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Wireless Sensor and Actuator Networks for Lighting Energy ...

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mote sensors were arranged in a 3-by-2 matrix; each was programmed to acquire 10<br />

illuminance readings every 5 seconds at the rate of 50 milliseconds per sample <strong>and</strong> to<br />

send the data packet containing the readings along with the source mote ID to the base<br />

station. To simplify the test, the sensors were configured into a single-hop centralized<br />

network. In addition to the base mote, the base station consisted of a computer, which<br />

ran a Matlab ® program with a Java I/O interfacing program to receive the incoming data<br />

packets <strong>for</strong>warded from the base mote, process the data, <strong>and</strong> carry out the mote-FVF<br />

algorithm. The sensed illuminances transmitted in the mote network were digital values<br />

from the ADC (analog-to-digital converters) on the mote. A separate calibration was<br />

conducted in order to map the digital values to lux units.<br />

4.4.2 Tuning the Parameters of the mote-FVF Algorithm<br />

The parameters requiring tuning were a left <strong>and</strong> a right <strong>for</strong> the validation curve, the<br />

fuzzification parameter m dif <strong>and</strong> the defuzzification parameter m mov <strong>for</strong> shifting the<br />

center of the validation curve, the constant scaling factor , the fuzzification parameter<br />

m e <strong>and</strong> the defuzzification parameter m <strong>for</strong> generating the adaptive parameter .<br />

Without loss of generality, a left <strong>and</strong> a right were assigned to be the same to get a<br />

symmetric validation curve as suggested by prior experiences <strong>and</strong> experiments.<br />

Moreover, the values of a left <strong>and</strong> a right <strong>for</strong> each mote sensor were assigned identically, as<br />

they were all of the same type <strong>and</strong> were expected to have similar characteristics. m dif<br />

<strong>and</strong> m mov were adjusted so that the validation curve could shift enough to catch at least<br />

some in<strong>for</strong>mation of the possible largest change in a single time step without becoming<br />

56

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