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Wireless Sensor and Actuator Networks for Lighting Energy ...

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(2) Subtle <strong>and</strong> invisible shadows may exist on the testing desktop. The shadows<br />

could be introduced by objects on the desktop such as the computer chassis,<br />

monitor, decorations <strong>and</strong> laptop (if the subjects brought their own laptop to<br />

work).<br />

(3) Reflection of light from the walls or glossy surfaces of objects on the desktop<br />

may be picked up by the nearby sensors. In the testing office, one side of the<br />

desktop was attached to the wall where there was a poster with a glossy surface<br />

<strong>and</strong> a picture frame with a glass cover. Both of them could reflect light <strong>and</strong> cause<br />

the variations of sensor readings.<br />

Although the above three factors could very well be prevented by carefully<br />

designing the testing environment, no ordinary office can avoid any of them in reality.<br />

There<strong>for</strong>e, the testing results still provide valuable in<strong>for</strong>mation <strong>for</strong> further improvement<br />

to accommodate the impact of fused values deviating from the perceived illuminance<br />

due to customized sensor locations.<br />

Allowing the subjects to select the photosensor locations may compromise the<br />

accuracy of the fused values estimating the lighting perceived by the occupants. The<br />

fusion algorithm extracts a pertinent representation of the illuminance sensed by each<br />

individual sensor; in other words, there is no way <strong>for</strong> the algorithm itself to figure out<br />

the illuminance of the target surface if all the sensor readings deviate from that in the<br />

first place. The most important implication of the testing results is that instead of the<br />

absolute illuminance, it would be more efficient <strong>and</strong> realistic to identify occupants’<br />

preferences <strong>and</strong> control the lights using the fused sensor readings when designing the<br />

131

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