Back to news

June 25, 2019 | International, Naval

Navy Refining How Data Analytics Could Predict Ship Maintenance Needs

By:

WASHINGTON, D.C. – Extending the lifespans of existing ships using data-driven maintenance efforts is the best strategy for achieving a 355- ship navy, said the Naval Sea Systems Command chief engineer.

The key to maintaining ships and enabling the Navy to extend their lifespans is data analytics, Rear Adm. Lorin Selby, the chief engineer and deputy commander of ship design, integration and naval engineering at NAVSEA, said Thursday at the American Society of Naval Engineers' annual Technology, Systems & Ship symposium.

“I have ships with a number of sensors on them, measuring things like reduction gears, showering components, turbines, generators, water jets, air conditioning plants, high packs, a number of components, and we're actually pulling data off those ships, in data acquisition systems,” Selby said.

At the Naval Surface Warfare Center Philadelphia Division, Selby's team is analyzing data gleaned from smaller ship component operations to determine how often such components need servicing, oil changes, filter changes, other maintenance actions and replacement. The process is called condition-based maintenance plus (CBM+), and Selby wants CBM to drive improvements in maintaining ships.

“That's one of the things we're doing to get after utilizing the technology we have today to operate the ships we have today more efficiently and more effectively,” Selby said.

The Navy has dabbled with CBM for years. A 2008 Department of Defense Conditions Based Maintenance Plus guidebook mentions NAVSEA efforts. However, two years ago at the ASNE TSS symposium, NAVSEA Commander Vice Adm. Tom Moore told USNI News that the Navy's use of CBM had perhaps gone too far and was disrupting the shipyards' ability to plan for large maintenance jobs properly.

During previous attempts at incorporating CBM, there was a thought that, if major efforts like refurbishing tanks were only done when needed, rather than on a predetermined timetable, the Navy could avoid spending time and money on work ahead of need. However, that also meant that shipyards wouldn't have a clear work package before a ship showed up at the pier, adding uncertainty and, ultimately, more time and cost into the maintenance availability.

This time around, Selby sees condition-based maintenance as a way to address smaller maintenance items in such a way that data analysis points a ship crew to components that are experiencing minor performance issues or otherwise showing signs they are about to fail before the failure actually occurs.

This summer, a pilot program using enterprise remote monitoring will occur on an Arleigh Burke-class destroyer, he said. Data collected will be sent for analysis, and operators will learn how to use the data to understand how their systems are performing and if maintenance or repairs are needed.

Selby wants to have a system of apps the Navy can use to collect data from ship components, analyze the data, share it with operators and schedule work. He wants to hold a competition for app developers to create apps the Navy will test for use in the fleet.

Describing his vision, Selby said, “the systems that will be monitoring, say the turbine; it will tell the operators when a work procedure has to be performed and it will also then tap into the work package side of the house and generate a work package that gets sent to the ship, to the work center, to do the work. And if there's a part involved, it will be able to pull a part from the supply system.”

Testing is occurring now, but Selby concedes there are some obstacles the Navy has to overcome before large-scale deployment. The Navy is struggling with how to transmit data securely, something Selby discussed during an earlier session at the symposium. The data also has to be secured.

“The performance of any given asset is something we want to hold close. So I think what you have to do is you have to architect this from kind of the get-go with that kind of security mindset in mind,” Selby said. “You can harvest that data and you could potentially discover vulnerabilities, so you have to protect that. That's part of my project: as I do this, we're bringing that security aspect into the program.”

Extending the lifespan of the Navy's current fleet is essential if the Navy is going to grow to 355-ships, Moore said during his keynote address after Selby spoke Thursday. The Navy, military planners at the Pentagon, the White House and lawmakers are all anxious to reach 355 ships as soon as possible because Moore said current forces are stretched too thin.

“We in the Navy, we don't have enough forces to go everywhere we need to go, and we have a pretty fragile mix of ships, so that when we miss an availability coming out on time, or we don't build something to the schedule they're supposed to build to, there are real-world consequences to that,” Moore said.

