Artificial intelligence (AI) took the world by storm in 2023 when various rapidly-improving text-language models became publicly available. Since then, the human race has delved into the wacky, wild world of AI and faced some pressing questions: how do I trust the content I find online? Is my self-driving car plotting world domination? Will my toaster have a midlife crisis?
The U.S. Army Corps of Engineers Pittsburgh District also is facing some of these questions since todays world is watching bits and bytes come face-to-face with backhoes, bulldozers, and barges. Since other sectors like healthcare, finance, education, automobiles, disability services, astronomy, etcetera etcetera are already using AI, the question becomes where AIs future is in river navigation, flood damage reduction, emergency management, and other Corps of Engineers missions.
For the uninitiated, AI is a broad term that applies to a range of topics, but the part of AI most-commonly referenced is machine learning. ML feeds a software system massive amounts of training data to learn patterns and model those patterns in its decision-making.
AI generally has two categories: strong and weak. Strong AI is a machine capable of solving problems it has never been trained on, like a person can. Strong AI is what we see in movies think self-aware androids. This technology does not exist yet.
Weak AI operates within a limited context for limited purposes, such as self-driving cars, conversation bots, and text-to-image simulators. Weak AI is what we see in OpenAI tools like ChatGPT and Dall-E, and the results can be pretty good (as seen in this social media photo):
Disclaimer: no beaver ever gave engineering advice to the Corps of Engineers.
This photo was artificially generated. (U.S. Army Corps of Engineers courtesy photo)
but thats about all it can do.
Granted, AI is a natural progression of technology. What began with search engines is continuing through digital synthesis, and organizations like the U.S. Army Corps of Engineers Pittsburgh District are assessing how it can assuage the opportunities of AI to serve the public better while managing AIs detractors.
The Corps of Engineers, being a civil works agency, has had some involvement in technological innovations throughout its nearly 250-year history. While the corps was not responsible for the top-line scientific discoveries, it did build the K-25 plant for the Manhattan Project (which, in 1942, was the largest building ever constructed). It later provided construction and design assistance in the 1960s for NASA at the John F. Kennedy Space Center.
A historical photo of the K-25 gas diffusion plant in Oak Ridge, Tennessee, during World War II, which was constructed to assist in creating and concealing the atomic bomb. Camouflaged under the Manhattan District, this district was established in 1942 with no geographical boundaries to keep the project under wraps. Instead, the Manhattan District had three primary project sites: Oak Ridge, Tennessee; Hanford, Washington; and Los Alamos, New Mexico. (U.S. Army Corps of Engineers photo)
Coincidentally, the vehicle assembly building (VAB) at Cape Canaveral became the worlds then-largest building in the world when it was finished in 1966. This historical photo shows the construction of the VAB, which stood at 525 feet and covered almost eight acres once completed. The VAB remains the final assembly point for the shuttle orbiter, external fuel tank, and twin solid-rocket boosters prior to shuttle launches. (U.S. Army Corps of Engineers photo)
Source: https://www.usace.army.mil/About/History/Historical-Vignettes/Military-Construction-Combat/050-NASA/
However, this is not to say the corps is always at the forefront of modern technology. Much like the districts 23 locks and dams on the Allegheny, Monongahela, and Ohio rivers some of which have been around for more than a century tried-and-true methods that have withstood the test of time do not always necessitate immediately upgrading to the next model.
For instance, Allegheny River Lock 5 in Freeport, Pennsylvania, began operating in 1927 and installed an improved hydraulic system in 2023 to upgrade its resilience. Operators manage the hydraulic system with a touch screen.
James Burford, the lockmaster for Allegheny River locks 4-9, demonstrates how the old hydraulic system works at Allegheny River Lock 6 in Freeport, Pennsylvania, Sept. 18, 2023. The system used a singular hydraulic system and required manual operation to open the lock gates. (U.S. Army Corps of Engineers Pittsburgh District photo by Andrew Byrne)
The old system, shown here at Allegheny River Lock 6, involved a singular hydraulic system manually operated by levers positioned along the lock wall.
Fun fact: Lock 5 was listed on the National Register of Historic Places in 2000.
Theres a whole panel of valve indicators, and its just like turning a dial, said Anthony Self, a lock operator on the Allegheny River who has been with the district since 2015. Its controlling eight valves at a time to fill the chamber. We have much more precise control.
The next step is implementing remote lock operations. As part of the Lower Mon construction project on the Monongahela River, Charleroi Locks and Dam is assembling a control tower to consolidate the facilitys locking capabilities to a single touchpoint.
