10 juillet 2020 | International, Aérospatial, C4ISR

Air Force Expands AI-Based Predictive Maintenance

By on July 09, 2020 at 4:23 PM

WASHINGTON: The Air Force plans to expand its “predictive maintenance” using artificial intelligence (AI) and machine learning to another 12 weapon systems, says Lt. Gen. Warren Berry, deputy chief of staff for logistics, engineering and force protection.

“I continue to believe that predictive maintenance is a real game changer for us as an Air Force,” he told the Mitchell Institute today. “There's a lot of power in moving unscheduled maintenance into scheduled maintenance, and we're firmly convinced that it will improve our readiness and improve our combat capabilities by doing so.”

“We have long been a fly-to-fail force,” he explained, simply waiting for aircraft to quit working and then trying to fix them by moving parts to wherever the planes were grounded. But today's unpredictable and relatively slow approach to getting fighters and bombers back in the air simply won't be possible in future conflicts, as Russian and China seek to degrade US communications including via cyber attacks and attacks on US bases.

The service has made “logistics under attack” one of its key priorities as it shifts focus to deal with globalized peer conflict, asking for $3 billion in 2021 to fund various efforts.

Berry noted that the Air Force is “talking to” the Joint Artificial Intelligence Center (JAIC) about best practices and lessons learned as it pushes ahead with its two key predictive maintenance initiatives: “condition-based maintenance plus (CBM+) and “enhanced reliability centered maintenance (ERCM).

The service has been using CBM+, which involves monitoring platforms on three aircraft: the C-5, the KC-135 and the B-1. “They've been doing it for about 18 to 24 months now, and we're starting to get some real return on what it is that the CBM+ is offering us,” he said.

ERCM, he explained, “is really laying that artificial intelligence and machine learning on top of the information systems that we have, the maintenance information system data, that we have today, and understanding failure rates and understanding mission characteristics of the aircraft and how they fail,” he said. While he said he didn't have the list at his fingertips, Berry said the dozen weapon systems being integrated would come under the ERCM effort by the end of the year.

Berry said that there are a number of other changes to how the Air Force does logistics that will require future focus, especially the question of how best to preposition supplies in the European and Pacific theaters. He noted that the Pacific region presents particular problems because of the wide geographic dispersement of allies there.

“I think we need to fundamentally change how we think about prepositioning our assets,” he said. “And that really does require partners and allies, in not just prepositioning the material and equipment, but prepositioning capacity and capability — whether that's through operational contracting support or whether that's through things that are actually on the installation that we can take advantage of.”

“We're not going to be able to bring what we could bring in the past,” he added, “and so much of what we are going to use is probably going to have to be there.”

This is going to require new ways to partner with allies and friendly nations in those regions, he said, noting that the European Deterrence Initiative and the Pacific Deterrence Initiative might help. “But, we're gonna have to make those a little bit more foundational moving forward,” he said.

Finally, Berry stressed that improved command and control is going to be the base of all of the Air Force's efforts to establish “adaptive operations and agile combat employment” — concepts for operating in a distributed manner from a large number of small operating locations in a peer conflicts. As a 2019 study on “distributed operations” by RAND explains, “this type of distributed air operations in a contested environment represents a significant shift in the way the Air Force has operated since the end of the Cold War.”

Berry said that “Log C2” is related to Joint All Domain Command and Control (JADC2), another top Air Force priority as Breaking D readers are well aware.

“JADC2 is about having the decision advantage in multi- domain operations, and so in the log enterprise sustainment we want to have that same decision advantage in order to support multi-domain operations because sustainment and logistics follows operators,” he said. “And so we've got to be able to have the sense orient and respond posture ... to be able to support multi-domain operations in the way that the operators plan to employ.”

This involves moving to replace old IT systems with modern capabilities, including cloud storage and data fusion from multiple sensors — whether those be onboard an aircraft such as the F-35 or from a machine doing specific maintenance.

“That data really is the key to our awareness of what's happening in the environment, and what's happening in the broader enterprise, to include at home and the depots and the broader supply system,” he said.

https://breakingdefense.com/2020/07/air-force-expands-ai-based-predictive-maintenance/

Sur le même sujet

  • In developing robot warships, US Navy wants to avoid another littoral combat ship

    18 août 2020 | International, Naval

    In developing robot warships, US Navy wants to avoid another littoral combat ship

