
3 ways AI can help communities adapt to climate change in Africa

Communities around the world are facing the effects of climate change — from devastating floods and wildfires to challenges around food security. As global leaders meet in Egypt for COP27, a key area of focus will be on how we can work together to address to climate change crisis and implement sustainable solutions. At Google, we’re investing in technologies that can help communities prepare for and respond to climate-related disasters and threats.
Natural disasters are increasing in frequency and intensity due to climate change. As part of our Crisis Response efforts, we're working to bring trusted information to people in critical moments to keep them safe and informed. To do so, we rely on the research and development of our AI-powered technologies and longstanding partnerships with frontline emergency workers and organizations. Here’s a look at some of our crisis response efforts and new ways we’re expanding these tools.
The new Google FloodHub at g.co/floodhub shows forecasts for riverine floods. Forecasts are now available in 18 additional countries: Brazil, Colombia, Sri Lanka, Burkina Faso, Cameroon, Chad, Democratic Republic of Congo, Ivory Coast, Ghana, Guinea, Malawi, Nigeria, Sierra Leone, Angola, South Sudan, Namibia, Liberia, South Africa.
Climate change poses a threat to our world's natural resources and food security. We’re working with governments, organizations and communities to provide information and technologies to help adapt to these changes.
AI already plays a critical role in addressing many urgent, climate-related challenges. It is important that we continue to invest in research and raise awareness about why we are doing this work. Google Arts and Culture has collaborated with artists on the Culture meets Climate collection so everyone can explore more perspectives on climate change. And at COP27 we hope to generate more awareness and engage in productive discussions about how to use AI, innovations, and shared data to help global communities address the changing climate.
In 2018 we began our flood forecasting initiative to help combat the catastrophic damage from floods each year by equipping those in harm’s way with accurate and detailed alerts. This work is a part of Google’s broader Crisis Response program which provides people access to trusted information and resources in critical moments. For over a decade, our Crisis Response team has been partnering with front line and emergency workers to develop technology and programs that help keep people safe, informed and out of harm’s way.
In the first three years, we expanded our program to cover much of India and Bangladesh, working in partnership with the Indian Central Water Commision and with the Bangladesh Water Development Board, covering an area with about 220 million people and sending out 40 million potentially life-saving alerts. And in 2021, our operational systems were further expanded to cover an area with over 360 million people. Thanks to better flood prediction technology, we sent out over 115 million alerts — that’s about triple the amount we previously sent out.
Coverage areas of our current operational flood forecasting systems. In these areas, we use our models to help government alerts reach the right people. In some areas we have also increased lead time and spatial accuracy.
We’re hyper-focused on making alerts more local, accessible, actionable and accurate — the more information we can offer about upcoming floods, the better, more timely decisions people can make. Most global flood alerts only provide information on how much a river will rise (e.g. 30 cm), which doesn’t always mean people can know what that would mean for them and their village. Our flood alerts display inundation maps, which show the extent and depth of flooding right on top of Google Maps, so people can visualize this critical information more easily. Our new manifold inundation model and advances across all models allow us to scale up significantly and provide this information to many more people (and we’ll share more about this technology in the near future).
We recently launched the Google Flood Hub to make this flood data even more hyper-local. It allows you to zoom into our inundation maps where you can find information about the same flood, and focus on highly specific areas, such as a village. The Flood Hub provides the same depth and flood extent information in a more visual format that helps people to understand the current and forecasted flood situation in their area instantly. This site will be our primary resource for local, visual forecast information moving forward.
The Google Flood Hub user interface on a mobile device
We’ve also partnered with multiple local aid organizations such as Federation of Red Cross and Red Crescent Societies, Indian Red Cross Society (IRCS), Bangladesh Red Crescent Society (BDRCS) and Yuganter to help get the alerts out even to people without smartphones or internet access. We worked closely with the organizations’ local teams who traveled between villages to train locals. The training included deeper explanations on how to read the Google alerts and flood maps, as well as how to act and notify others once an alert is issued.
