In Energy and Policy Considerations for Deep Learning in NLP, three UMass Amherst computer science researchers investigate the carbon budget of training machine learning models for natural language processing, and come back with the eyepopping headline figure of 78,468lbs to do a basic training-and-refinement operation.
Read the rest
The last place you expect to meet a creationist is at the annual American Geophysical Union conference. I don't know how I got so lucky.
Yesterday morning, I wandered through the posters presented at the event, with a thought to translating their scientific jargon into something interesting to read. Since my background is biological, I thought that discipline would be the obvious place to start—in particular, something about microbes doing interesting things under the surface of the Earth.
A title caught my eye. It was one of the first posters in the aisle, so prominent to the casual passerby:
A COMPARISON OF δ13C & pMC VALUES for TEN CRETACEOUS-JURASSIC DINOSAUR BONES from TEXAS to ALASKA USA, CHINA AND EUROPE WITH THAT OF COAL AND DIAMONDS PRESENTED IN THE 2003 AGU MEETING
Dinosaur bones and diamonds! My brain, attracted to both old and shiny objects, sent me in closer to investigate. As I was trying to interpret the densely-packed board of letters, numbers, and figures printed in incredibly tiny print, I was approached by a slight, elderly man in glasses. A name badge declaring him to be Hugh Miller, the first author on the poster.
He asked if I had any questions. I asked if he could just give me a quick summary of the work. He talked about performing mass spectrometry on samples of various dinosaur bones that produced age estimates ranging from 15,000 to 50,000 years. My spidey-sense tingled. I peered over his shoulder, searching for bullet points to figure out what was going on here. Read the rest
NASA scientists reported results from the Mars Curiosity roving science lab at the American Geophysical Union to a packed room of press chomping at the bit for a big story. It turns out Mars has gas. It burps methane "sporadically, and episodically," according to Curiosity co-investigator, Sushil Atreya. Read the rest
FOLLOW @RubenBolling on Twitter.
Further: JOIN Tom the Dancing Bug's proud and mighty INNER HIVE to support the comic and receive untold BENEFITS and PRIVILEGES! Read the rest
I spent Friday, Saturday, and Sunday in the Harvard Forest—the most-studied forest in the world. It's an interesting place, with a complicated history. Originally forest, it was clear-cut in the decades following European settlement. By 1830, less than 90% of this part of Massachusetts had any forest left. But that trend had already begun to reverse itself by 1850, spurred by urbanization and cheaper, more-efficient farming in the "West" (i.e., Ohio).
What is now the Harvard Forest was farmland for many years. Then it was used for tree plantations. Then it became forest again, studied first by Harvard University's forestry program in the early 20th century, and then by ecologists and other environmental scientists beginning in the 1980s. Today, these 3,500 acres are home to dozens of individual studies and long-term, interdisciplinary projects led by scientists from more than 15 universities and institutions.
This particular study, led by Dr. Jerry Melillo of the Marine Biological Laboratory, is studying the nitrogen and carbon cycles of forests, and how those cycles are affected by rising soil temperatures. They're trying to understand how climate change will affect the growth of wild plants, and how it will affect those plants' ability to absorb and store carbon dioxide. I'll get more in-depth on this study later. Right now, I thought that this site offered a really great view of what a research forest looks like—it's a chance to see detail-oriented science and wild nature interacting and overlapping. Read the rest
James Smith's entry to the Stockholm Green Hackathon was a Minecraft mod that adds carbon emissions to the game, which revolves around resource extraction and use:
When you burn some wood in a furnace, the mod calls out to AMEEconnect to do a calculation, and adds the result to a tracker in-game. As the carbon ticks up, the environment gets more and more polluted as the skies go dark and the clouds come down. OK, not entirely accurate, but an effective visual indicator!
Of course, it’s not just wood. Loads of things burn, and not just in furnaces. The hack supports combustion of almost anything in minecraft; wood, planks, coal, tree saplings, and so on. I even put in some calculations for setting fire to cows (as any Minecraft player knows, an effective way to quickly get cooked beef). Even the hostile mobs like creepers have their emissions mapped (mostly to generic biomass calculations). I also added redstone (like electricity) emissions using AMEE’s realtime UK national grid data.
Of course, there are also ways to remove carbon from the atmosphere. Plant a tree, and AMEEconnect will work out how much carbon was taken up by the tree growing and reduce the tracker by that amount. After a long day of mining and smelting, you’ll have to go plant a few trees to keep the weather nice.
Hacking Carbon Emissions into Minecraft
(via Waxy) Read the rest