The true determining factor of whether a ship's lifespan can be extended, Moore said, is the platform's flexibility. The Arleigh Burke-class is the Navy's workhorse today because, during the past 30 years, the Navy has successfully updated its operating systems. Moving forward, Moore said extending the life of the ships in this class means back-fitting many of the older Flight I and Flight II with a scaled-back version of the AN/SPY-6(V) Air and Missile Defense Radar (AMDR) to keep these ships relevant to current and future mission needs.

“If you're willing to do the maintenance on the ships, from a hull and mechanical perspective, you absolutely can keep them longer,” Moore said. “The issue is really not can you keep them 50 years; the issue is can they maintain combat relevance. If they can maintain combat relevance, we know we can keep them longer.”

https://news.usni.org/2019/06/24/navy-refining-how-data-analytics-could-predict-ship-maintenance-needs

On the same subject

  • L3Harris Technologies Selected by US Air Force for Artificial Intelligence Contract

    February 15, 2020 | International, Aerospace, C4ISR

    L3Harris Technologies Selected by US Air Force for Artificial Intelligence Contract

    Melbourne, FLA. February 12, 2020 - The Air Force Life Cycle Management Center has awarded L3Harris Technologies (NYSE:LHX) a multimillion-dollar contract to develop a software platform that will make it easier for analysts to use artificial intelligence (AI) to identify objects in large data sets. This press release features multimedia. View the full release here: https://www.businesswire.com/news/home/20200212005069/en L3Harris Technologies will develop a software platform that will make it easier for analysts to use artificial intelligence (AI) to identify objects in large data sets. The U.S. military and intelligence community are inundated with massive amounts of data generated by remote sensing systems. Automated searches using algorithms that can identify pre-loaded images of objects makes pinpointing them easier. However, in order to train these algorithms, real images are often unavailable because they are either rare or do not exist. The L3Harris tool creates sample images used to train search algorithms to identify hard-to-find objects in the data, which will help make it easier for the military and intelligence community to adopt artificial intelligence. “L3Harris is a premier provider of modeling and simulation capabilities that provide risk reduction for our customers who rely on advanced geospatial systems and data,” said Ed Zoiss, President, Space and Airborne Systems, L3Harris. “Accelerating the use of AI will help automate analysis of large geospatial data sets so warfighters receive trusted data faster and more efficiently.” About L3Harris Technologies L3Harris Technologies is an agile global aerospace and defense technology innovator, delivering end-to-end solutions that meet customers' mission-critical needs. The company provides advanced defense and commercial technologies across air, land, sea, space and cyber domains. L3Harris has approximately $18 billion in annual revenue and 50,000 employees, with customers in 130 countries. L3Harris.com. Forward-Looking Statements This press release contains forward-looking statements that reflect management's current expectations, assumptions and estimates of future performance and economic conditions. Such statements are made in reliance upon the safe harbor provisions of Section 27A of the Securities Act of 1933 and Section 21E of the Securities Exchange Act of 1934. The company cautions investors that any forward-looking statements are subject to risks and uncertainties that may cause actual results and future trends to differ materially from those matters expressed in or implied by such forward-looking statements. Statements about the value or expected value of orders, contracts or programs and about system capabilities are forward-looking and involve risks and uncertainties. L3Harris disclaims any intention or obligation to update or revise any forward-looking statements, whether as a result of new information, future events, or otherwise. View source version on businesswire.com: https://www.businesswire.com/news/home/20200212005069/en/

