Citizen science data visualization platform

During nature watch campaigns, citizen scientists are invited to observe and record wildlife timely, which not only strengthens the connection between citizens and nature but also serves as a promising species distribution data source. Species record data collected by citizen scientists via online questionnaire automatically flows into the visualization platform database (after data cleaning and manually periodically check) and turns into intuitive and attractive visualized charts and maps (two types: spatial, spatial and temporal) via Power BI. The platform, with both web and mobile version, provides real-time feedback to citizen scientists’ nature watch efforts, boosting their sense of accomplishment and motivating their future participation in nature watch activities. Moreover, since the platform integrates multiple nature watch campaigns with links to web articles about specific analysis of each campaign, it offers a broad range of biodiversity knowledge and enables “virtual nature watch” for citizens to get to know wildlife in other regions.

 

A brief timeline of the platform:

  • Jan-Feb 2021: form team, analyze analysis, make blueprint
  • Mar-Jun 2021: develop database and platform
  • Jul-Aug 2021: trial test
  • Sept 2021: go live and promotion
    • A well-designed data-collection questionnaire and automatic data cleaning mechanism to ensure data quality and a manually periodically check (normally once a season) to ensure data reality.
    • Visualization methods selection and aesthetic design with the engagement of citizen scientists.
    • PowerBI technology.
    • Citizen scientist WeChat community operation and maintenance.
    • As a public outreach product, it would never be too much for polishing contents and aesthetic design to make the platform user-friendly and attractive.
    • Engaging users in the planning stage and collecting their thoughts is very helpful for identifying user needs.
    • Questionnaires are needed to be well-designed and citizen scientists are needed to be well-trained before recording data. Otherwise, it’s easy to cause data loss.
    Camera trap data management system

    To accelerate camera trap data workflows, an online data management system along with app-based tools and AI image recognition is being developed supported by technical partners, which consists of:

    • Community-based camera trap monitoring assistant app: the app allows local monitors to automatically record the time and GPS location of camera trap setup/pickup, saving the cumbersome process of collecting data from local monitors and manual data entry. (blueprint: Jun 2019, development: Oct 2019-Feb 2020, trial and use: Mar-Oct 2020)
    • AI image recognition models: AI models help detect animals and identify species in camera trap photos, which greatly reduce the number of photos that need human identification and enhance data processing efficiency.
      • A series of AI models has been trained and/or tested with technical partners, including PU & PKU ResNet18 model (2018), MegaDetector (test only, 2020), MindSpore YOLOv3 model (2021).
    • Online data management platform: camera trap information collected via the app along with photos are upload to a structured cloud database. The data management platform not only supports species identification via AI and human, but also enables global data search and statistics reports. (blueprint: Apr-Aug 2021, development: Sept 2021-Jun 2022, trial and use: Jul 2022)
    • A systematic review of the current camera trap data workflow and translating into technical system development needs
    • Open-source and good-performing camera trap image AI recognition models
    • Cloud resources for AI computing, data storage, etc.
    • Rounds of trial use and feedback to fix bugs and improve the usability of the system
    • Rome was not built in a day. Due to time and resource constraints, we have to divide the system into different modules and develop modules step by step. We believe that each module itself can enhance one or more steps in our workflow and have benefited from modules before they are incorporated into the full system. Yet it is important to have a big-picture perspective in the beginning and make long-term plans for the final system integration.  
    • A system cannot be perfect from the start. When the app first came out and put into use in one community, it did not work as we expected and local monitors reported various types of bugs. We collected and analyzed the feedbacks to improve the UI-design and functionality of the app.
    Training and Capacity Building

    Training of staff is important to ensure the effective implementation and long-term success of the solution. Prioritise training during the designing and deployment phase, as well as after the deployment to ensure continued use of the solution.

