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Three-dimensional (3D) perception is vital to drive mobile robotics' progress toward intelligence. However, state-of-the-art 3D perception solutions require complicated postprocessing or point-by-point scanning, suffering computational burden, latency of tens of milliseconds, and additional power consumption. Here, we propose a parallel all-optical computational chipset 3D perception architecture (Aop3D) with nanowatt power and light speed. The 3D perception is executed during the light propagation over the passive chipset, and the captured light intensity distribution provides a direct reflection of the depth map, eliminating the need for extensive postprocessing. The prototype system of Aop3D is tested in various scenarios and deployed to a mobile robot, demonstrating unprecedented performance in distance detection and obstacle avoidance. Moreover, Aop3D works at a frame rate of 600 hertz and a power consumption of 33.3 nanowatts per meta-pixel experimentally. Our work is promising toward next-generation direct 3D perception techniques with light speed and high energy efficiency.
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http://dx.doi.org/10.1126/sciadv.adn2031 | DOI Listing |
Chaos
September 2025
A.V. Gaponov-Grekhov Institute of Applied Physics of the Russian Academy of Sciences, Ulyanova Street 46, Nizhny Novgorod 603950, Russia.
The Kuramoto model, a paradigmatic framework for studying synchronization, exhibits a transition to collective oscillations only above a critical coupling strength in the thermodynamic limit. However, real-world systems are finite, and their dynamics can deviate significantly from mean-field predictions. Here, we investigate finite-size effects in the Kuramoto model below the critical coupling, where the theory in the thermodynamic limit predicts complete asynchrony.
View Article and Find Full Text PDFFood Sci Biotechnol
October 2025
School of Energy, Environment and Materials, King Mongkut's University of Technology Thonburi, Bangkok, 10140 Thailand.
Conventional drying methods, such as hot air-reciprocal tray (HART) and microwave-hot air with a reciprocal tray (MHART), often suffer from low energy efficiency and product degradation at high temperatures or microwave power. This study introduced a step-down microwave-hot air with a reciprocal tray system (SMHART) to enhance drying performance using a programmable MHART setup. SMHART significantly reduced drying time and energy consumption (as low as 332.
View Article and Find Full Text PDFFront Psychol
August 2025
Nakamura Laboratory, School of Interdisciplinary Mathematical Sciences, Meiji University, Nakano, Tokyo, Japan.
Introduction: Conducting research online has become common in human participant research and notably in the field of human-computer interaction (HCI). Many researchers have used English-language and Western participant pool and recruitment platforms like Amazon Mechanical Turk and Prolific, with panel quality and representativeness known to vary greatly. Less is known about non-English, non-Western options.
View Article and Find Full Text PDFNat Photonics
June 2025
University of Vienna, Faculty of Physics, Vienna Center for Quantum Science and Technology (VCQ), Vienna, Austria.
Recently, machine learning has had remarkable impact in scientific to everyday-life applications. However, complex tasks often require the consumption of unfeasible amounts of energy and computational power. Quantum computation may lower such requirements, although it is unclear whether enhancements are reachable with current technologies.
View Article and Find Full Text PDFJ Exerc Rehabil
August 2025
Department of Maritime Engineering, Faculty of International Maritime Studies, Kasetsart University, Chonburi, Thailand.
Obesity is associated with reduced exercise tolerance, yet the physiological mechanisms underlying this impairment remain unclear. This study examined whether oxygen uptake (V̇O) kinetics reflect autonomic regulation during prolonged moderate-intensity exercise in normal-weight and obese males. This cross-sectional study included nine normal-weight and nine obese males (aged 20-22) who performed 30 min of constant-load cycling at 70% of ventilatory threshold to assess V̇O kinetics and heart rate variability (HRV) responses.
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