Cooperative guidance of multiple missiles is a challenging task with rigorous constraints of time and space consensus, especially when attacking dynamic targets. In this paper, the cooperative guidance task is described as a distributed multi-objective cooperative optimization problem. To address the issues of non-stationarity and continuous control faced by cooperative guidance, the natural evolutionary strategy (NES) is improved along with an elitist adaptive learning technique to develop a novel natural co-evolutionary strategy (NCES). The gradients of original evolutionary strategy are rescaled to reduce the estimation bias caused by the interaction between the multiple missiles. Then, a hybrid co-evolutionary cooperative guidance law (HCCGL) is proposed by integrating the highly scalable co-evolutionary mechanism and the traditional guidance strategy. Finally, three simulations under different conditions demonstrate the effectiveness and superiority of this guidance law in solving cooperative guidance tasks with high accuracy. The proposed co-evolutionary approach has great prospects not only in cooperative guidance, but also in other application scenarios of multi-objective optimization, dynamic optimization and distributed control.

Differential geometric approaches to the analysis and processing of data in the form of symmetric positive definite (SPD) matrices have had notable successful applications to numerous fields including computer vision, medical imaging, and machine learning. The dominant geometric paradigm for such applications has consisted of a few Riemannian geometries associated with spectral computations that are costly at high scale and in high dimensions. We present a route to a scalable geometric framework for the analysis and processing of SPD-valued data based on the efficient computation of extreme generalized eigenvalues through the Hilbert and Thompson geometries of the semidefinite cone. We explore a particular geodesic space structure based on Thompson geometry in detail and establish several properties associated with this structure. Furthermore, we define a novel iterative mean of SPD matrices based on this geometry and prove its existence and uniqueness for a given finite collection of points. Finally, we state and prove a number of desirable properties that are satisfied by this mean.

Fox News Flash top headlines are here. Check out what's clicking on Foxnews.com. Six people are accused in a federal indictment of conspiring to use a drone to fly contraband such as cell phones and marijuana into the U.S. Penitentiary in Leavenworth. The indictment was unsealed Wednesday after all the suspects were arrested, according to court records in the U.S. District of Kansas. Two prisoners, Dale Gaver III and Melvin Edwards, allegedly arranged with four people outside the prison to deliver items requested by other inmates into the prison yard between August 2020 and May 2021, The Wichita Eagle reported.

FOX Business correspondent Lydia Hu has the latest on jobs at risk as AI further develops on "America's Newsroom." Artificial intelligence is being used and introduced across all sectors, aiding the research of oncologists and NASA scientists. Algorithms and machine-learning models, like the newly popular ChatGPT and Google's Bard, have helped students and professionals – although the technology comes with a warning as governments around the world rush to devise regulations and standards. The potential of the industry and AI may appear to be boundless at this phase, with new research and tools publicly announced every week. Just days after the Biden administration called for public input on proposed artificial intelligence policies, tropical cyclones are already a topic of discussion.

President Biden on Thursday told the Irish parliament that he started writing a book "about how technology has always changed the world." President Biden spoke in front of the Irish Parliament, revealing he was at one time working on a book relating to technology and society. Biden made the comments Thursday during his speech in front of the Irish lawmakers, where he also claimed that he originally had no intentions of running for president. "You know, I hadn't planned on running for president again in 2020," Biden said. "My son Beau, who had just died of stage four glioblastoma after coming back from Iraq after a year. He was the attorney general in Delaware. As a matter of fact, he should be the one standing her giving this speech to you."

WASHINGTON, April 11 (Reuters) - A major U.S. transport union on Tuesday opposed a request by Alphabet Inc's (GOOGL.O) self-driving unit Waymo and autonomous driving technology company Aurora Innovation Inc (AUR.O) for an exemption from rules on warning devices for large semi-trucks, citing safety issues. The Federal Motor Carrier Safety Administration (FMCSA) said last month it received a joint application from Waymo and Aurora seeking a five-year exemption from rules that require drivers to place reflective triangles or a flare around a stopped truck to alert other drivers and help prevent a crash. Aurora and Waymo instead want to use warning beacons mounted on the truck cab to avoid needing human drivers. The Transport Workers Union of America said the petition is "inappropriate, represents an overreach and a misuse of the waiver and exemption process, and would significantly diminish the safety of our roads. It should be rejected in the strongest possible terms."

This article is from Understanding AI, a newsletter that explores how A.I. works and how it's changing our world. A couple of weeks ago, I used A.I. software to clone my voice. The resulting audio sounded pretty convincing to me, but I wanted to see what others thought. So I created a test audio file based on the first 12 paragraphs of this article that I wrote. Seven randomly chosen paragraphs were my real voice, while the other five were generated by A.I. I asked members of my family to see if they could tell the difference.

The US government is taking its first tentative steps toward establishing rules for artificial intelligence tools, as the frenzy over generative AI and chatbots reach a fever pitch. The US commerce department on Tuesday announced it is officially requesting public comment on how to create accountability measures for AI, seeking help on how to advise US policymakers to approach the technology. "In the same way that financial audits created trust in the accuracy of financial statements for businesses, accountability mechanisms for AI can help assure that an AI system is trustworthy," said Alan Davidson, the head of the National Telecommunications and Information Administration (NTIA), at a press conference at the University of Pittsburgh. Davidson said that the NTIA is seeking feedback from the public, including from researchers, industry groups, and privacy and digital rights organizations on the development of audits and assessments of AI tools created by private industry. He also said that the NTIA looking to establish guardrails that would allow the government to determine whether AI systems perform the way companies claim they do, whether they are safe and effective, whether they have discriminatory outcomes or "reflect unacceptable levels of bias", whether they spread or perpetuate misinformation, and whether they respect individuals' privacy.

As artificial intelligence becomes a larger part of our world, it's easy to get lost in its sea of jargon. But it has never been more important to get your bearings than today. AI is poised to have a major impact on the job market in the coming years (see: Automation). Discussions over how to manage it are playing a larger part in our political conversation (see: Regulation). And some of its most crucial concepts are things that you won't have been taught in school (see: Competitive Pressure). Trying to get up to speed can be difficult. AI research is complicated, and lots of the language is new even for the researchers themselves. But there's no reason the public can't grapple with the big issues at stake, like we learned to do with climate change and the internet. To help everyone engage more fully with the AI debate, TIME has put together a handy glossary of its most common terminology. Whether you're a complete beginner or you already know your AGIs from your GPTs, this A to Z is designed to be a public resource for everyone grappling with the power, promise, and perils of artificial intelligence. AGI stands for Artificial General Intelligence--a hypothetical future technology that can perform most economically productive tasks more effectively than a human.

The war in Ukraine, now into its 14th grueling month, has displaced millions, sparked global food shortages, and threatened to spiral into wider conflict. It has also highlighted how new technologies--especially ones drawn from the commercial sector--are upending conventional military doctrine. Ukraine has resisted and repelled Russia's much larger military force, thanks in large part to a willingness, borne of necessity, to adopt and experiment with novel technologies, not all of them originally designed for military use. I recently spoke with Ukraine's 32-year-old minister of digital transformation, Mykhailo Fedorov, about the country's interest in tapping new technology to boost the war effort. Fedorov spoke over Zoom, via an interpreter, from an undisclosed location in Ukraine, about plans to produce more sophisticated drones and other autonomous systems, and to incubate military startups.