Researchers are tackling the complexities of long-horizon motion forecasting for multiple autonomous robots, a task made difficult by non-linear interactions among agents and the accumulation of prediction errors over time. This initiative, which aims to enhance trajectory forecasting, is particularly relevant for applications such as travel time prediction, prediction-guided planning, and surrogate simulation. By developing efficient forecasting methods, the team seeks to improve the reliability and accuracy of autonomous systems in dynamic environments. The work is ongoing, with implications for various fields that rely on advanced robotics and automation.
Education & Research
Autonomous Vehicle / UGV
Motion & Navigation
Software & Algorithm Provider
Human-Machine Interaction
Original from amazon.science: Physics-informed neural controlled differential equations for long horizon multi-agent motion forecasting
Physics-informed neural controlled differential equations for long horizon multi-agent motion forecasting
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HERL (Human Engineering Research Lab)
United States
Joint University of Pittsburgh and US Department of Veterans Affairs laboratory conducting rehabilitation engineering research. Develops mobility devices, assistive technologies, and medical-grade products for people with disabilities.
Joanneum Research Assoc (AT)
Austria
Joanneum Research Institute for Robotics and Flexible Production conducts applied R&D in industrial robot systems, production automation and robot safety, offering feasibility analysis, consulting and testing in a robotics solution centre.
St Petersburg National Research U of ITMO
Russian leading research university (ITMO University) specializing in information technology, optical engineering, and photonics. Active research programs in AI, robotics, computer vision, and cyber-physical systems.
Autonomous Solutions, Inc. (ASI Robots)
United States
Autonomous Solutions, Inc. (ASI Robots) designs and manufactures vendor-independent vehicle automation systems. Its proprietary technology platform revolves around Mobius, an advanced autonomous command and control software suite. Mobius orchestrates multi-vehicle operations, integrating precise navigation, real-time obstacle detection, and path-planning capabilities into legacy fleets. The company's product line includes drive-by-wire hardware kits that convert standard industrial vehicles into autonomous units capable of remote teleoperation or fully automated execution. These solutions automate heavy machinery within the mining, agriculture, automotive testing, and government logistics sectors, emphasizing increased operational safety and predictable cycle times.
CalmCar Vehicle Vision (CN)
China
Chinese automotive AI company providing L2 to L4 intelligent driving solutions including ADAS, automated parking, and occupant monitoring systems. Products address urban traffic scenarios and driver/occupant monitoring using computer vision.
Vehicle Technologies Inc.
United States
Developer of autonomous and remote-controlled vehicle systems and drive-by-wire conversion technology. Provides unmanned ground vehicle platforms and electromechanical actuation systems for defence and commercial automation.
Applied Motion Products, Inc.
United States
Since 1978, we have helped OEMs and system integrators achieve precise, reliable control of position, speed, and torque in demanding environments. Applied Motion Products addresses these needs with a broad and flexible portfolio that includes stepper motors, servo system.
Elmo Motion Control Inc.
United States
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Changzhou Hemm Intelligent Technology Co. Ltd. 常州汉姆智能科技
China
It is deeply engaged in the design, R&D and overall solution delivery of stepping motors, brushless DC motors, linear motors and drive control systems, and simultaneously provides advanced Industry 4.0 technology solutions to create highly adaptable software and hardware integrated.
Green Hills Software
United States
Independent embedded software provider delivering RTOS, compilers, IDEs, and debuggers for safety- and security-critical systems. Serves automotive, avionics, defence, and industrial domains with certified real-time operating system platforms since 1982.
Scorpion Vision Software (UK)
Norwegian-based 2D and 3D industrial machine vision software platform (marketed under Tordivel AS). Offers sub-pixel and micron-level non-contact measurement, configurable inspection tools, and advanced calibration capabilities without programming.
Acquired Data Solutions, Inc.
United States
Provides systems engineering, embedded software development, automation integration, and cybersecurity services for government and commercial defense clients. Capabilities include OT/IT convergence, edge computing, and mission-critical system integration across a 28-year operational history.
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