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RFSN, unlike CORE, gives more weight to recent observations. This is done by using wage , which is range bound in the space (0,1). This is for updating reputation value using direct observation. To update the reputation value using second-hand information, RFSN maps the problem into the Dempster Shafer belief theory1 [35] domain. Then, the problem is solved using the belief discounting theory [36]. Using this theory, the reputation of the reporting node is automatically taken into account in the calculation of the reputation of the reported node. Hence, a separate deviation test is not necessary. A node with higher reputation gets higher weight than a node with lower reputation. Then, the trust level of a node is determined using its reputation value. It is determined as the statistically expected value of the reputation. Decision Making. Finally, in the decision-making stage, node i has to make a decision on whether or not to cooperate with node j. The decision of node i is referred



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33.6 WILEY WHAT IS A REQUIREMENTS VERIFICATION MATRIX (RVM)

A Requirements Veri cation Matrix (RVM) is a tabular listing that maps each Section 3.X requirement to speci c Section 4.X Veri cation Methods namely inspection, analysis, demonstration, and test. RVM Example. To illustrate the structure of a RVM, let s use a hypothetical example. Assume that requirement 3.1.1 for Capability A states: The system shall perform Capability A, which consists of the capabilities speci ed in the subparagraphs below: 3.1.1.1 3.1.1.2 3.1.1.3 3.1.1.4 Capability A1 . . . Capability A2 . . . Capability A3 . . . Capability A4 . . .

Dempster Shafer theory is a mathematical theory of evidence used to combine different pieces of information to calculate the probability of an event. It is a generalization of the Bayesian theory of subjective probability.





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Table 33.4 gives an example of an RTM entry for this requirement. As illustrated in the table, Capability A is veri ed by INSPECTION that three sibling capability requirements 3.1.1.1, 3.1.1.2, 3.1.1.3, and 3.1.1.4 have been veri ed. Each of these sibling capability requirements is veri ed as follows: 3.1.1.1 Capability A1 is veri ed using the INSPECTION method. 3.1.1.2 Capability A2 is veri ed using the INSPECTION and ANALYSIS methods. 3.1.1.3 Capability A3 is veri ed using the DEMONSTRATION method. 3.1.1.4 Capability A4 is veri ed using the INSPECTION and TEST methods.

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1. Robert Coram, Boyd, The Fighter Pilot Who Changed the Art of War, (New York: Little, Brown and Company, 2002). 2. Material on the Boyd Cycle or OODA Loop can be found on the Internet and in several books. Two authoritative Web sites are www.belisarius.com and www. d-n-i.net. Robert Coram s book referenced above is also a good source. Another insightful book written by one of Boyd s associates is: Chet Richards, Certain to Win, (Philadelphia: Xlibris Corporation, 2004). 3. George Eckes, Six Sigma for Everyone, (New York: John Wiley & Sons, 2003) 29. 4. A classic book on the technique of process mapping is written by Tom DeMarco, Structured Analysis and System Specification, (Englewood Cliffs, NJ: Yourdon Press/ P T R Prentice Hall, 1979).

Since Capability A s requirement is satis ed by veri cation of its sibling requirements, Capability A s veri cation methods are INSPECTION that the sibling requirements have been veri ed. Most SEs develop the RVM structure and progress down the list one item at a time by checking the veri cation methods boxes. You simply cannot do this for every system application. The identi cation of requirements veri cation methods is highly iterative and must be reconciled between multiple levels or chains of requirements.

to as its behavior Bij and is a binary value: {cooperate, don t cooperate}. Node i uses Tij to make a decision as follows: Bij = cooperate don t cooperate Tij Bij Tij < Bij (13.4)

Table 33.4 Speci cation Section 4.0 Requirements Traceability Matrix (RTM) example Speci cation Requirement Paragraph 3.1.1 Capability A 3.1.1.1 Capability A1 3.1.1.2 Capability A2 3.1.1.3 Capability A3 3.1.1.4 Capability A4 X Veri cation Methods Inspection X X X X X X Analysis Demonstration Test

33.6 Wiley What is a Requirements Veri cation Matirx (RVM)

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