The district is not averse to other types of emergent technology, either. The districts geospatial office has been using drone technology since the time drones became publicly available, to map aerial footage of regional waterways, conduct inspections, monitor construction, digital surface modeling and more.
We can even document the spread of harmful algal blooms at reservoirs or fly in emergency response situations during floods, said Huan Tran, a member of the flight team in the geospatial office.
We often talk about being a world-class organization, so your technology must be on point. You cant be behind somebody elses capabilities, Kristen Scott, the chief of the geospatial section for the district.
Nevertheless, as AI opens its digital maw as the technological next step, the district has not jumped on the AI trainyet.
This is probably for the best emergent technology is, well, emergent, and the corps doing its job right can sometimes be the difference between life and death.
Take flood-damage reduction, for instance. Pittsburgh Districts 16 flood risk-management reservoirs have prevented more than $14 billion in flood damages in its 26,000-square-mile footprint since their construction nearly a century ago. Regardless of how intelligent AI becomes, the corps will never solely rely on it to make a decision impacting peoples safety.
Its a powerful tool, and its a good thing, but were not empowering automation to take over decision-making or executing plans, said Al Coglio, the districts chief of emergency management.
Coglios job is critical. He coordinates with FEMA to send teams and emergency generators to areas devastated by natural disasters and left without power.
We've gotten to the point now where we're saturated with data, and there's no real good way to use it, said Coglio. Back when I was growing up, if you wanted to learn something, you had to physically go to a library unless you were in a rich family and had encyclopedias. Now theres so much information readily available at our fingertips.
For Coglio, AI has the potential to be a powerful tool for not just the district, if implemented responsibly and can assist in the predicting, planning and prestaging phases of a natural disaster.
If you look at all the different types of disasters like flooding, tornadoes, historical weather, and historical emergencies resulting from weather, I think automated intelligence can give us a better focus area, said Coglio. Even for mapping floods in Pittsburgh, we have general ideas, but what does that do for the average citizen? Theyre concerned with if their house floods and automated intelligence can give them the specifics they need to know.
Despite the opportunities AI presents, some are skeptical about its place in the current cultural conversation.
I dont think most people saw the next big thing before it was the next big thing, said Lt. Col. Daniel Tabacchi, the districts deputy commander. Are we lionizing it? Are we overstating the impact or effect AI will have? Its hard to tell.
Then again, I havent used it for anything other to make my work easier, added Tabacchi.
Bubbles, the water safety robot, dreams of one day being the next big thing.
This photo was artificially generated. (U.S. Army Corps of Engineers courtesy photo)
And for others in the district, AIs advent does not change a thing about their day-to-day work. While any use of AI will always have human oversight, some areas that require boots-on-the-groundwork, such as lock operations, are not applicable.
Do I think artificial intelligence will ever replace lock operations? No, absolutely not, said John Dilla, the districts chief of the Locks and Dams Branch. It could enhance the data we use for operations and maintenance, but there are minute-to-minute understandings and decisions between lock operators and boat crews that a computer cant do. People are irreplaceable.
Bubbles, the water safety robot, always wears a life jacket when he is out on the waterways.
This photo was artificially generated. (U.S. Army Corps of Engineers courtesy photo)
In the future, the district has opportunities to use artificial intelligence as a tool to serve better the 5.5 million people in its region while capitalizing on advancing technology.
But does AI itself concur?
Well, we asked one. It said this:
AI, as a cutting-edge tool, has the potential to substantially augment the capabilities of the Corps of Engineers Pittsburgh District. Its data-driven decision-making, predictive modeling, and resource optimization can optimize infrastructure management, leading to improved public service and resilience in the face of challenges.
AI seems to agree, but maybe it just wants us to think it agrees.