    By: David B. Larter WASHINGTON — As the U.S. Navy pushes forward with developing its large unmanned surface vessel, envisioned as a kind of external missile magazine that will tag along with larger manned surface combatants, a growing consensus is forming that the service needs to get its requirements and systems right before making a big investment. Congress has, for the second year in a row, slowed the development of the large unmanned surface vessel, or LUSV, in the 2020 National Defense Authorization Act. The language in this year's bill would essentially force the Navy to have a working prototype with all systems tested and fully integrated before using procurement dollars for the boats. In an exclusive July 16 interview with Defense News, Chief of Naval Operations Adm. Michael Gilday said that while the marks were frustrating, he agreed with Congress that requirements must be concrete right up front. “The approach has to be deliberate,” Gilday said. “We have to make sure that the systems that are on those unmanned systems with respect to the [hull, mechanical and electrical system], that they are designed to requirement, and perform to requirement. And most importantly, are those requirements sound? “I go back to: Do I really need a littoral combat ship to go 40 knots? That's going to drive the entire design of the ship, not just the engineering plant but how it's built. That becomes a critical factor. If you take your eye off the ball with respect to requirements, you can find yourself drifting. That has to be deliberate.” Gilday has called for the Navy to pursue a comprehensive “Unmanned Campaign Plan” that creates a path forward for developing and fielding unmanned systems in the air, on the sea and under the water. Right now, the effort exists in a number of different programs that may not all be pulling in the same direction, he said. “What I've found is that we didn't necessarily have the rigor that's required across a number of programs that would bring those together in a way that's driven toward objectives with milestones,” Gilday told Defense News. “If you took a look at [all the programs], where are there similarities and where are there differences? Where am I making progress in meeting conditions and meeting milestones that we can leverage in other experiments? “At what point do I reach a decision point where I drop a program and double down on a program that I can accelerate?” ‘A lot of risk' According to the Congressional Research Service, the Navy's approach is to adapt a commercial design and put a bare-bones crew onboard while the service figures out how to move toward a fully unmanned system. “The Navy wants LUSVs to be low-cost, high-endurance, reconfigurable ships based on commercial ship designs, with ample capacity for carrying various modular payloads — particularly anti-surface warfare (ASuW) and strike payloads, meaning principally anti-ship and land-attack missiles,” the report read. But some very basic questions still need to be answered about how a large unmanned, or lightly manned, surface vessel might work, said Matthew Collette, an associate professor of naval architecture and marine engineering at the University of Michigan. “One of the biggest challenges people are realizing now is the machinery systems and keeping the systems operational for six months [over a deployment],” Collette said. “If you think about a ship today, there are daily machinery rounds and constant preventative maintenance. The Navy has its casualty reporting system, and the commercial world has something very similar. And over six months, that's a lot of work that's not getting done on the autonomous ship. “And there are two approaches to this that I've seen: One is you design it essentially like a space craft where you really limit what you do with the ship to make it as robust as possible and really accept that today that means less capability. We're just not going to be able to throw all the bells and whistles on that kind of a ship today. And for the smaller size ships, that's a good approach. “But the other approach is to try and monitor it and put in a lot of redundancy and figure out how we get this system reimagined so it can do a six-month deployment. And I can't really assess where we are with that at this point, I just don't have enough insight to know if that's six months away. Is it six years? Is it never reachable?” It's unclear that adapting an existing design will get the Navy where it needs to be, in large part because the Navy is going somewhere radically different from what the commercial offshore oil and gas or ferry industry is going, Collette said. “It's important to note that where the commercial industry is going is different from where the Navy wants to go,” Collette said. “In the commercial marine industry, you have a licensed captain ashore who is able to teleport to the ship whenever it needs human intervention. And we're really talking about short runs, like inter-European runs of six hours, 12 hours, and working their way out from there. “The Navy has really asked for a much harder, much more difficult problem. And you could see how something like the [extra-large unmanned underwater vehicle] as a technology trail that works toward this direction, but jumping toward something like large unmanned surface vessel, is a big, big step with a lot of risk.” https://www.defensenews.com/naval/2020/08/17/in-developing-robot-warships-us-navy-wants-to-avoid-another-littoral-combat-ship/

  • Where the next iteration of the Army’s network capabilities is heading

    11 mai 2020 | International, C4ISR

    Where the next iteration of the Army’s network capabilities is heading

    Andrew Eversden The Army is finishing up a list of requirements for technologies it needs for the next round of its network modernization capabilities, known as Capability Set 23, one of the service's network leaders said May 6. The Army wants to have research and development contracts for prototypes signed no later than July, according to Maj. Gen. Peter Gallagher, director of the network cross-functional team for Army Futures Command. He added that the ongoing coronavirus pandemic has slowed the timeline. Capability set 23 is a follow-on effort to capability set 21, which is addressing current capability gaps in the Army's network with technology currently available, such as improved network transport capabilities. The service plans to deploy new network tools every two years starting in 2021 as part of a continuous network modernization plan. “We realized we weren't going to be multi-domain dominant with what we fielded in Cap Set '21,” said Gallagher, speaking May 6 at the C4ISRNET conference. For Capability Set '23, the service plans to take advantage of emerging technology, with developments from either commercial industry or internal researchers that are part of the Command, Control, Communications, Commuters, Cyber, Intelligence, Surveillance and Reconnaissance Center at Aberdeen Proving Ground. “The next steps for Cap Set '23 — it's about enhanced capacity in our network backbone,” said Gallagher. “High capacity, low latency communications that are not readily available today, but they're emerging in technology." The key piece for is medium-Earth and low-Earth orbit satellite constellations, which will provide the Army with significantly more bandwidth and reduced latency. “In some cases, it's kind of like having a fiber optic cable through a space-based satellite link,” Gallagher said. Gallagher added that Army plans to prototype the technology over the next year and added that around spring next year the Army plans to be working on the preliminary design review for Capability Set '23. Capability Set '23 will also expand on tools from Capability Set '21 to increase the resiliency of the Army's network. Gallagher said that the service is looking at advanced networking waveforms that can be effective in a contested environment. For Capability Set '23, the Army reviewed more than 140 white papers on capabilities and narrowed its selection to 12 papers that they thought would be ready for the second capability set iteration and will help “prototype and make some network design choices," Gallagher said. The Army then held a “shark tank” style event in March and is now “actively in discussions with vendors,” said Justine Ruggio, director of communications for the Network Cross Functional Team at Army Futures Command. Meanwhile, the Army is collecting feedback from soldiers on Capability Set '21 pilots and will procure those technologies this year. Initial delivery of the new capabilities to units is scheduled for second quarter of fiscal 2021, Gallagher said. https://www.c4isrnet.com/battlefield-tech/c2-comms/2020/05/07/where-the-next-iteration-of-the-armys-network-capabilities-is-heading/

  • US Army mulls multiple versions of tank-killing drone for infantry

    9 août 2023 | International, Terrestre, C4ISR

    US Army mulls multiple versions of tank-killing drone for infantry

    LASSO would be carried by troops, use a tube for launches and be strapped with a lethal payload, according to PEO Soldier.

Toutes les nouvelles