Quiet Planet

The COVID-19 outbreak and the resulting social distancing recommendations and related restrictions have led to numerous short-term changes in economic and social activity around the world, all of which may have impacts on our environment. Your challenge is to use space-based data to document the local to global environmental changes caused by COVID-19 and the associated societal responses.

Project Aristaeus

Summary

In the UK, and globally, bees are facing many perils, including habitat loss, climate change, toxic pesticides, and disease. The interaction between these makes an uncertain future for both bees and other pollinators. Project Aristaeus aims to raise awareness of the endangered bee populations, which struggle to survive. Project Aristaeus is also a useful tool to quickly compare and evaluate the changes in environmental factors which could lead to species extinction.

How We Addressed This Challenge

OUR CHALLENGE 

https://aristeaus.herokuapp.com/static/poster.png

The COVID-19 outbreak has affected people across 185 countries, and the effects have reached unbelievable levels, beyond the spread of the disease itself and efforts to quarantine it. However, as people have been confined to their homes, and the major industrial areas have reduced their production rates, wildlife has discovered a Quiet Planet, with less human disturbance, traffic and polluting fumes. In the UK, the councils of Flintshire, Lincolnshire, Newcastle, Norfolk, and Somerset are redistributing the resources to pandemic-related activities, leaving the roadside verges uncut. This has not only stimulated wildflowers bloom, but also changed the declining trend in the wild bee population.

For British bees, there is still hope as a first step could be taken by some authorities from Devon, which have already accepted that the verge mowing operation should be done later and less frequently. But what about the other endangered species?

Through our project, we would like to show that even the slightest change in societal habits could improve the life of organisms on Earth. We are living in near-unprecedented times and we believe the minimal impact of human factors on the environment is a great opportunity to learn better about our ecosystem.

How We Developed This Project

OUR IMPACT

Nowadays, things are changing quickly, and NASA has demonstrated to us that the sky is no more the limit. However, for other organisms, Earth is the only home, and their lives rely on how humans manage to keep the fragile natural equilibrium intact. Bees represent just a tiny percent of the whole endangered species all around the world, each one providing important ecosystem services. ⅓ of the global food is pollination dependent and nearly 80% of the insect crop pollination is done by honey bees. Therefore, protecting them, we will be able to support the food chain worldwide, responding to the Sustainable Development Goal (SDG) 2: ZERO HUNGER.

As bees are great indicators of how healthy, or otherwise, our environment is, Project Aristaeus also tackles other sustainable development goals proposed by the United Nations. Specifically, it offers insights into SDG 15: THE LIFE ON EARTH and SDG 13: CLIMATE ACTION.

We have come up with an automated information portal, in which climatic data, specifically the daytime temperature, is correlated with land use, ground ozone and nitrogen dioxide concentrations, and both normalized difference and enhanced vegetation indexes. This portal is accessible publicly but is targeted towards local government agencies and environmental associations. For now, this addresses the UK only but we plan on scaling the initiative worldwide.

OUR HIVE 

HIVE approached this project by first, dividing the workload up into specified roles that suited the members of our team. We decided that the split would consist of a software team, a data analysis team and an engagement team. Each team consisted of a pair of HIVE members who would aid each other in fulfilling their designated tasks. We found splitting into pairs like this enabled us to hold each other accountable and remain productive in this remote working environment.

NASA RESOURCES 

For Project Aristaeus, we utilised measurements taken from NASA's Aura and Terra missions. The data collected from the Terra mission utilised the MODIS instrument which provided us with measurements of NDVI, EVI and land surface temperature (LST). Meanwhile, the Aura mission, utilising the OMI instrument, provided us with measurements of concentrations for ozone and nitrogen dioxide gas in the troposphere. 

All datasets were retrieved from NASA's Earthdata Search.

Environmental factors

As part of NASA’s Space Apps COVID-19 Challenge, our team decided to document how healthy bee environments changed due to the lockdown policy that was implemented in the UK and Ireland on the 23rd of March 2020.

The environmental factors which we used to define a healthy environment for bees to thrive in consist of the following:

  1. Normalized Difference Vegetation Index (NDVI): Using near-infrared and red light satellite measurements, the NDVI is a metric between -1 and +1 which quantifies the amount of vegetation present on the land. An NDVI value of -1 indicates that an area is most likely a body of water, while an NDVI value of +1 indicates the presence of dense forest.
  2. Enhanced Vegetation Index (EVI): The EVI is very similar to the NDVI but takes values between 0 and +1, where +1 indicates a high probability of dense vegetation. The EVI is more sensitive than the NDVI when it comes to changes in areas having high biomass values, and can correct for canopy background signals.
  3. Land Surface Temperature (LST): This is the radiative skin temperature of the land surface.
  4. Concentration of Ozone Gas (O3): A measure of the amount of ozone gas present in the troposphere.
  5. Concentration of Nitrogen Dioxide Gas (NO2): A measure of the amount of nitrogen dioxide gas present in the troposphere.

