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July 14, 2020 | International, Aerospace

Air Force to Add 12 Weapons Systems for AI/ML-Informed Predictive Maintenance This Year

The U.S. Air Force is to add a dozen weapons systems to its Enhanced Reliability Centered Maintenance (ERCM) model that employs artificial intelligence/machine learning (AI/ML) for predictive maintenance.

Those systems are the Boeing [BA] F-15 fighter, B-52 bomber, RC-135 reconnaissance plane, C-17 transport, and A-10 Thunderbolt II close air support aircraft, the Lockheed Martin [LMT] AC/MC-130 gunships, F-16 fighter, and HH-60 helicopter, the Bell [TXT] and Boeing CV-22 tiltrotor, the Northrop Grumman [NOC] RQ-4 Global Hawk and the General Atomics‘ MQ-9 Reaper.

“We have a couple of different initiatives under what we would call the umbrella of predictive maintenance,” Air Force Lt. Gen. Warren Berry, the service's deputy chief of staff for logistics, engineering and force protection, said during a July 9 Mitchell Institute for Aerospace Studies' Aerospace Nation virtual discussion. “One is Condition Based Maintenance Plus [CBM+]. We have three weapons systems in there right now: 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. The other element is called Enhanced Reliability Centered Maintenance [ERCM], which is really laying that artificial intelligence and machine learning on top of the maintenance information system data that we have today and understanding failure rates and understanding mission characteristics of the aircraft and how they fail, and then laying that into the algorithms that then tell us when parts are likely to fail based on failure rates and the algorithms we plug in.”

“We're in the process of adding another 12 weapons systems under the ERCM umbrella this calendar year,” Berry said. Defense Daily has asked Air Force Materiel Command (AFMC) for the names of the 12 systems.

AI/ML is to assume a significant role in predictive maintenance for the 11 combatant commands (COCOMs).

In April last year, the Pentagon said that the new Joint Artificial Intelligence Center (JAIC) had delivered its first product, a predictive Engine Health Model (EHM) maintenance tool for Sikorsky [LMT] Black Hawk helicopters, to U.S. Special Operations Command's 160th Special Operations Regiment (SOAR) for use with SOAR's MH-60 helicopters.

JAIC said that its Joint Logistics Mission Initiative (MI), one of six JAIC AI projects, is working “to develop a repeatable, end-to-end AI ecosystem” to bring EHM to scale across the Black Hawk fleet.

EHM, developed in partnership with Carnegie Mellon University, “predicts the probability of an engine hot start so decision-makers can consider next steps,” including replacing the engine or holding it back for training missions instead of deployments in high-risk missions, Army Col. Kenneth Kliethermes, JAIC's Joint Logistics MI lead, said in a recent JAIC blog post.

Another JAIC mission initiative, the Joint Warfighting MI, “is working with several COCOMs to build, test, and expand its Smart Sensor, a video processing AI prototype that rides on unmanned aerial vehicles and is trained to identify threats and immediately transmit the video of those threats back to manned computer stations for real-time analysis,” according to the JAIC blog post.

Army Col. Bradley Boyd, the lead for the Joint Warfighting MI, said that the Smart Sensor could lead to “a dramatic reduction in the amount of data that has to be pushed back for a human to cull through.”

“Instead of staring at one video feed and hours and hours of trees and rocks and nothing happening, that person can instead be monitoring 10 video feeds because they are only seeing the stuff that really matters,” Boyd said in the JAIC blog post.

https://www.defensedaily.com/air-force-add-12-weapons-systems-ai-ml-informed-predictive-maintenance-year/army/

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  • Pentagon announces $600M in 5G experiments

