Turbines at this wind farm north of Limon, Colorado, collect and transmit massive amounts of data.
Big data and artificial intelligence are producing ultra-accurate forecasts that will make it feasible to integrate much more renewable energy into the grid.
Ultra-accurate forecasting of wind and solar power.
Dealing with the intermittency of renewable energy will be crucial for its expansion.
Wind power is booming on the open plains of eastern Colorado. Travel seven miles north of the town of Limon on Highway 71 and then head east on County Road 3p, a swath of dusty gravel running alongside new power lines: within minutes youll be surrounded by towering wind turbines in rows stretching for miles. Three large wind farms have been built in the area since 2011. A new one is going up this year.
Every few seconds, almost every one of the hundreds of turbines records the wind speed and its own power output. Every five minutes they dispatch data to high-performance computers 100 miles away at the National Center for Atmospheric Research (NCAR) in Boulder. There artificial-intelligence-based software crunches the numbers, along with data from weather satellites, weather stations, and other wind farms in the state. The result: wind power forecasts of unprecedented accuracy that are making it possible for Colorado to use far more renewable energy, at lower cost, than utilities ever thought possible.
The amount of wind power has more than doubled since 2009.
The forecasts are helping power companies deal with one of the biggest challenges of wind power: its intermittency. Using small amounts of wind power is no problem for utilities. They are accustomed to dealing with variabilityafter all, demand for electricity changes from season to season, even from minute to minute. However, a utility that wants to use a lot of wind power needs backup power to protect against a sudden loss of wind. These backup plants, which typically burn fossil fuels, are expensive and dirty. But with more accurate forecasts, utilities can cut the amount of power that needs to be held in reserve, minimizing their role.
Before the forecasts were developed, Xcel Energy, which supplies much of Colorados power, ran ads opposing a proposal that it use renewable sources for a modest 10 percent of its power. It mailed flyers to its customers claiming that such a mandate would increase electricity costs by as much as $1.5 billion over 20 years.
But thanks in large part to the improved forecasts, Xcel, one of the countrys largest utilities, has made an about-face.
See the rest here:
- Classic reasoning systems like Loom and PowerLoom vs. more modern systems based on probalistic networks [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Using Amazon's cloud service for computationally expensive calculations [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Software environments for working on AI projects [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- New version of my NLP toolkit [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Semantic Web: through the back door with HTML and CSS [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Java FastTag part of speech tagger is now released under the LGPL [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Defining AI and Knowledge Engineering [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Great Overview of Knowledge Representation [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Something like Google page rank for semantic web URIs [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- My experiences writing AI software for vehicle control in games and virtual reality systems [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- The URL for this blog has changed [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- I have a new page on Knowledge Management [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- N-GRAM analysis using Ruby [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Good video: Knowledge Representation and the Semantic Web [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Using the PowerLoom reasoning system with JRuby [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Machines Like Us [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- RapidMiner machine learning, data mining, and visualization tool [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- texai.org [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- NLTK: The Natural Language Toolkit [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- My OpenCalais Ruby client library [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Ruby API for accessing Freebase/Metaweb structured data [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Protégé OWL Ontology Editor [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- New version of Numenta software is available [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Very nice: Elsevier IJCAI AI Journal articles now available for free as PDFs [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Verison 2.0 of OpenCyc is available [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- What’s Your Biggest Question about Artificial Intelligence? [Article] [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Minimax Search [Knowledge] [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Decision Tree [Knowledge] [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- More AI Content & Format Preference Poll [Article] [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- New Planners Solve Rescue Missions [News] [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Neural Network Learns to Bluff at Poker [News] [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Pushing the Limits of Game AI Technology [News] [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Mining Data for the Netflix Prize [News] [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Interview with Peter Denning on the Principles of Computing [News] [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Decision Making for Medical Support [News] [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Neural Network Creates Music CD [News] [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- jKilavuz - a guide in the polygon soup [News] [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Artificial General Intelligence: Now Is the Time [News] [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Apply AI 2007 Roundtable Report [News] [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- What Would You do With 80 Cores? [News] [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Software Finds Learning Language Child's Play [News] [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Artificial Intelligence in Games [Article] [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Artificial Intelligence Resources [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Alan Turing: Mathematical Biologist? [Last Updated On: April 25th, 2012] [Originally Added On: April 25th, 2012]
- BBC Horizon: The Hunt for AI ( Artificial Intelligence ) - Video [Last Updated On: April 30th, 2012] [Originally Added On: April 30th, 2012]
- Can computers have true artificial intelligence" Masonic handshake" 3rd-April-2012 - Video [Last Updated On: April 30th, 2012] [Originally Added On: April 30th, 2012]
- Kevin B. Korb - Interview - Artificial Intelligence and the Singularity p3 - Video [Last Updated On: April 30th, 2012] [Originally Added On: April 30th, 2012]
- Artificial Intelligence - 6 Month Anniversary - Video [Last Updated On: April 30th, 2012] [Originally Added On: April 30th, 2012]
- Science Breakthroughs [Last Updated On: April 30th, 2012] [Originally Added On: April 30th, 2012]
- Hitman: Blood Money - Part 49 - Stupid Artificial Intelligence! - Video [Last Updated On: April 30th, 2012] [Originally Added On: April 30th, 2012]
- Research Members Turned Off By HAARP Artificial Intelligence - Video [Last Updated On: April 30th, 2012] [Originally Added On: April 30th, 2012]
- Artificial Intelligence Lecture No. 5 - Video [Last Updated On: April 30th, 2012] [Originally Added On: April 30th, 2012]
- The Artificial Intelligence Laboratory, 2012 - Video [Last Updated On: April 30th, 2012] [Originally Added On: April 30th, 2012]
- Charlie Rose - Artificial Intelligence - Video [Last Updated On: April 30th, 2012] [Originally Added On: April 30th, 2012]
- Expert on artificial intelligence to speak at EPIIC Nights dinner [Last Updated On: May 4th, 2012] [Originally Added On: May 4th, 2012]
- Filipino software engineers complete and best thousands on Stanford’s Artificial Intelligence Course [Last Updated On: May 4th, 2012] [Originally Added On: May 4th, 2012]
- Vodafone xone™ Hackathon Challenges Developers and Entrepreneurs to Build a New Generation of Artificial Intelligence ... [Last Updated On: May 4th, 2012] [Originally Added On: May 4th, 2012]
- Rocket Fuel Packages Up CPG Booster [Last Updated On: May 4th, 2012] [Originally Added On: May 4th, 2012]
- 2 Filipinos finishes among top in Stanford’s Artificial Intelligence course [Last Updated On: May 5th, 2012] [Originally Added On: May 5th, 2012]
- Why Your Brain Isn't A Computer [Last Updated On: May 5th, 2012] [Originally Added On: May 5th, 2012]
- 2 Pinoy software engineers complete Stanford's AI course [Last Updated On: May 7th, 2012] [Originally Added On: May 7th, 2012]
- Percipio Media, LLC Proudly Accepts Partnership With MIT's Prestigious Computer Science And Artificial Intelligence ... [Last Updated On: May 10th, 2012] [Originally Added On: May 10th, 2012]
- Google Driverless Car Ok'd by Nevada [Last Updated On: May 10th, 2012] [Originally Added On: May 10th, 2012]
- Moving Beyond the Marketing Funnel: Rocket Fuel and Forrester Research Announce Free Webinar [Last Updated On: May 10th, 2012] [Originally Added On: May 10th, 2012]
- Rocket Fuel Wins 2012 San Francisco Business Times Tech & Innovation Award [Last Updated On: May 13th, 2012] [Originally Added On: May 13th, 2012]
- Internet Week 2012: Rocket Fuel to Speak at OMMA RTB [Last Updated On: May 16th, 2012] [Originally Added On: May 16th, 2012]
- How to Get the Most Out of Your Facebook Ads -- Rocket Fuel's VP of Products, Eshwar Belani, to Lead MarketingProfs ... [Last Updated On: May 16th, 2012] [Originally Added On: May 16th, 2012]
- The Digital Disruptor To Banking Has Just Gone International [Last Updated On: May 16th, 2012] [Originally Added On: May 16th, 2012]
- Moving Beyond the Marketing Funnel: Rocket Fuel Announce Free Webinar Featuring an Independent Research Firm [Last Updated On: May 23rd, 2012] [Originally Added On: May 23rd, 2012]
- MASA Showcases Latest Version of MASA SWORD for Homeland Security Markets [Last Updated On: May 23rd, 2012] [Originally Added On: May 23rd, 2012]
- Bluesky Launches Drones for Aerial Surveying [Last Updated On: May 23rd, 2012] [Originally Added On: May 23rd, 2012]
- Artificial Intelligence: What happened to the hunt for thinking machines? [Last Updated On: May 25th, 2012] [Originally Added On: May 25th, 2012]
- Bubble Robots Move Using Lasers [VIDEO] [Last Updated On: May 25th, 2012] [Originally Added On: May 25th, 2012]
- UHV assistant professors receive $10,000 summer research grants [Last Updated On: May 27th, 2012] [Originally Added On: May 27th, 2012]
- Artificial intelligence: science fiction or simply science? [Last Updated On: May 28th, 2012] [Originally Added On: May 28th, 2012]
- Exetel taps artificial intelligence [Last Updated On: May 29th, 2012] [Originally Added On: May 29th, 2012]
- Software offers brain on the rain [Last Updated On: May 29th, 2012] [Originally Added On: May 29th, 2012]
- New Dean of Science has high hopes for his faculty [Last Updated On: May 30th, 2012] [Originally Added On: May 30th, 2012]
- Cognitive Code Announces "Silvia For Android" App [Last Updated On: May 31st, 2012] [Originally Added On: May 31st, 2012]
- A Rat is Smarter Than Google [Last Updated On: June 5th, 2012] [Originally Added On: June 5th, 2012]