29 octobre 2023 | International, Terrestre
Watch Marines fire rocket from ‘creepy’ robot goat available on Amazon
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28 août 2020 | International, Naval
ALBUQUERQUE: The Navy is using Google Cloud to speed up a basic but time consuming task: finding and identifying rust. This approach has already been applied to inspect wind turbines and find potholes in roads, and promises advantages both in speed of inspection and in future predictive maintenance.
“The AI technology behind this enabled the US Navy to quickly and seamlessly examine tens of thousands of images to prioritize the needs to be repaired immediately and or later on,” Mike Daniels, vice president of Global Public Sector, Google Cloud, told me in an interview.
While Google was unwilling to disclose the exact value of the contract, the promise is that speedy, AI-enabled inspections will lower labor and material costs of inspection and repair enough to more than justify the expenditure on inspection AI.
“The tools we're providing can not only save the Navy billions each year, but significantly improve readiness and speed deployment,” said Daniels. “And this is a physical job right now. We're improving results for the inspectors.”
If AI-facilitated rust inspection can reduce the amount of time a ship needs to stay in harbor for repairs, it can narrow the window in which catastrophic disasters, like the fire which tore apart the Bonhomme Richard, can happen.
This work is being done through Simple Technology Solutions (STS), who was awarded the work as a Phase 1 Small Business Innovation Research project. To train the AI, STS flew a drone on inspections to get images of rust. Next, STS combined these drone-filmed images with public domain images of ships, and uploaded both sets to a Google Cloud server.
Specifically, the inspections will look for broad area rust and corrosion, as well as subtler damage that human eyes might skip over, like pitting or focused damage.
Using native machine learning built into the Google Cloud, STS could then train the algorithm to process, understand and identify rust in the images. This is an iterative process, one where every uploaded inspection improves the accuracy of the next inspection.
“There's no classified data that's going to be handled as part of this project,” said Daniels, noting that Google offers a high level of protection for images stored in its cloud by default.
As we have seen in the past, aggregated unclassified data can sometimes be enough to reveal classified information, but the immediate utility of cloud-powered inspections should offset any distant concern of weakness revealed through corrosion maintenance.
Most importantly, the inspection tool promises savings in time. A widely-cited 2014 report from the US Navy attributed the cost of fighting rust and corrosion at $3 billion.
Some of that cost is hard to shake: the paint used to cover rust-scrapped areas can cost as much as $250 a gallon. Catching corrosion quickly and early shortens the amount of time humans need to work to fix a vessel, and should reduce the area that needs repair for each inspection.
https://breakingdefense.com/2020/08/navy-turns-to-ai-to-save-billions-in-fight-against-rust/
29 octobre 2023 | International, Terrestre
Watch the robotic goat walk, beg, hop and sway its hips.
2 juin 2024 | International, Terrestre
30 novembre 2018 | International,
Flying at 50,000 feet, diving deep in the ocean, or hiking for miles with gear through extreme climates, military service members face conditions that place unique burdens on their individual physiology. The potential exists to develop pharmacological interventions to help service members complete their toughest missions more safely and efficiently, and then recover more quickly and without adverse effects, but those interventions must work on complex physiological systems in the human body. They will not be realized under the prevailing system of drug discovery and development with its focus on engaging single molecular targets. DARPA created the Panacea program to pursue the means of rapidly discovering, designing, and validating new, multi-target drugs that work with the body's complexity to better support the physiological resilience and recovery of military service members. The premise of Panacea is that the physiological systems of the human body work in complex and highly integrated ways. Drugs exert effects on our bodies by physically interacting with and changing the functional state of biomolecules that govern the functions of cells and tissues. Most drugs target proteins, which are the principle cellular workhorses. Ideally, drugs would target multiple proteins simultaneously to exert precise, network-level effects. One major problem facing the drug development community is that the functional proteome — the complete collection of proteins and their roles in signaling networks — is largely dark to science. Despite being able to identify many of the proteins within a cell, researchers do not have a firm grasp on everything those proteins do and how they interact to affect physiology. Due to this sparsity of structural and functional knowledge, the state of the art in drug development — what Panacea seeks to transform — is to engage only a very small fraction of known protein targets to achieve an effect. In fact, today's approach to drug design singles out individual proteins in certain cells. That hyper-specificity is an attempt to minimize the risk of side effects and speed time to market, but it also yields a thin stream of drugs, many of which have similar mechanisms and relatively muted effectiveness compared to what might be achieved using a multi-target, systems-based approach. “The current roster of drugs approved by the U.S. Food and Drug Administration only targets about 549 proteins, yet the body can produce more than six million different protein variants,” said Tristan McClure-Begley, the Panacea program manager. “The opportunity space for pharmacological intervention is vast and effectively untapped, but to access it we need new technology for understanding and targeting the human functional proteome.” Panacea will address the lack of functional knowledge about the proteome. DARPA's call to the research community is to consider complex physiological conditions relevant to military service members — for instance, metabolic stress during extreme endurance missions or pain and inflammation after injury; investigate the molecular mechanisms underlying those conditions; identify multiple, key molecular targets involved; and develop novel medicinal chemistry approaches to synthesize interventions that modulate those targets. DARPA believes that multi-target drugs will deliver safer and more efficacious solutions to military requirements for readiness and recovery over state-of-the-art interventions. “Many of the most successful drugs produced in the past were found rather than made, and we knew what they did long before we knew how they did it,” McClure-Begley said. “To deliver improved interventions, we need to get to a place where we can investigate all of the potential proteins at play for a given condition and then prioritize sets of protein targets and signaling networks to effectively modulate physiological systems, regardless of what prior knowledge exists about those targets.” The Panacea program aims to generate initial proof of concept for this new direction in drug discovery and development. Research will primarily involve animal models, human cell derived organoids, and high-throughput cell culture models. However, to support eventual transition to humans, DARPA will work with federal agencies to develop a regulatory pathway for future medical use. By the end of the five-year program, DARPA will require teams to submit novel drug candidates to the U.S. Food and Drug Administration for review as an Investigational New Drug or for Compassionate Use. DARPA will hold a Proposers Day on December 14, 2018, in Arlington, Virginia, to provide more information about Panacea and answer questions from potential proposers. For details of the event, including registration requirements, visit https://go.usa.gov/xP6hD. A forthcoming Broad Agency Announcement will fully describe the program structure and objectives. https://www.darpa.mil/news-events/2018-11-28