    October 9, 2020 | International, Aerospace, Naval, Land, C4ISR, Security

    Pentagon announces $600M in 5G experiments

    Andrew Eversden WASHINGTON — The U.S. Department of Defense announced $600 million in contracts for 5G experiments Thursday evening for projects at five military bases across the country. The long-anticipated awards are for a series of 5G experiments, including smart warehouses, advanced radars, and augmented and virtual reality capabilities. The awards are part of a Pentagon effort to work with commercial vendors to advance the 5G capabilities of both the department and industry. “The Department of Defense is at the forefront of cutting edge 5G testing and experimentation, which will strengthen our Nation's warfighting capabilities as well as U.S. economic competitiveness in this critical field," said Michael Kratsios, acting under secretary of defense for research and engineering, in a statement. “Through these test sites, the Department is leveraging its unique authorities to pursue bold innovation at a scale and scope unmatched anywhere else in the world. Importantly, today's announcement demonstrates the Department's commitment to exploring the vast potential applications and dual-use opportunities that can be built upon next-generation networks.” The DoD is setting up test beds at several bases where military leaders, industry and academia will work together on a broad range of experiments. The test beds are Hill Air Force Base, Utah; Joint Base Lewis-McChord, Washington; Marine Corps Logistics Base Albany, Georgia; Naval Base San Diego, California; and Nellis Air Force Base, Las Vegas, Nevada. According to Joseph Evans, the DoD's director of 5G, the department plans for the testbeds to be working in a year. “Each of the experiments has some aspect that's really new and exciting to us,” Evans told reporters. “In addition, it also provides an opportunity for industry to experiment and mature their technologies along those parallel tracks.” According to a DoD press release, the bases were chosen because of their access to spectrum, and mature fiber and wireless infrastructure. At Joint Base Lewis-McChord, the Pentagon will work with four vendors to experiment with 5G-enabled augmented and virtual reality goggles for mission planning, training and operations using mid-band spectrum. The vendors are GBL System Corp., AT&T, Oceus Networks and Booz Allen Hamilton. Evans told reporters that in year three of the work at the base the department wants a “brigade-sized deployment of the technology.” The department will also address 5G spectrum sharing challenges with cellular networks through an experiment at Hill Air Force Base. The project, according to a DoD press release, will “develop sharing/coexistence system prototypes and evaluate their effectiveness with real-world, at-scale networks in controlled environments.” The department is seeking to allow sharing or coexistence between airborne radar systems and 5G cellular technology in the 3.1-3.45 GHz band. Vendors for the spectrum sharing test bed include Nokia, General Dynamics Mission Systems, Booz Allen Hamilton, Key Bridge Wireless, Shared Spectrum Company and Ericsson. The Defense Department is also partnering with AT&T at Nellis Air Force Base for a distributed command and control testbed to enhance C2 survivability in combat. The telecom giant will eventually provide a mobile 5G environment with high capacity, low latency communications to meet the needs of a mobile combined air operations center. “We're basically trying to make our forces more survivable by taking command and control functions that have long been housed in single buildings and spread them out and make them make them mobile,” Evans told reporters. “So [we're] really trying to change the way our forces are deployed in the field.” The department will experiment with 5G-enabled smart warehouses at both Naval Base San Diego (NBSD) and Marine Corps Logistics Base Albany, Ga. The project in San Diego will focus on transshipment between shore facilities and naval units, while the Marines Corps project will center on vehicle storage and maintenance. Both projects will work “to increase the efficiency and fidelity of ... operations, including identification, recording, organization, storage, retrieval, and transportation of materiel and supplies,” a DoD press release said. Industry partners for the San Diego-based project are AT&T, GE Research, Vectrus Mission Solutions Corporation and Deloitte. AT&T will use cullar spectrum in the sub-6 GHz and millimeter wave bands, the DoD press release said. Partners at Marine Corps Logistics Base Albany, Ga. are Federated Wireless, GE Research, KPMG and Scientific Research Corporation. The Air Force also recently chose AT&T to provide 5G capabilities at three bases. The DoD is also in the process of choosing vendors for 5G experiments at seven more bases. According to Evans, the first solicitation release and industry day for the Navy and Marines Corps bases in that tranche will come in mid-October using the Navy's Information Warfare Research Project consortium. The Air Force and Army solicitations are expected to be rolled out through December through the National Spectrum Consortium, Evans said. https://www.c4isrnet.com/battlefield-tech/it-networks/5g/2020/10/08/pentagon-announced-600-million-in-5g-experimentation-contracts/

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