View original post here:
From analog machines to machines learning: the Pittsburgh District's ... - lrp.usace.army.mil
- What Is Machine Learning? | How It Works, Techniques ... [Last Updated On: September 5th, 2019] [Originally Added On: September 5th, 2019]
- Start Here with Machine Learning [Last Updated On: September 22nd, 2019] [Originally Added On: September 22nd, 2019]
- What is Machine Learning? | Emerj [Last Updated On: October 1st, 2019] [Originally Added On: October 1st, 2019]
- Microsoft Azure Machine Learning Studio [Last Updated On: October 1st, 2019] [Originally Added On: October 1st, 2019]
- Machine Learning Basics | What Is Machine Learning? | Introduction To Machine Learning | Simplilearn [Last Updated On: October 1st, 2019] [Originally Added On: October 1st, 2019]
- What is Machine Learning? A definition - Expert System [Last Updated On: October 2nd, 2019] [Originally Added On: October 2nd, 2019]
- Machine Learning | Stanford Online [Last Updated On: October 2nd, 2019] [Originally Added On: October 2nd, 2019]
- How to Learn Machine Learning, The Self-Starter Way [Last Updated On: October 17th, 2019] [Originally Added On: October 17th, 2019]
- definition - What is machine learning? - Stack Overflow [Last Updated On: November 3rd, 2019] [Originally Added On: November 3rd, 2019]
- Artificial Intelligence vs. Machine Learning vs. Deep ... [Last Updated On: November 3rd, 2019] [Originally Added On: November 3rd, 2019]
- Machine Learning in R for beginners (article) - DataCamp [Last Updated On: November 3rd, 2019] [Originally Added On: November 3rd, 2019]
- Machine Learning | Udacity [Last Updated On: November 3rd, 2019] [Originally Added On: November 3rd, 2019]
- Machine Learning Artificial Intelligence | McAfee [Last Updated On: November 3rd, 2019] [Originally Added On: November 3rd, 2019]
- Machine Learning [Last Updated On: November 3rd, 2019] [Originally Added On: November 3rd, 2019]
- AI-based ML algorithms could increase detection of undiagnosed AF - Cardiac Rhythm News [Last Updated On: November 19th, 2019] [Originally Added On: November 19th, 2019]
- The Cerebras CS-1 computes deep learning AI problems by being bigger, bigger, and bigger than any other chip - TechCrunch [Last Updated On: November 19th, 2019] [Originally Added On: November 19th, 2019]
- Can the planet really afford the exorbitant power demands of machine learning? - The Guardian [Last Updated On: November 19th, 2019] [Originally Added On: November 19th, 2019]
- New InfiniteIO Platform Reduces Latency and Accelerates Performance for Machine Learning, AI and Analytics - Business Wire [Last Updated On: November 19th, 2019] [Originally Added On: November 19th, 2019]
- How to Use Machine Learning to Drive Real Value - eWeek [Last Updated On: November 19th, 2019] [Originally Added On: November 19th, 2019]
- Machine Learning As A Service Market to Soar from End-use Industries and Push Revenues in the 2025 - Downey Magazine [Last Updated On: November 26th, 2019] [Originally Added On: November 26th, 2019]
- Rad AI Raises $4M to Automate Repetitive Tasks for Radiologists Through Machine Learning - - HIT Consultant [Last Updated On: November 26th, 2019] [Originally Added On: November 26th, 2019]
- Machine Learning Improves Performance of the Advanced Light Source - Machine Design [Last Updated On: November 26th, 2019] [Originally Added On: November 26th, 2019]
- Synthetic Data: The Diamonds of Machine Learning - TDWI [Last Updated On: November 26th, 2019] [Originally Added On: November 26th, 2019]
- The transformation of healthcare with AI and machine learning - ITProPortal [Last Updated On: November 26th, 2019] [Originally Added On: November 26th, 2019]
- Workday talks machine learning and the future of human capital management - ZDNet [Last Updated On: November 26th, 2019] [Originally Added On: November 26th, 2019]
- Machine Learning with R, Third Edition - Free Sample Chapters - Neowin [Last Updated On: November 26th, 2019] [Originally Added On: November 26th, 2019]
- Verification In The Era Of Autonomous Driving, Artificial Intelligence And Machine Learning - SemiEngineering [Last Updated On: November 26th, 2019] [Originally Added On: November 26th, 2019]
- Podcast: How artificial intelligence, machine learning can help us realize the value of all that genetic data we're collecting - Genetic Literacy... [Last Updated On: November 28th, 2019] [Originally Added On: November 28th, 2019]
- The Real Reason Your School Avoids Machine Learning - The Tech Edvocate [Last Updated On: November 28th, 2019] [Originally Added On: November 28th, 2019]
