How can you use environmental modeling to restore marine biodiversity?

Take humans out of the equation and nature's algorithm will resolve its self. It is arrogant to believe numbers and models, other than for data, will change the ecosystem. We have spent decades polluting, over fishing and hyper sonaring the water columns. Best thing to do would leave it alone completely.

Marine ecosystems have been altered at high rates in a global context over the last decades as a consequence of escalating pressure from the cumulative impact of global, regional and local stressors, including climate change, biological invasions and direct human pressures such as overexploitation of marine resources and pollution. Therefore, you need to be specific on the exact problem you need address.

The trend data for Biodiversity status in any real time domain must be monitored by the basic principle of monitoring model with adjustment time frame of monitoring ( both frequency for periodic monitoring vs time frame of periodic monitoring , continuous monitoring based on vulnerability modeling . All continuous modeling may be incorporated Artificial intelligence to avoid " human fatigue vs comprising of valuable health friendly sleep during NIGHT SHIFT IN ALL 24/7 hours operational jobs even in Hospital emergency ward may be incorporated pilot able ROBOT health care professional at night shift globally facilitating sleep with an emergency alert to the content categories of professional automatically if needed to wake-up ).

Here are some models you can consider: 1. Single species models - models that focus on the dynamics of a single species, featuring interactions with other species and environmental drivers. 2.Biogeochemical and lower trophic level models- they describe the dynamic of lower trophic levels (phytoplankton and zooplankton) and their impact on bulk ecosystem properties in response to changes in physical and chemical conditions. 3. Distribution Models can combine species occurrences or abundance data with environmental variables (e.g temperature) to predict the distribution of species or potential habitat. When applied to multiple species, these models can be used to identify coexisting species.

You should probaly have a plan in running the model that you have settled on. You need to put in mind the uncertainties that may occur while running your model. Knowing the parameters that you are going to use is crucial to achieve your goals.

Different reviews of existing modelling approaches have been undertaken with context to assess the ecosystem status to inform decision-making However, as a result of an intense research, larger data availability, increasing understanding of marine ecosystems and their processes, and the development of computing technology, there has been an increase in the number and in the development of such modelling frameworks during the last years.