    • Technical officers or champions to drive the training and use on the ground improve the chance of success. 
    • Use the organisational reporting tools to track user engagement and usage to pinpoint when and if they are not using the applications as planned. Identify why there may be a problem, and work with them to overcome the problem.
    • Language barriers can be an issue and forms need to be simple for effective data collection.
    • Training should not be seen as a once-off exercise but rather a continuous process.
    • Staff turnover is a reality and organisations need to ensure continuity by always having more than one senior staff member trained on the various workflows and administration of ArcGIS Online.
    • Implementation partners can make training and long-term support of the solution more manageable.
    Restor Platform

    Thanks to the Restor.eco platform, we analyze the restoration potential of our reserve, monitoring changes over time with satellite images and geospatial data, thus knowing the local biodiversity and its characteristics, current and potential soil carbon, as well as other variables such as patterns of land cover, soil acidity, or annual precipitation, using machine learning, artificial intelligence, and scientific units of measure.

    • Access to spatial information.
    • Updated scientific data and resources.
    • Increases the impact, scale, and sustainability of restoration efforts.
    • Restor is accelerating the global restoration movement by connecting everyone, everywhere to local restoration.
    • Restor connects people to scientific data, supply chains, funding, and each other to increase the impact, scale, and sustainability of restoration efforts.
    • Is not just about trees or forests, but also about grasslands, wetlands, coastal habitats and all the other places that support life on Earth.
    Mobile Apps

    The use of mobile Apps such as eBird, iNaturalist, Merlin Bird ID, provocated a positive impact for us on monitoring ecosystem and biodiversity.

    • Community engagement and environmental education.
    • Support of international organizations such as Cornell Lab of Ornithology and Environment for the Americas.

    Local knowledge and local communities are very important for monitoring process and ecosystem conservation/restoration.

    Population Monitoring

    Agency-lead mark-recapture sessions were conducted to assess population status. Population status (i.e., whether the population is stable, increasing, or decreasing) is an important biological indicator of project success. If fish numbers are decreasing, adaptive management strategies can be enacted and try to reverse trends. Conversely, if they are increasing the success can be replicated at other sites.

    Mark-recapture sessions are lead by the Nevada Department of Wildlife with assistance from the US Fish and Wildlife Servive, Springs Preserve and Southern Nevada Water Authority staff. Such cooperation leads to better communication and continued project support. 

    Following a fall mark-recapture session in October of the first year of the project, live fish were collected with a layer of fungus growing over their bodies. A USFWS fish pathology laboratory concluded that “immunosuppressed mature fish were succumbing to opportunistic aquatic bacteria and fungi.”  Pathologists speculated that the pathogens were the result of two confounding stressors: (1) environmental – a 7°C degree drop in water temperature (i.e., from 22°C to 15°C between the 1st and 2nd capture sessions); and (2) anthropogenic – trapping, handling, and marking during a mark-recapture survey. Consequently, the timing of mark-recapture surveys was moved from fall to late summer and the issue has not reoccurred since.

    Coordination Platform for Sustainable Pasture Management

    A Pasture Coordination Platform was organized in Armenia as a horizontal management network among relevant stakeholders on national and sub-national level. Each party is represented by a spokesperson, who coordinates the functions of the party within the Platform and ensures information flow. A secretariat ensures the operation of the Platform. The rationale for creation of the Platform was the need to promote effective cooperation, exchange of information, as well as coordination of activities among the projects implemented in Armenia, focusing on sustainable management of natural fodder areas.

     

    Since 2018 the Platform has evolved and now more than 10 organizations, institutions, projects and public administration bodies are involved in the Platform’s activities, aiming to ensure viability of programs and investments in the area of animal farming, increase economic opportunities of communities and support income growth of rural residents in Armenia. Key objectives of the Coordination Platform are:

     

    • Coordination, exchange of information exchange and experience, identification of potential cooperation areas
    • Implementation of joint projects, activities
    • Advocating and supporting development of relevant state policy and legislation promoting sustainable use and management of natural fodder areas

     

    • The platform has a clear aim: "to improve the situation/ livelihood of the rural population which depends on natural fodder areas while sustainably using and conserving these natural ecosystems”.  

    • The need for coordination, cooperation and exchange was felt by parties both from government as well as non-government organizations. 

    • A memorandum was officially signed to establish the platform. 

    • All members have clearly distinguished functions. 