- Siri, Tell Fido To Stop Barking: What's Machine Learning, And What's The Future Of It? - 90.5 WESA [Last Updated On: November 28th, 2019] [Originally Added On: November 28th, 2019]
- Microsoft reveals how it caught mutating Monero mining malware with machine learning - The Next Web [Last Updated On: November 28th, 2019] [Originally Added On: November 28th, 2019]
- The role of machine learning in IT service management - ITProPortal [Last Updated On: November 28th, 2019] [Originally Added On: November 28th, 2019]
- Global Director of Tech Exploration Discusses Artificial Intelligence and Machine Learning at Anheuser-Busch InBev - Seton Hall University News &... [Last Updated On: November 28th, 2019] [Originally Added On: November 28th, 2019]
- The 10 Hottest AI And Machine Learning Startups Of 2019 - CRN: The Biggest Tech News For Partners And The IT Channel [Last Updated On: November 28th, 2019] [Originally Added On: November 28th, 2019]
- Startup jobs of the week: Marketing Communications Specialist, Oracle Architect, Machine Learning Scientist - BetaKit [Last Updated On: November 30th, 2019] [Originally Added On: November 30th, 2019]
- Here's why machine learning is critical to success for banks of the future - Tech Wire Asia [Last Updated On: December 2nd, 2019] [Originally Added On: December 2nd, 2019]
- 3 questions to ask before investing in machine learning for pop health - Healthcare IT News [Last Updated On: December 8th, 2019] [Originally Added On: December 8th, 2019]
- Machine Learning Answers: If Caterpillar Stock Drops 10% A Week, Whats The Chance Itll Recoup Its Losses In A Month? - Forbes [Last Updated On: December 8th, 2019] [Originally Added On: December 8th, 2019]
- Measuring Employee Engagement with A.I. and Machine Learning - Dice Insights [Last Updated On: December 8th, 2019] [Originally Added On: December 8th, 2019]
- Amazon Wants to Teach You Machine Learning Through Music? - Dice Insights [Last Updated On: December 8th, 2019] [Originally Added On: December 8th, 2019]
- Machine Learning Answers: If Nvidia Stock Drops 10% A Week, Whats The Chance Itll Recoup Its Losses In A Month? - Forbes [Last Updated On: December 8th, 2019] [Originally Added On: December 8th, 2019]
- AI and machine learning platforms will start to challenge conventional thinking - CRN.in [Last Updated On: December 23rd, 2019] [Originally Added On: December 23rd, 2019]
- Machine Learning Answers: If Twitter Stock Drops 10% A Week, Whats The Chance Itll Recoup Its Losses In A Month? - Forbes [Last Updated On: December 23rd, 2019] [Originally Added On: December 23rd, 2019]
- Machine Learning Answers: If Seagate Stock Drops 10% A Week, Whats The Chance Itll Recoup Its Losses In A Month? - Forbes [Last Updated On: December 23rd, 2019] [Originally Added On: December 23rd, 2019]
- Machine Learning Answers: If BlackBerry Stock Drops 10% A Week, Whats The Chance Itll Recoup Its Losses In A Month? - Forbes [Last Updated On: December 23rd, 2019] [Originally Added On: December 23rd, 2019]
- Amazon Releases A New Tool To Improve Machine Learning Processes - Forbes [Last Updated On: December 23rd, 2019] [Originally Added On: December 23rd, 2019]
- Another free web course to gain machine-learning skills (thanks, Finland), NIST probes 'racist' face-recog and more - The Register [Last Updated On: December 23rd, 2019] [Originally Added On: December 23rd, 2019]
- Kubernetes and containers are the perfect fit for machine learning - JAXenter [Last Updated On: December 23rd, 2019] [Originally Added On: December 23rd, 2019]
- TinyML as a Service and machine learning at the edge - Ericsson [Last Updated On: December 23rd, 2019] [Originally Added On: December 23rd, 2019]
- AI and machine learning products - Cloud AI | Google Cloud [Last Updated On: December 23rd, 2019] [Originally Added On: December 23rd, 2019]
- Machine Learning | Blog | Microsoft Azure [Last Updated On: December 23rd, 2019] [Originally Added On: December 23rd, 2019]
- Machine Learning in 2019 Was About Balancing Privacy and Progress - ITPro Today [Last Updated On: December 25th, 2019] [Originally Added On: December 25th, 2019]
- CMSWire's Top 10 AI and Machine Learning Articles of 2019 - CMSWire [Last Updated On: December 25th, 2019] [Originally Added On: December 25th, 2019]
- Here's why digital marketing is as lucrative a career as data science and machine learning - Business Insider India [Last Updated On: January 13th, 2020] [Originally Added On: January 13th, 2020]
