Calhoun: The NPS Institutional Archive DSpace Repository Theses and Dissertations Thesis and Dissertation Collection 1976 An example of phased mission reliability analysis for a hypothetical naval weapons system. Pilnick, Steven E. Monterey, California. Naval Postgraduate School http://hdl.handle.net/10945/17766 Downloaded from NPS Archive: Calhoun AN EXAMPLE OF PHASED MISSION RELIABILITY ANALYSIS FOR A HYPOTHETICAL NAVAL WEAPONS SYSTEM Steven E. Pilnick NAVAL POSTGRADUATE SCHOOL Monterey, California THESIS AN EXAMPLE OF PHASED MISSION RELIABILITY ANALYSIS FOR A HYPOTHETICAL NAVAL WEAPONS SYSTEM by Steven E. Pilnick December 197 6 Thesis Advisor: J. D. Esary Approved for public release; distribution unlimited. TiU^ UNCLASSIFIED SECURITY CLASSIFICATION OF THIS RACE f»T»«n Data Inr.r.tf) READ INSTRUCTIONS BEFORE COMPLETING FORM REPOKT DOCUMENTATION PAGE REPORT NUMBER TITLE 4. 2. GOVT ACCESSION NO Submit) «n<* An Example of Phased Mission Reliability Analysis for a Hypothetical Naval Weapons System Steven E. 5. TYRE OF RERORT ft RERIOO COVERED nee ember 1976 « PERFORMING ORG. REPORT NUMBER t. CONTRACT OR GRANT NOMBERfaJ Pilnick PERFORMING ORGANIZATION NAME ANO AOORESS t. RECIPIENT'S CATALOG NUMBER Master's Thesis author^; 7. 3. PROGRAM ELEMENT. PROJECT, TASK AREA WORK UNIT NUMBERS 10. ft Naval Postgraduate School Monterey, CA 93940 II. CONTROLLING OFFICE NAME ANO AOORESS DECEMBER 1976 Naval Postgraduate School Monterey, CA 93940 14. MONITORING AGENCY NAME ft REPORT DATE 12. 13. NUMBER OF PAGES IS. SECURITY CLASS, 43 AOORESSfi/ 4llloront from Controlling Oltleo) Naval Postgraduate School Monterey, CA 93940 (at thi, tomort) UNCLASSIFIED 11a. DECLASSIFICATION/ DOWNGRADING SCNEOULE 16. DISTRIBUTION STATEMENT (o( thlt Kopori) Approved for public release; distribution unlimited 17. DISTRIBUTION STATEMENT IS. SUPPLEMENTARY NOTES KEY WORDS IS. (ol thm okotrmct ontoroo" In (Conthnto on roooroo **• II Block 30, nocooomrr ono idomtttr T II ttftoront irom Roman) mlook Reliability analysis; phased mission ABSTRACT 20. (Contlmto on rooormo ti mo 11 r«c»»««rr m*t morn ttj mo mlmok i In a phased mission, the functional organization of the system changes during consecutive time periods, which introduces analysis complexities not present with just a single phase. This occurs since the performance of a particular component in one phase of the mission is not independent of its performance in another phase. In this paper, an example is analyzed, largely with graphical techniques and diagrams, so as to avoid the complicated mathematics which characterize much of the existing methodology. DD FORM 1 JAN (Page 73 1) 1473 EDITION OF NOV SS S/N 0102-014' 660 1 1 | IS OBSOLETE UNCLASSIFIED SECURITY CLASSIFICATION OF THIS PAGE (Wnon Dim Mntoro*) AN EXAMPLE OF PHASED MISSION RELIABILITY ANALYSIS FOR A HYPOTHETICAL NAVAL WEAPONS SYSTEM by Steven B.E. , E. Bilnick Lietrtenant, United States Navy State University of New York at Stony Brook, Submitted in partial fulfillment of the requirements for the degree of MASTER OF; SCIENCE IN OPERATIONS RESEARCH from the NAVAL POSTGRADUATE SCHOOL December 1976 1970 own Not mum ABSTRACT In a phased mission, the functional organization of the system changes during consecutive time periods, which introduces analysis complexities occurs not present with just a single performance of a particular component in one phase of phase. This the mission is not independent of its another phase. In this paper, since performance avoid the in an example is analyzed, largely with graphical techniques and diagrams, to the complicated mathematics characterize much of the existing methodology. so as which Mi MM TABLE OF CONTENTS I. II. III. INTRODUCTION.. 7 THE SLBM SYSTEM PROBLEM ANALYSIS . ... 8 „ 11 A. PHASE SEQUENCE DIAGRAM 11 B. PHASE BLOCK DIAGRAMS 11 C. 1. Cut Cancellation... 2. Transformation..... 14 » 17 RELIABILITY OF PSEUDO-COMPONENTS.. 22 Conditional Component Phase Reliability.. 21 24 D. Unconditional Component Reliability...... OBJECTIVE RELIABILITY 27 E. Objective Block Diagrams Objective Reliability Evaluation 2. MISSION SUCCESS 1. 2. 1. 25 27 30 1. Successful Mission Outcomes.............. 36 2. Mission Success Levels 36 3. Expected Success 39 LIST OF REFERENCES INITIAL DISTRIBUTION LIST LIST OF FIGURES 41 ; _ .. 42 6 LIST OF FIGURES 1. Phase Sequence Diagram 12 2. Phase Block Diagrams 13 3. Cut Cancellations 15 4. Phase Block Diagrams After Cut Cancellation 16 5. Candidates for Pseudo-Component Expansion........... 18 6. Transformed Phase Block Diagrams 21 7. Transformed and Simplified Phase Block Diagrams.-... 23 8. Pseudo-Component Reliabilities 26 9. Relevant Phases.. 28 10. Block Diagram of Objective 11. Pivotal Decomposition 12. Reduction Into Modules...... 35 13. Successful Mission Outcomes. 38 14. Mission Success Levels...... 