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The Sounds Of Coral Reefs | Earth Wise          

June 23, 2022 By EarthWise Leave a Comment

Using AI to analyze coral reef health

Coral reefs around the world face multiple threats from climate change, pollution, and other impacts of human activity.  Reef conservation and restoration projects must be able to monitor the health of reefs and that is not such a simple matter.  Surveying reefs generally is labor-intensive and time consuming.  But in a new study, scientists at the University of Exeter in the UK have found a new way to do it.

The fish and other creatures living on coral reefs produce a vast range of sounds.  The meaning of these various sounds is for the most part unknown, but reefs nonetheless have distinctive sonic signatures.

The Exeter researchers decided to make use of machine learning technology.  They trained a computer algorithm using multiple recordings of both healthy and degraded coral reefs.  This essentially taught the computer to learn the difference between them.  A computer can pick up patterns that are undetectable to the human year.  This application of artificial intelligence can tell us faster and more accurately how a reef is doing.

The computer was then used to analyze a set of new recordings, and successfully identified reef health 92% of the time.  The team then was able to use this technique to track the progress of reef restoration efforts.

It is generally much cheaper and easier to deploy an underwater hydrophone on a reef and leave it there instead of having expert divers make repeated visits to a reef to survey its status.  Sound recorders and artificial intelligence could be used around the world to monitor the health of coral reefs and determine whether efforts to protect and restore them are working.

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AI learns coral reef “song”

Photo, posted January 11, 2015, courtesy of Falco Ermert via Flickr.

Earth Wise is a production of WAMC Northeast Public Radio.

Electric Car Sales Surge | Earth Wise

March 24, 2022 By EarthWise 1 Comment

Electric car sales have surged despite falling overall auto sales

During the fourth quarter of 2021, overall auto sales in the US fell by 21.3% compared to the same quarter of 2020.  At the same time, sales of electric cars grew by 73%.  Is this the beginning of the end for the Gasoline Era, or was it a just an anomaly during the COVID pandemic?

The biggest factor for the big drop in car sales was probably on the supply side.  The ongoing chip shortage as well as other supply-chain problems made it difficult to find many desired vehicles.  Meanwhile, the soaring electric car sales in the US was mostly soaring Tesla sales.  According to Kelley Bluebook, 72% of all electric cars sold in the US in the fourth quarter were Teslas.  For a number of reasons related to its in-house software development and it unified computer architecture, the chip shortage has been far less of a problem for Tesla than for other car brands.  So, Tesla bucked the overall market decline because it actually had cars to sell.

So, once these supply-chain issues are resolved, will the car market return to “normal”?  That is actually unlikely.  Apart from the short-term issues, there are long-term factors that are changing the automobile market.

There is far more public attention on EVs these days.  Multiple commercials during the Superbowl demonstrated that.  All the carmakers are gearing up for an electric future as government policies push for it.   Electric vehicle sales are already booming in Europe.  Cars are fashion products and electric cars are the latest trend.  Electric car sales will continue to grow at an impressive pace this year.  According to many observers, the recent trend could be the beginning of an avalanche.

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US Electric Car Sales Surge As Overall Car Sales Slip — A Game-Changing Trend?

Photo, posted July 28, 2017, courtesy of Steve Jurvetson via Flickr.

Earth Wise is a production of WAMC Northeast Public Radio.

Bitcoin And Energy Use | Earth Wise

October 6, 2021 By EarthWise Leave a Comment

Cryptocurrencies consume astonishing amounts of electricity

In recent years we’ve heard more and more about cryptocurrencies.  They are digital currencies managed by a decentralized network of users.  No country, person, or other entity controls the value of a cryptocurrency.  Some people think that they will ultimately replace traditional currencies.

The eventual status of cryptocurrencies can be debated endlessly but there is one thing that is certain:  in the process of simply existing as they do today, cryptocurrencies like Bitcoin consume astonishing amounts of electricity.

Bitcoin, the most popular cryptocurrency, uses about half a percent of all the electricity consumed in the world.  The process of creating Bitcoin consumes over 90 terawatt-hours of electricity annually, which is more than the entire country of Finland with its 5.5 million people.  Where does all the energy go?

The answer is something called Bitcoin mining.  It is the process by which new Bitcoins are created.  It is something like playing a lottery.  Miners effectively have to guess an extremely long number called the “target hash” in order to be awarded Bitcoins.   There is no magic formula to finding the answer.  It isn’t really advanced math; it is brute force searching among trillions of possibilities.  Specialized computer equipment is designed to make as many guesses as possible as quickly as possible.  The faster the electronic circuits and the more of them there are, the better the chances are of beating out other miners to win the mining lottery.  As a result, the amount of power-hungry computing equipment dedicated across the globe to mining Bitcoins has mushroomed.

Whether it pays to be a Bitcoin miner is increasingly difficult, but those that are doing it are consuming extraordinary amounts of energy in the effort to make a few more digital bucks.

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Bitcoin Uses More Electricity Than Many Countries. How Is That Possible?

Photo, posted February 14, 2018, courtesy of Stock Catalog via Flickr.

Earth Wise is a production of WAMC Northeast Public Radio.

Weather-Responsive Traffic Signals

April 17, 2019 By EarthWise Leave a Comment

We all spend time sitting at red lights – sometimes it seems like a whole lot of time.  There is a fair amount of science applied in the design of traffic signals that at least has the aim of easing congestion and improving traffic safety.

Signals in modern cities are timed using optimization models that analyze multiple factors including traffic volume and speed with the goal of safely getting as many vehicles as possible through intersections.  It sure doesn’t seem that way in many places, but that is the intent in any case.

But a real problem with these models is that they assume normal conditions including weather conditions.  In places that experience real winter conditions, the assumptions of traffic models fail.  If the road surface is covered with snow and ice and visibility is poor, variables like speed and stopping distances become very different.

Researchers at the University of Waterloo in Canada collected data from real-world intersections and ran computer simulations to determine the effects of adjusting traffic signal behavior in bad weather (as well as in the presence of other conditions such as accidents or construction.)  They found that such adjustments could reduce traffic delays by as much as 20%.   

Cities with computerized signal systems are already equipped to remotely and inexpensively adjust the timing of traffic lights.  To gain the benefits of smarter signals, there would need to be video cameras and a certain amount of artificial intelligence software that would be able to automatically tweak the timing of lights in response to traffic changes caused by weather, accidents or construction. 

It sounds like a great idea.

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Weather-responsive intersections could ease traffic congestion

Photo, posted September 22, 2009, courtesy of Tristan Bowersox via Flickr.

Earth Wise is a production of WAMC Northeast Public Radio.

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