  • Royal Australian Air Force benefits from Airbus SmartForce digital services

    February 1, 2021 | International, Aerospace

    Royal Australian Air Force benefits from Airbus SmartForce digital services

    Amberley (Australia), January 28, 2021 – Airbus has recently signed a contract to provide a digital services focus for the maintenance of the Air Refueling Boom System (ARBS) on the Royal Australian Air Force (RAAF) KC-30A Multi-Role Tanker Transport (A330 MRTT) fleet. Based on the Airbus suite of digital services SmartForce, this service is intended to support the operator in reducing maintenance costs and improving fleet availability by optimizing the fault diagnosis and troubleshooting tasks for the ARBS of the tanker aircraft, based on data analytics applications. The Central Data System plays a key role, allowing operators to draw on the flight data recorded by the Mission Recording System and provides information outputs about issues registered during the flight and recommended maintenance actions to fix them. Within the KC-30A Enterprise, the Central Data System is a joint development built upon a successful long-standing collaboration among Airbus, the Commonwealth of Australia (CoA) and the Australian KC-30A Through Life Support (TLS) provider Northrop Grumman Australia, in sharing data and defining the architecture of the system. Future proposed development of the capability will allow customers which apply this technology to their fleet to be able to extend the ARBS analytics to entire aircraft level diagnostics. Stephan Miegel, Head of Military Aircraft Services at Airbus Defence and Space, said:“Since the launch of SmartForce in 2018, Airbus is fully committed to support the digital initiatives of our customers. Working collaboratively with them, we have signed five agreements for the co-development of new services and technologies. We are proud to see that military operators are increasingly joining us on our digital journey.” Jake Adams, Northrop Grumman Australia KC-30A Program Manager, said: “The introduction of the Central Data System has provided significant benefits in terms of increased availability of the ARBS. The recent agreement between Airbus and Northrop Grumman Australia ensures that the RAAF continues to benefit from this capability as well as providing the opportunity for ongoing collaboration and sharing of data and analytics to enhance the ARBS capability.” Group Captain Scott Parry, Officer Commanding Heavy Air Lift Systems Program Office, commented: “The Central Data System delivers a significant capability benefit for the KC-30A aircraft and demonstrates the strong commitment within the KC-30A enterprise to innovation and improvement.” SmartForce is a suite of services enabling military operators to exploit aircraft data to improve troubleshooting, optimize maintenance effort, predict maintenance actions and plan smartly for material demand and improving the fleet availability. SmartForce capitalizes on the new power of big data analytics coupled to secured connectivity to maximize mission readiness. @AirbusDefence @AusAirForce #A330MRTT Your Contact Pablo Correa External Communications - Airbus Defence +34 6 89 66 96 02 Send an email Belinda Ng Communications - Airbus Asia-Pacific +65 9683 6361 Send an email View source version on Airbus: https://www.airbus.com/newsroom/press-releases/en/2021/01/royal-australian-air-force-benefits-from-airbus-smartforce-digital-services.html

