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Figure S14-8(a) and (b) show the contour plot and three-dimensional surface plot of this model. Figure S14-8 also shows the relationship between the coded variables x1 and x2 (that de ned the high and low levels of the factors) and the original variables, time (in minutes) and temperature (in F). From examining these plots (or the tted model), we see that to move away from the design center the point (x1 0, x2 0) along the path of steepest ascent, we would move 0.775 unit in the x1 direction for every 0.325 unit in the x2 direction. Thus, the path of steepest ascent passes through the point (x1 0, x2 0) and has a slope 0.325 0.775. The engineer decides to use 5 minutes of reaction time as the basic step size. Now, 5 minutes of reaction time is equivalent to a step in the coded variable x1 of x1 1. Therefore, the steps along the path of steepest ascent are x1 1.0000 and x2 (0.325 0.775) x1 0.42. A change of x2 0.42 in the coded variable x2 is equivalent to about 2 F in the original variable temperature. Therefore, the engineer will move along the path of steepest ascent by increasing reaction time by 5 minutes and temperature by 2 F. An actual observation on yield will be determined at each point. Figure S14-9 shows several points along this path of steepest ascent and the yields actually observed from the process at those points. At points A D the observed yield increases steadily, but beyond point D, the yield decreases. Therefore, steepest ascent would terminate in the vicinity of 55 minutes of reaction time and 163 F with an observed percent conversion of 67%.

Flash Player 10 adds the ShaderFilter, enabling you to use Pixel Bender shaders easily on display objects with the same interface as any of the built-in lters. You ll learn about Pixel Bender shaders in 38, Writing Shaders with Pixel Bender.

170 Original region of experimentation D 160 Temperature B A C Path of steepest ascent Point Point Point Point Point Point A: 40 minutes, 157 F, y = 40.5 B: 45 minutes, 159 F, y = 51.3 C: 50 minutes, 161 F, y = 59.6 D: 55 minutes, 163 F, y = 67.1 E: 60 minutes, 165 F, y = 63.6 F: 65 minutes, 167 F, y = 60.7 F E

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ATaG allows programmers to write architecture-independent networked sensing applications using a small set of application-neutral abstractions Intuitive expression of reactive processing is accomplished in ATaG by using a datadriven paradigm, while architecture-independence is made possible through separation of functional concerns from the nonfunctional These two core ideas have been explored in the distributed computing community The data driven graph [52] extended the basic directed acyclic task graph model to support loop representation and dynamically created tasks in parallel programming The use of data-driven semantics coupled with the task graph-like representation enabled clarity and simplicty of program design, and it also allowed for some optimizations relating to the data communication between tasks.

Figure S14-9

Every DisplayObject instance has a filters property of type Array. This property contains the lter objects applied to the instance. If you apply a lter at authoring time in Flash Professional, that lter object is accessible during runtime via the filters property. When you read elements from the filters array, you get copies of, rather than references to, the actual lter objects. That means that if you access an element in the filters array and change its properties, these changes to the lter aren t applied to the display object automatically. You ve merely modi ed the properties of a new BitmapFilter instance that s not in use. When you want to apply a lter to an object programmatically, you must assign an array of lter objects to the filters property. Not only does the filters array return copies of the lter objects, but when you read the filters property, it returns a copy of the array rather than a reference. So it won t work to use standard array methods such as push(), and you cannot overwrite elements of the array and have the updates affect the display object automatically. The only way to change, add, or remove lters is to assign a whole new array of lters to the filters property. Some examples will help clarify this technique. In subsequent sections you ll learn more about each of the different types of lter classes. For the next few examples, however, you construct very basic lter objects. For example, the following code constructs a basic DropShadowFilter object:

Steepest ascent experiment for Example S14-3.

var shadowFilter:DropShadowFilter = new DropShadowFilter();

14-16

You can only add lters to a DisplayObject by assigning a whole new filters array. So once the lter object is constructed, you pop it in a new array of lters. Here, I apply the drop shadow to a DisplayObject named circle:

Analysis of a Second-Order Response Surface When the experimenter is relatively close to the optimum, a second-order model is usually required to approximate the response because of curvature in the true response surface. The tted second-order model is

circle.filters = [shadowFilter];

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