शेप-मेमोरी मिश्र धातु (SMA) पर अंग्रेजी में विश्वव्यापी प्रकाशनों और पेटेंट का यह हमारा नवीनतम चयन है, जो कई वैज्ञानिक ऑनलाइन पत्रिकाओं से लिया गया है और शेप-मेमोरी, शेप मेमोरी, मेमोरी अलॉय, कॉपर-एल्यूमीनियम-निकल, निकल-टाइटेनियम, NiTi, शेप मेमोरी प्रभाव, सुपरइलास्टिसिटी और स्यूडोइलास्टिसिटी पर केंद्रित है।
A study on consumer behavior pattern recognition in a low-carbon economy based on deep learning
Published on 2026-07-08 by @OXFORD
Abstract: AbstractThis paper proposes a novel low-carbon consumer behavior recognition method based on multilevel deep learning. By leveraging an Adaptive Temporal Convolutional Network (ATCN), a Mixed Prior Variational Autoencoder (MP-VAE), and a context-aware gated fusion mechanism, the model dynamically adapts to interindividual heterogeneity and temporal dynamics. The ATCN models multiscale behavior patterns, the MP-VAE captures heterogeneous latent motivational factors, and the fusion mechanism integ[...]
Our summary: This study introduces a method for recognizing consumer behavior in a low-carbon economy using multilevel deep learning techniques. It employs an Adaptive Temporal Convolutional Network and a Mixed Prior Variational Autoencoder to model behavior patterns and motivational factors. The approach enhances robustness through uncertainty-aware fusion and adaptive imputation, demonstrating effectiveness in real-world applications.
deep learning, consumer behavior, low-carbon economy, pattern recognition
Publication
challenges and opportunities
Published on 2026-07-06 by @OXFORD
Abstract: AbstractDespite a widespread ‘People–Process–Technology’ (PPT) approach to organizational cybersecurity, research on re-engineering processes for cybercrime prevention remains limited. While business process management (BPM) has been traditionally used to improve process efficiency and effectiveness, there is an opportunity to integrate criminological approaches to address cybercrime risks embedded within organisational processes. The criminological frameworks, crime script analysis (CSA[...]
Our summary: The research identifies gaps in integrating people-focused strategies with technical perspectives for cybercrime prevention. It proposes the CP4BP model, which combines criminological insights with business processes to enhance cybersecurity. The model demonstrates flexibility in both proactive and reactive process re-engineering to mitigate cybercrime risks.
cybercrime prevention, business process management, criminological frameworks, process re-engineering
Publication
Vehicle control device and method therefore
Patent published on the 2026-07-02 in US under Ref US20260184320 by HYUNDAI MOTOR CO [KR] (You Seung Han [kr], Suh Jee Yoon [kr], Cho Wan Ki [kr])
Abstract: A vehicle control device includes a sensor that acquires driving information of a vehicle, a drive motor that controls a longitudinal behavior of the vehicle, and a processor connected to the sensor and the drive motor. The processor determines an initial target longitudinal acceleration based on the driving information, determines a target longitudinal acceleration to reduce a longitudinal jerk determined based on the initial target longitudinal acceleration and a longitudinal acceleration trac[...]
Our summary: A vehicle control device uses a sensor to acquire driving information. It includes a drive motor that manages the vehicle s longitudinal behavior. The processor calculates target longitudinal acceleration to minimize jerk and controls the drive motor accordingly.
vehicle control, sensor, drive motor, longitudinal acceleration
Patent
New use of 1-amino-3,5-dimethyladamantane hydrochloride
Patent published on the 2026-07-02 in WO under Ref WO2026138307 by SHENZHEN EVERGREEN THERAPEUTICS CO LTD [CN] (Du Tao Tom [cn], Du Xin [cn], Li Shanshan [cn])
Abstract: New use of 1-amino-3,5-dimethyladamantane hydrochloride in treating or preventing cognitive impairment, reducing microglia in the cortex and hippocampus, reducing neuron loss in the cortex and hippocampus, and ameliorating the mitochondrial dysfunction state. The cognitive impairment includes cognitive impairment in systemic lupus erythematosus, Parkinson s disease, lateral sclerosis, stroke, multiple sclerosis, rheumatoid arthritis, inflammatory bowel disease, attention deficit hyperactivity di[...]
