192810438" . "0.4437255263328552" . "orbit characteristic" . . "3.353225348110259" . "11.8" . "computer science" . . "12.932604735883425" . "7.1" . "impact" . . "4.960375697094217" . "16.9" . "Software" . . "Economy, business and finance/Economic sector/Computing and information technology/Software" . "detection" . . "2.0486555697823303" . "6.4" . "geophysics" . . "9.65391621129326" . "5.3" . "decision" . . "2.670971529204579" . "9.1" . "This is in part related to the small sample size." . . "7.223021582733813" . "25.1" . "SENTINEL USER GUIDE ............................................................................." . . "4.690647482014389" . "16.3" . "conclusion" . . "2.528809218950064" . "7.9" . "system" . . "10.507778103903727" . "35.8" . "Europe" . . . "classifier" . . "5.429997064866452" . "18.5" . "Electrical appliance" . . "Economy, business and finance/Economic sector/Manufacturing and engineering/Electrical appliance" . "payload" . . "2.142647490460816" . "7.3" . "Monitoring" . . "5.217669654289373" . "16.3" . "Science and technology" . . "Science and technology" . "French Guiana" . . "1.8784854710889347" . "6.4" . "service-account-enrichment" . . "service-account-generation-service" . . . "2025-11-11T16:48:53.131+01:00"^^ . . . "Land Monitoring Workflow" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEA4pPaESKwmC6l37P86K6TNLq6yeQtc7m9CvcqauLs/1FC0viHvQnFBgxj0a+loPDv/Egwe6OqFpa0iW9Ypnyz9YPoh+pxbRXonbuMOb+8Ry9hXZ+TEKfWjhjVDGEaClwfRwglh2HI/xfV4CD9AgvDOEoZQiyta8a90PYwJ3G6e70oCHTn61+OWTkI9KRYHOYgg3btdy2Z7q/30PTFawb2ZT5aIfIJYobUYv2a7yhtcqWCHZeKv0bxGnRjTFNx1rscBMlLJSzvRtpQc1cCRVEPFZHo1adaXCI9tGvn4cxeNQ96y8dxkN1XhpaJairde+23MDzf42Oe97KG2HYzKiyVnQIDAQAB" . "uIbO6CvshNCHkyya2b8pBFDwNif11vP5p7xnUYdrlh0OJN1r4o540U1Vh7bqHqvfxdzYP/jXtixCEEgRdAANarY80gYvix3e1TEILKOzUS0iy4WJSZS2sYdmpJW5En9yOpj+oSmR3pXCC+s0JMm8o7RglcXlh+eVUjLHchwcSRPCN75/Kro/a/n5bhsKVhuSv106yYXFNoYxhiNrKeiAQhyHVTBOBGoqjxST7S5/eGX9sL/p36PFR4f7U/x1Wm4YMPEBNGMt7Vn4dtaf5o0s9cqCLJJuffW0h3MeIegV4pvRxfPXCPWLjG/ZAyddyuYtWYsFzlN/6YTRwyHH59aOzw==" . . .