  • B-21 Bomber Critical Design Review by End of Year

    June 26, 2018 | International, Aerospace

    B-21 Bomber Critical Design Review by End of Year

    JOHN A. TIRPAK The secret B-21 bomber will progress to a major milestone—critical design review—by the end of this year, Air Force Rapid Capabilities Office director Randall Walden said Monday. Walden also revealed that the B-21 is merely one of 28 programs being managed by the RCO, which he noted is funded at about $30 billion over the five-year future year defense plan. Walden, speaking at an AFA Mitchell Institute event in Arlington, Va., said the B-21 has already passed its preliminary design review, and noted that the release of drawings for the bomber is progressing well. As for critical design review, "we haven't done it, but we're on our way," and he predicted it would happen by the end of December. Major design work on the bomber is taking place at Northrop Grumman's Melbourne, Fla., facility. He acknowledged that subscale models of the aircraft have been tested in wind tunnels, but said no full-size version has yet been fabricated. "Component testing" is moving along at an "appropriate" speed, he said. "We're looking forward to ... an 'on-time' start of production," Walden said. Walden has spoken publicly about the RCO in a number of venues, but was more forthcoming than usual about the organization and its products at the Mitchell event. Of the 28 projects in the RCO's portfolio, 13 are "ACAT 1," he noted, meaning they are major defense acquisition programs, which usually means a major platform, like an aircraft, missile, or command and control system. While Walden would only identify the B-21 and X-37 orbital vehicle among those that the RCO is working on, he said the majority of the rest could best be characterized as "family of systems" projects. Interestingly, Walden said the RCO has not been called on to undertake any hypersonics programs. The Air Force is pursuing hypersonics projects with the Defense Advanced Research Projects Agency (DARPA), and the other services are conducting independent research in the field. Walden said the RCO has about 220 people, who are headquartered at JB Anacostia-Bolling, in Washington, D.C. Among them are experts from the line Air Force who are "embedded" with programs to offer operator advice on design and development. Four bomber pilots are attached to the RCO to advise on the B-21's development, he noted. The B-21 program manager—who Walden did not name—has had experience with management of the F-22 and F-35 programs, he said. The B-21 program has long been scheduled to produce a "usable asset" in the 2024 timeframe, according to comments offered by Air Force officials for the last three years. Rep. Rob Wittman (R-Va.), chair of the House Armed Services Seapower and Projection Forces panel, revealed in March that problems had arisen with airflow to the B-21's engines, and Walden said Monday that these had been resolved. "Complex weapon systems, especially engine integrations, ... you've got to get throat sizes done right, prior to anything being built" he said, referring to the serpentine tunnels by which air reaches the B-21's engines, which are buried in the fuselage. The RCO obtained "insight from actual lab testing" and found the optimal solution, he said. The RCO has been asked to help with the set-up of a dedicated "Space RCO" at the Space and Missile Systems Center at Los Angeles AFB, Calif., and Walden said he has recommended veterans of his own shop to run it, especially those who have worked on space systems, and they have been hired, he said. Walden resisted allowing his own people to be hired away for the new organization, he said. Walden was asked whether the RCO is working on a successor platform to the X-37, and although he did not reply directly, he did say that it is "no different from any other system, ... it starts to get old," and there begin to emerge problems with vanishing vendors and parts obsolescence. However, he forecast no "big change" in that program in the near future. The X-37 tends to fly two-year missions, and various agencies that use the data collected from it are very happy with its activities, he said. Walden told Air Force Magazine he is not experiencing trouble obtaining the workforce he requires, but he said he's aware that major vendors are experiencing difficulties hiring all the engineering and especially software talent needed to execute the Air Force's array of high-tech projects. He also reported that the RCO's experience with protests—wherein a contractor not selected for a program complains that the judging was not fair—is no worse, and probably somewhat better, than that experienced by the Air Force in its "white world," or non-secret programs. Commenting on the "culture" of the RCO, Walden said it is largely based on the Lockheed "Skunk Works" model of small teams with tightly defined objectives and a vastly shortened reporting chain. Where the RCO saves time and money is usually in the area of "deciding to do" something and not going into endless coordination efforts. The RCO can save two to three years on a project simply by having the authority to make decisions, Walden said, avoiding "the tyranny of consensus." It reports to an executive committee comprised of the Secretary and Chief of Staff of the Air Force, the service's acquisition executive, and the Pentagon's acquisition chief. It's not possible to rush the development of, say, an aircraft, he said, noting that basic design must be gotten right or problems are inevitable later on. It takes about three years at a minimum to develop a design, he said. Asked whether the RCO can provide a model to the overall acquisition system, Walden said it can be applied to a degree, but there is the risk that the organization could get too big. "There is a knee in the curve. I can't tell you" what it is, he said, but at a certain size, an RCO-like acquisition agency would no longer be able to do things rapidly. The value of something of constrained size, like the RCO, is to "make a decision, get on contract," Walden said. The mainstream acquisition system takes "an inordinate amount of time" on those two steps. An analysis of alternatives can take up to three years and "sometimes no one makes a decision," Walden said. Walden insisted the RCO is fully observant of the 5000-series of acquisition regulations, but makes a careful review of them on all its efforts and works to "avoid" the ones that don't really affect its programs. He also said the organization turns away many people who want to be involved in overseeing or getting briefed on RCO activities unless they are required under regulations. Even so, he said the RCO has a good relationship with Congress because it tries to be transparent with members, and even when it runs into problems, people on Capitol Hill "want to help." He added that the Pentagon's "risk-averse" acquisition process took many years to get that way and reversing that mindset to one of risk-taking and experimentation will not happen quickly. http://www.airforcemag.com/Features/Pages/2018/June%202018/B-21-Bomber-Critical-Design-Review-by-End-of-Year.aspx

All news