Our flood forecasting system is now live in all of India and Bangladesh, and we are working to expand these life-saving alerts to countries in South Asia and South America. And eventually, we want them to be available everywhere.
For several years, the Google Flood Forecasting Initiative has been working with governments to develop systems that predict when and where flooding will occur—and keep people safe and informed.
Much of this work is centered on India, where floods are a serious risk for hundreds of millions of people. Today, we’re providing an update on how we’re expanding and improving these efforts, as well as a new partnership we’ve formed with the International Federation of the Red Cross and Red Crescent Societies.
In recent months, we’ve been expanding our forecasting models and services in partnership with the Indian Central Water Commission. In June, just in time for the monsoon season, we reached an important milestone: our systems now extend to the whole of India, with Google technology being used to improve the targeting of every alert the government sends. This means we can help better protect more than 200 million people across more than 250,000 square kilometers—more than 20 times our coverage last year. To date, we’ve sent out around 30 million notifications to people in flood-affected areas.
In addition to expanding in India, we’ve partnered with the Bangladesh Water Development Board to bring our warnings and services to Bangladesh, which experiences more flooding than any other country in the world. We currently cover more than 40 million people in Bangladesh, and we’re working to extend this to the whole country.
Coverage areas of our current operational flood forecasting systems. In these areas we use our models to help government alerts reach the right people. In some areas we have also increased lead time and spatial accuracy.
In collaboration with Yale, we’ve been visiting flood-affected areas and doing research to better understand what information people need, how they use it to protect themselves, and what we can do to make that information more accessible. One survey we conducted found that 65 percent of people who receive flood warnings before the flooding begins take action to protect themselves or their assets (such as evacuating or moving their belongings). But we’ve also found there’s a lot more we could be doing to help—including getting alerts to people faster, and providing additional information about the severity of floods.
Checking how our flood warnings match conditions on the ground. This photo was taken during a field survey in Bihar during monsoon 2019.
This year, we’ve launched a new forecasting model that will allow us to double the lead time of many of our alerts—providing more notice to governments and giving tens of millions of people an extra day or so to prepare.
We’re providing people with information about flood depth: when and how much flood waters are likely to rise. And in areas where we can produce depth maps throughout the floodplain, we’re sharing information about depth in the user’s village or area.
We’ve also overhauled the way our alerts look and function to make sure they’re useful and accessible for everyone. We now provide the information in different formats, so that people can both read their alerts and see them presented visually; we’ve added support for Hindi, Bengali and seven other local languages; we’ve made the alert more localized and accurate; and we now allow for easy changes to language or location.
Alerts for flood forecasting
In addition to improving our alerts, Google.org has started a collaboration with the International Federation of Red Cross and Red Crescent Societies. This partnership aims to build local networks that can get disaster alert information to people who wouldn’t otherwise receive smartphone alerts directly.
Of course, for all the progress we’ve made with alert technology, there are still a lot of challenges to overcome. With the flood season still in full swing in India and Bangladesh, COVID-19 has delayed critical infrastructure work, added to the immense pressure on first responders and medical authorities, and disrupted the in-person networks that many people still rely on for advance notice when a flood is on the way.
There’s much more work ahead to strengthen the systems that so many vulnerable people rely on—and expand them to reach more people in flood-affected areas. Along with our partners around the world, we will continue developing, maintaining and improving technologies and digital tools to help protect communities and save lives.
Ten years ago, I was inside the Google office in Haifa, Israel when the devastating Carmel Mountain fire started blazing not far from us. The team started searching the web to learn more. And while we did find some details confirming what we already knew—a large fire was taking place outside of our door—we experienced a potentially life-impacting information gap.
This kick-started our journey to build features in Google Search and other products that connect people with high-quality information during crises. A few hours after I took the photo below, we quickly launched a small feature in Search that made it easier for people to find the emergency hotline for the Carmel Mountain fire. Since then, we’ve continued to evolve and expand off this initial launch into the SOS alerts we launched in 2017.
