Drones play a pivotal role in the 3LD-Monitoring system, complementing other data collection methods.Drones are essential tools in partner countries to fortify technical skills among local staff. These skills encompass flight planning, navigation and image evaluation. The drone monitoring aims to empower project staff to capture data tailored for photogrammetric analyses, from which crucial geoinformation emerges.

The drone mapping methodology encompasses five stages, with the first two focusing on drone operations:

1. Mapping mission preparation (desktop work)
2. Mapping mission execution (fieldwork)
3. Development of Digital Surface Model (DSM) & Orthomosaic generation (desktop work)
4. Data analysis and refinement (desktop work)
5. Integration into the prevailing data system (desktop work)

Drone data aids in evaluating indicators linked to carbon/biomass, such as mortality rates and forest types. Notably, with the application of allometric equations and proper characterization of the land type, above-ground biomass estimations of trees can be determined.

Satellite data forms the bedrock of the 3LD-Monitoring system, harnessing the capabilities of open-source imagery from the Copernicus Sentinel-2 and LANDSAT satellites. An algorithm, meticulously developed by Remote Sensing Solutions (RSS) GmbH, revolutionizes this process. Users can seamlessly submit the shapefile of their area of interest, prompting the algorithm to automatically fetch and analyze relevant data. A spectrum of robust analyses are conducted including the 5-year vegetation trend using NDVI for assessing vegetation gains or losses, 5-year vegetation moisture analysis through NDWI, and a nuanced 5-year rainfall trend evaluation. Additionally, the algorithm facilitates the visualization of vegetation changes since the inception of the project, bolstering the monitoring framework with dynamic insights. Satellite data, a vital component of the 3LDM-Monitoring system, leverages open-source imagery from the Copernicus Sentinel-2 mission and LANDSAT satellites. For predefined areas, this data is automatically fetched and analyzed for specific parameters. Key analyses include a 5-year vegetation trend using NDVI as a proxy for vegetation gains or losses, a 5-year vegetation moisture trend through NDWI, and a 5-year rainfall trend. In addition vegetation changes from project start can be visualized.

The ROGS Support Team supported a diverse WIO ROGS Task Force, involving state and non-state representatives from various sectors and organisations. This inclusive forum facilitated stakeholder dialogue and collaboration, with members providing inputs directly to the ROGS and expanding regional contributions by inviting stakeholders from their networks. The Task Force, along with key stakeholders, contributed strategic and technical insights to the ROGS through Technical Dialogues and regional events.

The Collective Leadership Institute (CLI) supported the Task Force through in-person workshops and online sessions  to enhance collective leadership and collaboration. An experienced ocean governance advisor, Mr. Kieran Kelleher, played a key role in formulating strategy questions and compiling ROGS content.

The inclusive and participatory approach aimed to foster ownership, improving the quality, feasibility and credibility of the ROGS. If adopted at the next Nairobi Convention Conference of Parties, this ownership is expected to boost the strategy's implementation.

Political leaders of the WIO countries have recognised that cooperation among regional organisations and across sectors, including greater engagement of the private sector and civil society, is required to address growing regional challenges such as marine and coastal conservation, marine plastic pollution, climate change, response to disasters like oil spills or cyclones etc.

A series of successive policy processes, including the 2015 call by African Union (AU) for the development of an African Regional Ocean Governance Strategy through the Cairo Declaration of the African Ministerial Conference on the Environment (AMCEN), the 2017 Libreville Declaration of AMCEN, and a baseline study on WIO Ocean Governance, led to the mandate for the development of WIO’s Regional Ocean Governance Strategy at the 2021 Conference of Parties to the Nairobi Convention (NC) (Decision CP.10/5). In response, the Nairobi Convention Secretariat convened a Support Team to help guide a participatory development of the WIO ROGS by working with representatives of the NC Contracting Parties, the AU, the WIO’s Regional Economic Communities (RECs), the Indian Ocean Commission, private sector and civil society actors in a Regional Ocean Governance Strategy Task Force.

To develop a region-wide Information Management Strategy considering voices from across the region and different sectors, a participatory and representative Multi-Stakeholder Working Group (MSWG) of 24 persons composed of Nairobi Convention Contracting Parties and relevant stakeholders (incl. NGOs, universities, research institutions) in the region was established. The members of the MSWG have taken responsibility for designing and driving the IMS process within their organisations and with the broader stakeholder system, incl. organising and convening thematic stakeholder consultations.

The collective approach to developing the strategy values multi-stakeholder dialogue as key for co-developing a strategy informed by diverse voices and owned by a broad and representative set of stakeholders. Strategic partnerships to support the co-development of the Western Indian Ocean IMS are with the Collective Leadership Institute (CLI) and the Leibniz Centre for Tropical Marine Research (ZMT). With workshops and webinars, CLI helped build multi-stakeholder dialogue and collaboration capacity among members of the MSWG to enhance the quality, viability, and ownership of the IMS. ZMT supported the IMS development process with technical expertise and experience in drafting the IMS document.