Our summary: 1-amino-3,5-dimethyladamantane hydrochloride is used to treat cognitive impairment and prevent neuron loss. It reduces microglia in the cortex and hippocampus. The application includes a drug and treatment method for various cognitive disorders.
1-amino-3,5-dimethyladamantane, cognitive impairment, microglia reduction, mitochondrial dysfunction
Patent
Brake control method and brake device
Patent published on the 2026-07-02 in WO under Ref WO2026140207 by NISSAN MOTOR CO LTD [JP] (Nakao Seiji [jp], Sano Taro [jp])
Abstract: Provided is a brake control method for a brake device for operating, on the basis of an electric signal outputted by a sensor (11a) for detecting an operation amount of a brake pedal, an actuator (15a) that drives a brake mechanism that applies friction braking force to a vehicle, the method involving: determining whether or not the brake pedal is pressed on the basis of the output signal of a sensor, and determining whether or not an ignition switch is switched off while the brake pedal is bein[...]
Our summary: The brake control method uses a sensor to detect the brake pedal operation. It determines if the ignition switch is off while the pedal is pressed. If the ignition is off, the actuator continues to operate based on the sensor s output.
Brake control, brake device, actuator, sensor
Patent
Fusion sensor and event-based ultra-compact/low-power intelligent robot system
Patent published on the 2026-07-02 in WO under Ref WO2026141726 by KOREA ELECTRONICS TECHNOLOGY INST [KR] (Kim Kyung Ho [kr], Lee Eun Chong [kr], Lee Sang Seol [kr], Kim Yu Mi [kr], Jang Sung Joon [kr], Kim Ae Ri [kr], Lee Min Kyu [kr])
Abstract: Provided is a fusion sensor and event-based ultra-compact/low-power intelligent robot system. An intelligent robot system according to an embodiment of the present invention travels using a low-power ultrasonic/motion sensor on the basis of an initially generated map, and operates an image/LiDAR sensor and an NPU for updating the map only when an obstacle is detected. Accordingly, power consumption in the intelligent robot system can be reduced by minimizing the operation of the image/LiDAR sens[...]
Our summary: The system utilizes a low-power ultrasonic/motion sensor for navigation based on a pre-generated map. It activates the image/LiDAR sensor and NPU only when obstacles are detected. This approach significantly reduces overall power consumption in the intelligent robot system.
fusion sensor, event-based, low-power, intelligent robot
Patent
Vehicle control device and vehicle control method
Patent published on the 2026-07-02 in WO under Ref WO2026140374 by ASTEMO LTD [JP] (Hasejima Noriyasu [jp], Toyoda Hidehiro [jp], Ito Satoshi [jp], Imai Masato [jp])
Abstract: This vehicle control device comprises: an environment recognition unit that recognizes a target position and a drivable region of a host vehicle on the basis of environmental information obtained by an external environment sensor; a virtual route calculating unit that obtains a plurality of virtual routes for the host vehicle with the target position as a start point; a candidate position setting unit that sets a plurality of candidate positions on the plurality of virtual routes; a connecting r[...]
Our summary: The vehicle control device includes an environment recognition unit that identifies the target position and drivable region. It calculates multiple virtual routes and sets candidate positions along them. The device switches travel modes when the vehicle reaches a designated region.
Vehicle control, environment recognition, virtual route calculation, travel mode switching
Patent
Method, system, and storage medium of virtual network function placement for mapping service function chain requests in cloud network
Patent published on the 2026-07-02 in US under Ref US20260189496 by INTELLIGENT FUSION TECH INC [US] (Xu Duo [us], Pham Khanh [us], Blasch Erik [us], Tian Xin [us], Chen Genshe [us])
Abstract: [0000] A method of virtual network function (VNF) placement for mapping service function chain requests (SFCRs) includes, at the node mapping stage, receiving a SFCR including a plurality of virtual network function requests (VNFRs) from a user, ranking server nodes with initiated virtual machines (VMs) of a required type to obtain a first best-ranked server node, and placing a VNFR onto the first best-ranked server node; if the VNFR cannot be placed onto any server node in the server nodes with[...]
Our summary: The method involves ranking server nodes for virtual network function placement based on service function chain requests. It prioritizes nodes with initiated virtual machines and initiates new VMs if necessary. The process concludes with selecting a source node for video synchronization after placement.
VNF placement, service function chain, cloud network, virtual machines
Patent
