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Meet the HN-1, China's New AI-Powered Underwater Drone

#artificialintelligence

As "great power competition" ramps up, signs of arms races in America's strategic relationships with both Russia and China are everywhere apparent. In this respect, Russian President Vladimir Putin's March 1 speech made a big splash in the press, but readers may not be aware of the late tests in May when the Russian Navy simultaneously test launched four new Bulava submarine-launched ballistic missiles (SLBMs). These missiles were designed no doubt for nuclear strikes on the American heartland. Likewise, China recently announced the tenth test of its new road-mobile intercontinental ballistic missile (ICBM), called the DF-41. Furthermore, this test was to be of a missile-defense evading hypersonic warhead with the same general purpose in mind.


Benders Decomposition for Large-Scale Prescriptive Evacuations

Romanski, Julia (Brown University) | Hentenryck, Pascal Van (University of Michigan)

AAAI Conferences

This paper considers prescriptive evacuation planning for a region threatened by a natural disaster such a flood, a wildfire, or a hurricane. It proposes a Benders decomposition that generalizes the two-stage approach proposed in earlier work for convergent evacuation plans. Experimental results show that Benders decomposition provides significant improvements in solution quality in reasonable time: It finds provably optimal solutions to scenarios considered in prior work, closing these instances, and increases the number of evacuees by 10 to 15% on average on more complex flood scenarios.