Drones
Israeli drone attacks in southern Lebanon kill one, injure several people
Israel has carried out four drone attacks on towns in southern Lebanon, resulting in a death and several injured, in the latest wave of near-daily Israeli violations of the November ceasefire between Israel and the Lebanese group Hezbollah. An "Israeli enemy drone attack on a vehicle" in the Saf al-Hawa area in the city of Bint Jbeil "killed one person and wounded two others", Lebanon's Ministry of Public Health said in a statement on Saturday carried by the official National News Agency (NNA), noting the toll was expected to rise. A second attack in the Bint Jbeil area followed. Earlier Saturday, the ministry also reported that a separate Israeli drone attack wounded one person in Shebaa, with the NNA saying that raid hit a house. Shebaa is located across two steep, rocky mountainsides that straddle Lebanon's borders with Syria and the Israeli-occupied Golan Heights.
Russia expanding chemical weapons use in Ukraine, say European spy agencies
Russia has intensified its use of chemical weapons against Ukrainian soldiers in a serious violation of international law, the Dutch and German intelligence agencies have said. On Friday, they said there was extensive evidence that Moscow's forces were using banned products, including the choking agent chloropicrin. Russia denies using the prohibited weapons, as does Ukraine. On Wednesday, Maria Zakharova, the spokesperson for the Russian foreign ministry, claimed that the Federal Security Service found a cache of Ukrainian weapons in the east of the country containing chloropicrin. "It is normalised and widespread. Chloropicrin is dropped by drones to drive soldiers out of trenches, and then kill them," Dutch Defence Minister Ruben Brekelmans said in a post on X. Brekelmans, who is now calling for tougher sanctions against Russia, described the use of chemical weapons as "horrible and unacceptable".
Russia-Ukraine war: List of key events, day 1,226
Here are the key events on day 1,226 of Russia's war on Ukraine.Smoke is seen following what local authorities called a Ukrainian drone attack, in the course of Russia-Ukraine conflict, in Sergiyev Posad, outside Moscow, Russia July 4, 2025 [Head of the Sergiyev Posad municipal district Oksana Yerokhanova via Telegram/Handout via Reuters]Published On 4 Jul 20254 Jul 2025
Kyiv hit by barrage of drone strikes as Putin spurns Trump's truce bid
Friday's attacks were the latest in a string of major Russian air strikes on Ukraine that have intensified in recent weeks as ceasefire talks have largely stalled. War in Ukraine has been raging for more than three years since Russia launched its full-scale invasion in February 2022. Following his conversation with Putin on Thursday, Trump said that "no progress" to end the fighting had been made. "I'm very disappointed with the conversation I had today with President Putin, because I don't think he's there, and I'm very disappointed," Trump said. "I'm just saying I don't think he's looking to stop, and that's too bad."
AirV2X: Unified Air-Ground Vehicle-to-Everything Collaboration
Gao, Xiangbo, Wu, Yuheng, Yang, Fengze, Luo, Xuewen, Wu, Keshu, Chen, Xinghao, Wang, Yuping, Liu, Chenxi, Zhou, Yang, Tu, Zhengzhong
While multi-vehicular collaborative driving demonstrates clear advantages over single-vehicle autonomy, traditional infrastructure-based V2X systems remain constrained by substantial deployment costs and the creation of "uncovered danger zones" in rural and suburban areas. We present AirV2X-Perception, a large-scale dataset that leverages Unmanned Aerial Vehicles (UAVs) as a flexible alternative or complement to fixed Road-Side Units (RSUs). Drones offer unique advantages over ground-based perception: complementary bird's-eye-views that reduce occlusions, dynamic positioning capabilities that enable hovering, patrolling, and escorting navigation rules, and significantly lower deployment costs compared to fixed infrastructure. Our dataset comprises 6.73 hours of drone-assisted driving scenarios across urban, suburban, and rural environments with varied weather and lighting conditions. The AirV2X-Perception dataset facilitates the development and standardized evaluation of Vehicle-to-Drone (V2D) algorithms, addressing a critical gap in the rapidly expanding field of aerial-assisted autonomous driving systems. The dataset and development kits are open-sourced at https://github.com/taco-group/AirV2X-Perception.
