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1. Three important elements for good photo and video are sound, light, and stabilization. 2. Sound quality is important, and microphones on smartphones and DSLRs are typically small and don't capture high quality audio. Getting the microphone close to the subject improves sound quality. Shotgun and lav mics are good options. 3. Proper lighting is also essential for video, similar to photography. Natural light is best unless additional video lights are used. 4. Stabilization is the third key element, as shaky video is difficult to watch.
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Car accident rates have increased in recent years, resulting in losses in human lives, properties, and other financial costs. An embedded machine learning-based system is developed to address this critical issue. The system can monitor road conditions, detect driving patterns, and identify aggressive driving behaviors. The system is based on neural networks trained on a comprehensive dataset of driving events, driving styles, and road conditions. The system effectively detects potential risks and helps mitigate the frequency and impact of accidents. The primary goal is to ensure the safety of drivers and vehicles. Collecting data involved gathering information on three key road events: normal street and normal drive, speed bumps, circular yellow speed bumps, and three aggressive driving actions: sudden start, sudden stop, and sudden entry. The gathered data is processed and analyzed using a machine learning system designed for limited power and memory devices. The developed system resulted in 91.9% accuracy, 93.6% precision, and 92% recall. The achieved inference time on an Arduino Nano 33 BLE Sense with a 32-bit CPU running at 64 MHz is 34 ms and requires 2.6 kB peak RAM and 139.9 kB program flash memory, making it suitable for resource-constrained embedded systems.
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Data Driven Maintenance | UReason Webinar
Discover the latest insights on Data Driven Maintenance with our comprehensive webinar presentation. Learn about traditional maintenance challenges, the right approach to utilizing data, and the benefits of adopting a Data Driven Maintenance strategy. Explore real-world examples, industry best practices, and innovative solutions like FMECA and the D3M model. This presentation, led by expert Jules Oudmans, is essential for asset owners looking to optimize their maintenance processes and leverage digital technologies for improved efficiency and performance. Download now to stay ahead in the evolving maintenance landscape.
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- 1. PHOTO ANDVIDEO 1. Sound 2. Light 3. Stabilization ! ! 3 Important Elements
- 2. 1. SOUND Smartphone and DSLR microphones are small and do not offer the best quality. ! Bad audio is worse than bad video “Sound is King”
- 3. SIGNALTO NOISE The closer the microphone, the better the sound.
- 4. Shotgun Mic - Great for gathering quality ambient sound or voices Lav Mic - Great for interviews - Short for “lavaliere”
- 5. 2. LIGHT Just like photography, quality light is important for video !
- 6. 2. LIGHT Unless you have video lights, use natural light !
- 8. VIDEO BASICS - Photos can be vertical ! -Video is horizontal, always.