Carmel Mountain Fire - Photo from Google Office in Haifa, Israel
Today we’re launching a new wildfire boundary map in Search and Maps SOS alerts in the U.S. to provide deeper insights for areas impacted by an ongoing wildfire. In moments like a growing wildfire, knowing exactly where a blaze is underway and how to avoid it is critical. Using satellite data to create a wildfire boundary map, people will now see the approximate size and location right on their phone or desktop.
When people look for things like “wildfire in California” or a specific fire like “Kincade fire” in Search, they will be able to see a wildfire’s approximate boundary of the fire, name and location, as well as news articles and helpful resources from local emergency agencies in the SOS alert.
On Google Maps, people will have access to the same details, including the fire boundary, and receive warnings if they’re approaching an active blaze. If someone is exploring an area near a wildfire on Google Maps, they’ll get an ambient alert that will point them to the latest information.
Image series showing smoke from the recent Apple Fire in California, captured by GOES-17 satellite.
From there, we create a digital polygon—the red boundary shown on the map in Search and Google Maps—that represents the approximate wildfire impact area. If multiple large fires are active in the same region, people may see several polygons. You can learn more about how we gather, analyze and visualize wildfire data from satellites on our Medium blog.
Using data from NOAA's GOES satellites and Google Earth Engine, we create a digital polygon to represent the approximate wildfire impact area on Search and Google Maps.
This year the National Interagency Fire Center has predicted above normal fire risks for several areas across the U.S. Already, firefighters have confronted large blazes across Northern and Southern California, as well as the Grizzly Creek Fire in Colorado, which led to evacuations and burned thousands of acres. In these situations, having high-quality information at your fingertips matters.
For example, in the recent Apple, Pine Gulch, and Grizzly fires, we quickly identified that the wildfires were rapidly expanding, and dry conditions exacerbated the fire, putting thousands of people at risk. We were able to launch our SOS alerts, with the latest boundary map, on Search and Google Maps.
Last year, we piloted this feature in Search for major California wildfires to confirm it was a useful tool for first responders, emergency management personnel and the community. We collaborated with organizations, like the California Governor's Office of Emergency Services (Cal OES) and Boulder’s Office of Emergency Management, to gather expert recommendations on wildfire preparedness and response. Their feedback throughout our 2019 pilot helped identify what information is most useful during emergency situations.
Google has been involved in crisis response for many years, starting with the Carmel Mountain Fire in Israel in 2010. Since then, we've initiated Public and SOS alerts for hundreds of thousands of crises around the world. From wildfire mapping, to earthquake detection and alerts to flood forecasting, we continue to find new ways for technology to be helpful at the most critical times.
Think about how much you read on your phone every day: catching up on the news, scanning a new blog, finally reading the article that everyone is talking about. This may require reading a lot of text, which can be a barrier for people with visual or reading difficulties, or who simply need a little help getting through meatier articles.
With Google Assistant, your browser can now read web articles out loud. Whenever a web article is displayed on your browser in your Android phone, you can say, “Hey Google, read it” or “Hey Google, read this page” it will immediately read aloud the content of the web page. To help you follow along, your browser will automatically scroll the page and highlight words as they're read aloud. You can also alter the reading speed and choose from multiple voices. Speaking of which, the web pages are read aloud in expressive and natural voices, aiming to use the same intonation and rhythm that you'd use if you were reading it aloud yourself.
If the original content isn’t in your native language, Google Assistant can trigger your browser to read aloud in 42 languages. You can use the translation menu to select the desired language, and all pages will be automatically translated and read out in that language.
Websites don't need to do anything special to enable this functionality. Webmasters that prefer not to use this feature can use the nopagereadaloud tag. If you’re a developer, you can add the ability for Google Assistant to read aloud content in your mobile app using Actions on Google.
With this new experience, we hope to remove language barriers and help a wide variety of people access information from the web more easily.