All datasets are then combined to form a single map for each month outlining the optimal geographical locations for bees to prosper. This is achieved by presenting a novel approach: the Healthy Bee Environment Criteria.

As can be viewed below, a map of the UK and Ireland has been divided into small regional units. Each of these regional units is associated with a value for each of the environmental factors that have been listed above. If all of a region’s values lie within the threshold imposed by HIVE, that region will be given a correspondingly high score and is coloured a bright shade of yellow. Conversely, if a region happens to not meet any or only a few of the criteria imposed, that region will be given a correspondingly low score and is coloured blue. Specifically, we are looking into the changes which occur in the councils of Flintshire, Lincolnshire, Newcastle, Norfolk, and Somerset. 

Example image for our Healthy Bee Environment map for the month of April: https://aristeaus.herokuapp.com/static/apr1.png

Results are neatly presented on our website with a slider to visualize the monthly differences.

Healthy Bee Environment Criteria

  1. NDVI (0.4 - 1.0): This variable is used as a coarse-grain metric of the amount of food available to various colonies of bees in the local area. Bee populations thrive in dense forestry hence making this variable highly influential. If NDVI values in a region lie between 0.4 and 1.0, that region will subsequently gain +1 to their score.
  2. EVI (0.3 - 1.0): This variable is used as a coarse-grain metric of the amount of food available to various colonies of bees in the local area. Bee populations thrive in dense forestry hence making this variable highly influential. If EVI values in a region lie between 0.3 and 1.0, that region will subsequently gain +0.9 to their score.
  3. Temperature (15-30 degrees celsius): Bee populations tend to sleep in colder months rendering bee abundance lower over the Winter. The lowest temperature recorded in a month is said to be negatively correlated with bee abundance. If the average temperature for the month lies between 15 and 30 degrees celsius, that region will subsequently gain +0.75 to their score.
  4. Concentration of Ozone: Studies have shown (see Resources) that high concentrations of ozone (O3) gas can interfere with the volatile organics compounds emitted by flora. This can hinder bees not only in finding food but also in spreading pollen throughout the environment, this effectively reduces the number of flowers that will bloom in the future. The data collected for O3 gas ranged between 230 and 500 Dobson units. In order to reward areas moderately with lower O3 concentrations in the UK and Ireland, if a region’s O3 concentrations were lower than 345 Dobson units, that region will subsequently gain +0.60 to their score. Due to the research on how this environmental factor affects bee populations being relatively new, we decided to moderate the reward given.
  5. Concentration of Nitrogen Dioxide: Studies have shown (see Resources) that high concentrations of Nitrogen Dioxide (NO2) gas can interfere with the volatile organics compounds emitted by flora. This can hinder bees not only in finding food but also in spreading pollen throughout the environment, this effectively reduces the number of flowers that will bloom in the future. The data collected for NO2 ranged between ~ 1.05e15 - 9.78e15 molecules per cm^2. In order to reward areas moderately with lower NO2 concentrations in the UK and Ireland, if a region’s NO2 concentrations were lower than 3.5e15 molecules per cm^2, that region will subsequently gain +0.50 to their score. Due to the research on how this environmental factor affects bee populations being relatively new, we decided to moderate the reward given.

PROJECT ACHIEVEMENTS AND ISSUES 

We were able to find very interesting data and to visualize it effectively (e.g. using earthpy) combining data from different geographical locations. Using a slider on the website the reader can clearly see how the vegetation indices have increased across most of the UK since the beginning of the pandemic, for example. We have built the website which uses space-based data to monitor where geographically bee populations can thrive in the UK. 

None of us had any experience in dealing with satellite-based data prior to this challenge and, therefore, one of the main problems we encountered was using & opening hdf and he5 files downloaded from the Earthdata search to analyze the desired data. 

BUILT WITH

  • Data analysis was conducted using Python 3, Jupyter Notebooks and MATLAB.
  • The website was developed using a flask server and bootstrap for the front-end.

Many thanks various Space Apps volunteers and mentors for helping us with our several questions and problems. These people include Eva_Ambassador and Chiara Chiesa.

FUTURE PLAN

We intend to scale the initiative worldwide as it is also relevant to other countries that confront a decline trend in wild bee population. We would also like to create another section which can allow beekeepers to pinpoint the location of their hives and share the information regarding the weight of the hive- a great indicator of bee health. Our desire is to create a community and even to cooperate with other websites specialized in beekeeping to improve the accuracy of our estimations.

Above all bee websites, we hope to communicate with Urban Bees’ project, called Hive Talking. 

Using their program which finds out where the beekeepers are located, we can notice them where and when the changes in healthy bee environmental conditions occur.

TRY IT OUT

Twitter: @HIVE_aristaeus

Website: https://aristeaus.herokuapp.com/

Walkthrough: https://youtu.be/cGja5Xa75QA

Tags
#bees #savethebees #sustainable #pollinators #gardens #lovenature #mythology #EO #QuietPlanet #vegetation #hive #tobeeornottobee #environment #covid-19
Global Judging
This project was submitted for consideration during the Space Apps Global Judging process.