by Staff Writers
San Diego CA (SPX) Dec 24, 2012
Computer scientists at the University of California, San Diego have built a small fleet of portable pollution sensors that allow users to monitor air quality in real time on their smart phones. The sensors could be particularly useful to people suffering from chronic conditions, such as asthma, who need to avoid exposure to pollutants.
CitiSense is the only air-quality monitoring system capable of delivering real-time data to users' cell phones and home computers-at any time. Data from the sensors can also be used to estimate air quality throughout the area where the devices are deployed, providing information to everyone-not just those carrying sensors.
Just 100 of the sensors deployed in a fairly large area could generate a wealth of data-well beyond what a small number of EPA-mandated air-quality monitoring stations can provide. For example, San Diego County has 3.1 million residents, 4,000 square miles-and only about 10 stations.
"We want to get more data and better data, which we can provide to the public," said William Griswold, a computer science professor at the Jacobs School of Engineering at UC San Diego and the lead investigator on the project. "We are making the invisible visible."
The CitiSense sensors detect ozone, nitrogen dioxide and carbon monoxide, the most common pollutants emitted by cars and trucks. The user interface displays the sensor's readings on a smart phone by using a color-coded scale for air quality based on the EPA's air quality ratings, from green (good) to purple (hazardous).
Researchers provided the sensors for four weeks to a total of 30 users, including commuters at UC San Diego and faculty, students and staff members in the computer science department at the Jacobs School of Engineering. Computer scientists presented findings from these field tests at the Wireless Health 2012 conference in San Diego earlier this year.
"The people who are doing the most to reduce emissions, by biking or taking the bus, were the people who experienced the highest levels of exposure to pollutants," said Griswold.
Users discovered that pollution varied not only based on location, but also on the time of the day. When Charles Elkan, a professor in the Department of Computer Science and Engineering, drove into work in mid-morning, the readings on his sensor were low. But when he drove back home in rush hour in the afternoon, readings were sometimes very high. Elkan said being part of the study allowed him to gauge how worried about pollution he should actually be. Air quality in San Diego is fairly good, he added.
"It's a valuable study," Elkan said. "I think it's going to have a big impact in the future."
Elkan added that he could envision a day in the near future when the sensors used by CitiSense would be built into smart phones, allowing virtually everyone to keep tabs on the levels of pollution they encounter every day. Of course, that means people might start worrying more about pollution as something they can see and measure.
Many of the users in the study did take action to limit their most severe exposure to pollutants. For example, bicyclists found out that they could avoid a great deal of exposure by simply biking one block away from a busy street. Commuters who took the bus avoided waiting near the vehicle's tail pipe, where the air quality was poor. One user convinced his supervisor to install new air filters in the office after registering poor air quality readings on his sensor.
Researchers also noticed that the users were sharing the information they collected, not only with family, friends and colleagues but also with strangers who asked them about the sensors during their commute or in public places. In other words, the sensors turned cell phones into a conversation starter, rather than devices that isolate their users from those around them.
The future of the project
The ultimate goal of CitiSense is to build and deploy a wireless network in which hundreds of small environmental sensors carried by the public rely on cell phones to shuttle information to central computers where it will be analyzed, anonymized and delivered to individuals, public health agencies and the community at large. The sensors currently cost $1,000 per unit, but could easily be mass-produced at an affordable price. So far, Griswold's team has built and deployed 20 of them in the field.
A key factor in the project's success was a breakthrough made by a group led by Dasgupta. Computer scientists used an artificial intelligence method, called Latent Variable Gaussian Regression, to capture high-quality data from the sensors in an uncontrolled environment. The method allowed researchers to remove noise from the data. "Sensors will differ. Sensors will fail," Griswold explained. "People will breathe on them. We wanted to make sure we got good data in these conditions."
Technical challenges remain. The data exchanges between smart phones and sensors use up a great deal of the phones' batteries. During field tests, researchers provided users with two chargers-one for home and one for work-to ensure that their phones were not going to run out of power.
To extend battery life, researchers are experimenting with uploading data from the sensors to the phones every 15 minutes or only when the user wants to retrieve the information. Computer scientists also have developed methods to turn off a phone's GPS-a huge drain of the devices' batteries-when the device is immobile.
These innovations to extend battery life were made possible by Krueger's previous work in service-oriented architecture, which can keep various components-like machine learning, power management and security code-much more separate than in traditional software systems, where functional elements are often so woven into the source code that it is difficult to quickly update any one aspect of the software.
CitiSense is funded by a $1.5 million grant from the National Science Foundation. Qualcomm, Inc. donated funds for the cell phones used for the project.
Jacobs School of Engineering
Our Polluted World and Cleaning It Up
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