    • Active participation of the community stakeholders in decision making and coordination of the local projects was crucial. Placing the local working groups in charge of the local implementation not only generated a high level of ownership of the project and ensured the engagement of the community.  

    • The coordination with other development organizations on the local scale was a key factor. The harmonization of these different local interventions resulted in a comprehensive, positive change for the communities. Each intervention was complimented by the others and would not have achieved the same results as an isolated activity. 

    • Based on the memorandum of understanding, the common interest and need of all stakeholders in the platform to cooperate increased their commitment and ensured the continuity of the process. 

    • Multi stakeholder advisory bodies face high risks from unforeseen changes in governmental institutions or even within their own parties. The meticulous documentation of agreements and activities has proven to be an important measure for dealing with this risk.  

    GIS and Remote Sensing for mapping pasture areas

    Maintaining pastures as a natural resource is easily to been done by the application of GIS and remote sensing tools to develop accurate classification maps, e.g. pastures, hay meadows, grassland. The combination of digital data and spatial technology enables detailed and useful monitoring of aboveground green vegetation biomass and grassland composition. Besides, resources and attributes can be monitored for knowledge management and long-term decision planning.  

    • Mapping of pasture/ grassland ecosystem services and understanding of its contribution to human well-being  

    • Facilitate regular monitoring at the management level 

    • Short-term study of the positive and negative effects on pasture or grassland areas 

    • Existence of relevant legal bases and close involvement of relevant bodies in the planning process 

    • All factors that may affect pastures should be identified as spatial data 

    • Mapping and monitoring changes in grassland vegetation cover is essential to understand grasslands dynamics 

    • Reliable monitoring of changes in vegetation cover in grasslands is crucial for accurate and sustainable land management 

    • Gathering more field/ ground truthing data was one of the important notes 

    • It is vital to test and demonstrate different geospatial analyses to showcase what measures have the most impact on which erosion/degredadion situations and foster understanding for the solutions. 

    Educating the public

    The park has established a complete geological site monitoring system, updating interpretation board more than 1200 panels, using easy-to-understand language and illustrated way to explain the typical geological site.We also take annual Earth Day, Environment Day and China Geopark Science Popularization Week as opportunities to hold  theme science popularization education activities in the park, such as issuing leaflets, accepting public consultation, giving lectures on geological environmental for primary and secondary school students, and organizing science popularization tours. The idea is to increase awareness among people, which is very important for the public to understand geological sites.

    As the public does not have a deep understanding of the high quality geological relic resources in this region, the park needs to strengthen the popularization of science and has the obligation to popularize to the public what geological relic is, what kind of tourism value and scientific value it has, so that the public can better understand our Mother Earth, love and protect the Earth.

    To educate the public, we should educate our staff first. For staff, training has boraden their range of knowledge and also increased their passion for work. By doing so, the dedicated staff will provide vivid explanation during the guide tour. The tourists will not only learn the natural landscape but also enjoy the interactive and enthusiastic tours. 

     

    Training staff in monitoring skills

    The geological monitoring system provides a training platform to advance the technical ability of the staff.Through the operation of the monitoring system and the combination of on-site monitoring points, the staff has learned the monitoring technology of geological relics and its standard system, and has further deepened the understanding and recognition of the development law, geological background and evolution process of geological relics.

    In the past, the only monitoring work the monitoring staff could do was systematic operation because of lack of professional knowledge. We not only upgraded the monitoring systems but also provided training workshops to our staff, covering topic range from law to scientific management. The workshops have enhanced their monitoring skills. With solid knowledge, the staff have also provided high quality guide to the visitors.

    The original system installed did not consider the possibility of upgrading the facilities. We found malfunctions after we tried to incorporate high-tech such as cloud platform.After increasing investment to upgrade the system, stable and reliable video monitoring and early warning system could be implemented for each point  of geological remains. Through safe, scientific and effective management, by implementing all-weather, omni-directional 24 hours for live monitoring and early warning and personnel record, we have achieved the goal of strengthening on-site supervision and safety management; have improved the quality of service, have made our management work more standardized, scientific, accurate, intelligent, and informative, which provides a strong guarantee for the safety of tourists.