Showing posts with label pandemic. Show all posts
Showing posts with label pandemic. Show all posts

Wednesday, April 15, 2020

A Pandemic-Altered Future


I have continued refining my simulations to account for the progress of the COVID-19 pandemic and the potential futures that might result from it. The strong correlation of carbon emissions and total consumption suggested that atmospheric carbon dioxide concentration could be used to estimate total consumption; I would then project total consumption along with the ratio of needs to remaining resources based on population projections made from pandemic global death statistics and my simulation (Green Prime) of population without the pandemic.

A curve fit of carbon dioxide concentration and total consumption automatically factored in the effects of natural contributors and the cumulative aspect of consumption and extracted the resulting consumption, as shown below.


I updated projections using weekly mean concentration and the average difference between Green Prime population and total deaths from COVID-19. The current projections are shown below.


Despite the apparent convergence of deaths toward a maximum beginning in May, the projected population (“R Projected”) suggested a much different situation. This was perhaps due to an excess of deaths by people who couldn’t be treated for life-threatening conditions other than the virus, or it was due to underlying growth in the virus-related deaths, or both, but it convinced me to continue allowing the possibility of greater growth in deaths as shown in today’s population projections below.


Projecting global variables into the future based on current data shows that the virus would result in one year less of survival for our species, as shown below.


Reducing per-capita consumption (ecological footprint) would still extend our remaining time, although temperature would continue to rise. The following graph shows one such scenario: a 2% annual drop until just needs are being met.

Another option is to freeze consumption at peak happiness and life expectancy as shown below. This would result in temperature exceeded the 2-degree Celsius threshold earlier, which would likely force a decrease in population.









Tuesday, March 31, 2020

Bridging the Future


Shortly after discovering that constant capacity (total ecological resources) provided a better fit to historical data by my Timelines model than my baseline simulation (“Green”) that decreased it, the COVID-19 pandemic threatened to significantly change the world’s population-consumption trajectory on its own. 

The model has two main purposes: to help people judge how to live their values and understand the effects of doing so; and to identify ways to avoid humanity’s extinction. Simple curve-fits to world deaths from the pandemic suggested that, left unchecked, it could result in extinction by August of next year. I knew enough biology to dismiss that as highly unlikely, but it would almost certainly result in a population peak, and close to the time that my new simulation (Green’) was indicating.

  
ABOVE: Projections of population for simulation Green’ and with projected COVID-19 deaths (as of March 31, 2020). Unchecked deaths would result in extinction, a population of zero, by day 560 (August 3, 2021).

If the new population reached its peak on schedule around September 1, 2020, and then synchronized with the Green’ population projection, the net deaths would be the difference between the values of the two peaks. The virus would essentially wipe out the gain in population since mid-2019 that appears at the resolution of weeks instead of years.


ABOVE: Global variables projected for simulation Green’ at mid-year 2000-2050.

If the average population and per-capita consumption stay at the 2019 values from 2020-2021 (to crudely account for reduced activity as well as population), the model projects that extinction will occur one year earlier than otherwise, as shown below.


Looking ahead toward how to achieve the primary goal of avoiding extinction, the prescription remains the same as before: reduce per-capita consumption as soon as possible while maintaining constant population. A 2% annual reduction from 2021-2062 would keep the global temperature anomaly below the catastrophic level until 2100, as shown below.



Doubling the decrease in per-capita consumption until only basic needs are met, as shown below, adds another 50 years to the time when the maximum temperature is reached.


Note that these projections reflect my personal valuing of human life. Letting population decrease instead would keep per-capita consumption at an arbitrarily higher level, even though the economy would likely drop more (because it depends strongly on the number of transactions, which varies with the square of population).