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Data aggregation and query dissemination are important issues in wireless sensor networks [43]. Sensor nodes are typically energy constrained. Therefore, it is desirable to minimize the number of messages relayed, because radio transmissions can quickly consume battery power. A naive approach to reporting sensed phenomena is one where all (raw) sensor readings are relayed to a base station for off-line analysis and processing. However, since sensor nodes within the same vicinity often detect the same, common phenomena, it is likely some redundancy in sensor readings will occur [44]. Local collaboration allows nearby sensor nodes to lter and process sensor readings before transmitting them to a base station. Consequently, this process can reduce the number of messages relayed to the base station. Figure 1.8 represents an animal-tracking application where several sensor nodes are randomly deployed in a forest. When an animal, represented by the solid square, passes through the area being monitored, individual sensor nodes detect the presence of the animal and relay their ndings, in a multihop fashion, to the base station located some distance away. In suf ciently dense sensor networks, overlapping areas of coverage are possible. Thus, the animal may be detected by several sensors. In the scenario presented in Figure 1.8, nodes A, B, C, D, and E sense the presence of a nearby animal. Nodes B E each send a message to node A with their observed sensor data. Node A forwards the received messages, along with its own set of sensor readings, to the next node along the path to the base station. Thus, node A sends a total

This one is kind of cool: You don t have to stick with the standard names of actions when you incorporate them into your workflow. Just choose Rename from the step s pop-up menu, and you can call it anything you like. This is especially important (and impressive) for steps that show windows or dialogs to the user. Automator uses the name of the step as the title for the window. You can see an example in Figure 13-13 (note the window name).

ing to note that when the sensors in Ai 1, j transmit to those in Ai 2, j , no further loss of information occurs.

1.00 0.90 0.80 0.70 0.60 0.50 0.40 0.30 0.20 0.10 0.00 58.0 62.0 66.0 70.0 74.0 78.0 82.0 86.0 90.0 94.0 98.0

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investigated the opposite strategy by not allowing matings between chromosomes that were suf ciently alike. The result was to maintain high variability within the population as a whole. Sigma scaling, proposed by Forrest [8], maintains the selection pressure at a relatively constant rate by scaling a chromosome s tness by the standard deviation of the tnesses. If a single chromosome dominates at the beginning of the run, the variability in tnesses will also be large, and scaling by the variability will reduce the dominance. Later in the run, when populations are typically more homogeneous, scaling by this smaller variability will allow the highly t chromosomes to reproduce. The sigma-scaled tness is as follows: f sigma scaled (x) = 1 + f (x) f f

one another s mail on a temporary basis, friends throw birthday parties for one another and travel to one another s weddings, and parents spend years raising children and tremendous amounts of money to support those children Above the cost line bene ts are generally not given or even considered When they are given, they are given on an exchange basis Consider, for instance, a relationship partner who needs a car This is a costly bene t and one that falls above the cost line for most relationships, such as those with acquaintances, neighbors, or friends Under most circumstances this means that this bene t will not be given (or asked for) in such relationships The topic simply will not come up However, a person might sell his car to a friend (an economic exchange in which the parties agree that the money and the care are of equal value).

Dependent vectors: See linearly dependent vectors, Derivative matrix: Let A(x) = [aij(x)] be an (m x n) matrix whose

Reagents and Materials Nonsterile Nile Red working solution. (See Section 2.5) Pasteur pipette Nitex nylon lter, 100 m Polypropylene tubes, 12 75 mm Aluminum foil Ice tray Flow cytometer Protocol (a) Resuspend each sample with a Pasteur pipette. (b) Collect 300 l of each sample and lter through a 100- m Nitex nylon lter into a fresh polypropylene tube.

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