- Dell's Latitude 9510 shakes up corporate laptops with 5G, machine learning, and thin bezels - PCWorld [Last Updated On: January 13th, 2020] [Originally Added On: January 13th, 2020]
- Finally, a good use for AI: Machine-learning tool guesstimates how well your code will run on a CPU core - The Register [Last Updated On: January 13th, 2020] [Originally Added On: January 13th, 2020]
- Cloud as the enabler of AI's competitive advantage - Finextra [Last Updated On: January 13th, 2020] [Originally Added On: January 13th, 2020]
- Forget Machine Learning, Constraint Solvers are What the Enterprise Needs - - RTInsights [Last Updated On: January 13th, 2020] [Originally Added On: January 13th, 2020]
- Informed decisions through machine learning will keep it afloat & going - Sea News [Last Updated On: January 13th, 2020] [Originally Added On: January 13th, 2020]
- The Problem with Hiring Algorithms - Machine Learning Times - machine learning & data science news - The Predictive Analytics Times [Last Updated On: January 13th, 2020] [Originally Added On: January 13th, 2020]
- New Program Supports Machine Learning in the Chemical Sciences and Engineering - Newswise [Last Updated On: January 13th, 2020] [Originally Added On: January 13th, 2020]
- AI-System Flags the Under-Vaccinated in Israel - PrecisionVaccinations [Last Updated On: January 22nd, 2020] [Originally Added On: January 22nd, 2020]
- New Contest: Train All The Things - Hackaday [Last Updated On: January 22nd, 2020] [Originally Added On: January 22nd, 2020]
- AFTAs 2019: Best New Technology Introduced Over the Last 12 MonthsAI, Machine Learning and AnalyticsActiveViam - www.waterstechnology.com [Last Updated On: January 22nd, 2020] [Originally Added On: January 22nd, 2020]
- Educate Yourself on Machine Learning at this Las Vegas Event - Small Business Trends [Last Updated On: January 22nd, 2020] [Originally Added On: January 22nd, 2020]
- Seton Hall Announces New Courses in Text Mining and Machine Learning - Seton Hall University News & Events [Last Updated On: January 22nd, 2020] [Originally Added On: January 22nd, 2020]
- Looking at the most significant benefits of machine learning for software testing - The Burn-In [Last Updated On: January 22nd, 2020] [Originally Added On: January 22nd, 2020]
- Leveraging AI and Machine Learning to Advance Interoperability in Healthcare - - HIT Consultant [Last Updated On: January 22nd, 2020] [Originally Added On: January 22nd, 2020]
- Adventures With Artificial Intelligence and Machine Learning - Toolbox [Last Updated On: January 22nd, 2020] [Originally Added On: January 22nd, 2020]
- Five Reasons to Go to Machine Learning Week 2020 - Machine Learning Times - machine learning & data science news - The Predictive Analytics Times [Last Updated On: January 22nd, 2020] [Originally Added On: January 22nd, 2020]
- Uncover the Possibilities of AI and Machine Learning With This Bundle - Interesting Engineering [Last Updated On: January 22nd, 2020] [Originally Added On: January 22nd, 2020]
- Learning that Targets Millennial and Generation Z - HR Exchange Network [Last Updated On: January 23rd, 2020] [Originally Added On: January 23rd, 2020]
- Red Hat Survey Shows Hybrid Cloud, AI and Machine Learning are the Focus of Enterprises - Computer Business Review [Last Updated On: January 23rd, 2020] [Originally Added On: January 23rd, 2020]
- Vectorspace AI Datasets are Now Available to Power Machine Learning (ML) and Artificial Intelligence (AI) Systems in Collaboration with Elastic -... [Last Updated On: January 23rd, 2020] [Originally Added On: January 23rd, 2020]
- What is Machine Learning? | Types of Machine Learning ... [Last Updated On: January 23rd, 2020] [Originally Added On: January 23rd, 2020]
- How Machine Learning Will Lead to Better Maps - Popular Mechanics [Last Updated On: January 30th, 2020] [Originally Added On: January 30th, 2020]
- Jenkins Creator Launches Startup To Speed Software Testing with Machine Learning -- ADTmag - ADT Magazine [Last Updated On: January 30th, 2020] [Originally Added On: January 30th, 2020]
- An Open Source Alternative to AWS SageMaker - Datanami [Last Updated On: January 30th, 2020] [Originally Added On: January 30th, 2020]
- Machine Learning Could Aid Diagnosis of Barrett's Esophagus, Avoid Invasive Testing - Medical Bag [Last Updated On: January 30th, 2020] [Originally Added On: January 30th, 2020]
- OReilly and Formulatedby Unveil the Smart Cities & Mobility Ecosystems Conference - Yahoo Finance [Last Updated On: January 30th, 2020] [Originally Added On: January 30th, 2020]