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Despite their multitude of sensors and processors, autonomous cars have a lot of trouble with some everyday aspects of driving.
The increasing availability of inexpensive, batch-fabricated micro-controllers and MEMS sensors enables deployment of a multitude of sensors and microprocessors for control and diagnosis of embedded systems.
Dr Maryam Mehrnezhad, a research fellow in the School of Computing Science, said: "Most smartphones, tablets, and other wearables are now equipped with a multitude of sensors, from the well-known GPS, camera and microphone to instruments such as the gyroscope, rotation sensors and accelerometer.
The robots, which cost about $3,000 apiece, will each be equipped with underwater and above-water cameras and a multitude of sensors to measure the water's pH, oxygen, temperature, air quality and salinity, uploading new data and photos to a Web site every few seconds.
The second is health-oriented and would seem to involve a multitude of sensors that can deliver data directly to health care providers and services.
It is important to caution that just arbitrarily adding a multitude of sensors and fusing them all together does not necessarily improve accuracy.
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Also, a multitude of sensor measurements and actuator control is possible with the WSN.
Given our results and the many advantages of on-device localization (localization accuracy, user control over privacy, multitude of sensor modalities, low deployment cost, etc)., we suggest that smartphones are a viable tool for crowd monitoring.
Sproutling, a new startup coming out of stealth today, is hoping to raise parenting IQs through a new wearable baby monitor that not only answers the question: "Is my baby okay?" but also leverages the multitude of sensor data to deliver insights about babies' sleep patterns and more.
AAL systems typically consist of multitudes of sensors and embedded devices, generating large amounts of medical and ambient data.
Smartphones, for all of the computing power and multitudes of sensors they contain, have been, until recently, largely ignorant of context, or where they exist in the relationships between space, time, and people.
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