No progress at all, Trump says after phone call with Putin
U.S. President Donald Trump said on Thursday that a phone call earlier in the day with Vladimir Putin resulted in no progress at all on efforts to end the war in Ukraine, while a Kremlin aide said the Russian president reiterated that Moscow would keep pushing to solve the conflict's "root causes." The two leaders did not discuss a recent pause in some U.S. weapons shipments to Kyiv during the nearly hourlong conversation, according to a readout provided by Putin aide Yuri Ushakov. U.S. attempts to end Russia's war in Ukraine through diplomacy have largely stalled, and Trump has faced growing calls -- including from some Republicans -- to increase pressure on Putin to negotiate in earnest. Within hours of the call's conclusion, an apparent Russian drone attack sparked a fire in an apartment building in a northern suburb of Kyiv, Ukrainian officials said, indicating little change in the trajectory of the conflict.
Israeli drone attack near Beirut kills at least one, injures three others
An Israeli drone attack has killed at least one person and injured three near the Lebanese capital, Beirut, the Lebanese Ministry of Public Health says, the latest violation of the ceasefire between the two countries. The air raid on Thursday hit a vehicle on a busy motorway in the Khaldeh area, about 12km (8 miles) south of Beirut. The Israeli military said it targeted "military sites and weapons depots" in the area. Bombing an area near the Lebanese capital marks another escalation by Israel, which has been carrying out near-daily bombardment in Lebanon since it reached a truce with Hezbollah in November of last year. The identities of the victims of the attack have not been released.
Unexpected drone operated by unidentified party sighted near USMNT training grounds: reports
Fox News Flash top sports headlines are here. Check out what's clicking on Foxnews.com. The U.S. men's national team is vying for the coveted CONCACAF Gold Cup winners trophy. But, as the USMNT prepared for Wednesday's semifinal match against Guatemala, a flying object caused a disruption at the team's training grounds. An unidentified party was believed to have been operating what appeared to be a drone in the vicinity of the team's training facility in St. Louis, CBS Sports reported.
Russia-Ukraine war: List of key events, day 1,224
A Ukrainian drone attack on an industrial plant in Izhevsk, in central Russia, killed three people and injured 35 others, regional Governor Alexander Brechalov said in a post on Telegram. The drone struck the Kupol Electromechanical Plant, which produces air defence systems and drones for the Russian military, an unnamed official with Ukraine's Security Service, the SBU, told the Associated Press news agency. A Russian attack on a vehicle evacuating civilians from Pokrovsk, in Ukraine's Donetsk region, killed one person and injured a policeman, police said. The Ministry of Defence in Moscow said that 60 Ukrainian drones were downed overnight over several regions, including 17 over Russian-occupied Crimea, 16 over Russia's Rostov region and four over Russia's Saratov region. Ukraine's Air Force said on Tuesday that Russia launched 52 Shahed and decoy drones at the country overnight.
Flatness-based Finite-Horizon Multi-UAV Formation Trajectory Planning and Directionally Aware Collision Avoidance Tracking
Jond, Hossein B., Beaver, Logan, Jiroušek, Martin, Ahmadlou, Naiemeh, Bakırcıoğlu, Veli, Saska, Martin
Optimal collision-free formation control of the unmanned aerial vehicle (UAV) is a challenge. The state-of-the-art optimal control approaches often rely on numerical methods sensitive to initial guesses. This paper presents an innovative collision-free finite-time formation control scheme for multiple UAVs leveraging the differential flatness of the UAV dynamics, eliminating the need for numerical methods. We formulate a finite-time optimal control problem to plan a formation trajectory for feasible initial states. This optimal control problem in formation trajectory planning involves a collective performance index to meet the formation requirements to achieve relative positions and velocity consensus. It is solved by applying Pontryagin's principle. Subsequently, a collision-constrained regulating problem is addressed to ensure collision-free tracking of the planned formation trajectory. The tracking problem incorporates a directionally aware collision avoidance strategy that prioritizes avoiding UAVs in the forward path and relative approach. It assigns lower priority to those on the sides with an oblique relative approach, disregarding UAVs behind and not in the relative approach. The high-fidelity simulation results validate the effectiveness of the proposed control scheme.