40 29 2 - 33 INTRODUCTION In system a phased mission, the functional organization of the changes examples of mission are consecutive during Reliability analysis for mission encounters complexities since phase, of of for the analysis of include an operational readiness the functions system to missions. systems is and phased a not just a particular necessarily phase. In a extended existing missions, so as to phase, (OR) during which solely to maintain its readiness for later phases of active operation. extended of phased a with another in modified recent paper. Bell [1975] methods mission a performance its present not performance the component in one phase independent Some periods. systems which are required to perform a phased space vehicles, public safety systems, and military weapons systems. single time The results were then which perform complex multi-objective This type of model is particularly applicable to strategic weapons systems. The work in this paper follows very closely the woifk Bell [1975], An example is analyzed, techniques and diagrams, so mathematics which were as to of largely with graphical avoid the complicated required in the development of the methodology of phased mission reliability analysis. THE II. A hypothetical system (SLBM) Ballistic , motivated was three missiles, Navy*s the by missile Fleet introduced by Bell [1975]. extended in this example to system, was That hypothetical system is include ballistic submarine- launched which Missile SLBM SYSTEM which of each has different a objective. The SLBM system consists of the following components: the submarine stability, power, the and: (S) which provides propulsion, household services. inertial navigation subsystem which (N) provides information on platform position and orientation. the communication subsystem (C) provides which the link between the submarine and its command center. the fire control subsystem (FC) provides which trajectory information to each missile guidance computer. the ejection subsystems (E1,E2,E3), one for each which launch the missiles from the submarine while missile, the latter is submerged. the guidance component of each missile which computes and control (G1,G2,G3) rocket engines the commands required to maintain the trajectory stored transmits the to within its memory, and triggers stage separation. two internal power sources for each missile (VP1 and VS1, VP2 and VS2, VP3 and VS3) a the each missile • first- (RF1 two and second-stage rocket engines of and BS1, RF2 and RS2, RF3 and RS3) first-stage igniters and IS1, IP2 and IS2,; IP3 and IS3) for each missile (IP1 . the second-stage igniter of each missile (J1, J2, J3) . the warhead of each missile (W1 # W2, W3) . The SLBM system has an operational readiness (OR) followed active five by phases phase, for each objective. operational characteristics of the system can be The summarized as follows: During the OR phase submarine the patrols its assigned area, maintaining current position information with Should the inertial the inertial navigation subsystem. component then fail, periodically from a position information can be obtained navigation satellite, which provides the necessary for calibration after repairs are completed. The communication subsystem is used continually during this data phase ship-shore routine for message control subsystem is exercised periodically the checked sources power missile routine through order the for OR phase. the system operations, must it Other have be if found to be ready to commence In active services and current submarine must be able to the launch command via the communication subsystem. The fire control phase for commences when a the first objective launch command is received. All maintenance actions cease, and launch preparations commence. control are failed failures go undetected. navigation information available, and it receive OR All components which are tests. to the components guidance and monitored can be repaired or replaced during during Similarly, the performance of tc monitor its status. phase The fire traffic. The fire subsystem transmits trajectory data to the guidance component positioned of the for first missile, launch. The and fire the control submarine phases is for subseguent objectives proceed in succession. a During the Launch phase for each missile, the submarine is held stable while the aissile is ejected, severing its link with the platform and causing it to switch to internal power. although activated. The power sources, are not required to supply power during this phase. The booster phase engine ignites. starts when first-stage the This occurs as each missile breaks through the surface of the water. The missile is then boosted along The port igniter can be powered only by the port power source, and the starboard igniter only by the its trajectory. starboard power fire the engine. power source, The guidance either from one igniter is sufficient to but component, must source, which function can take throughout the phase. During the flight phase, guidance igniter, second-stage engine, the second-stage component, and at least one power source must function. m beginning Shutdown of the of the terminal second-stage engine marks the phase during which the warhead follows a ballistic trajectory to its target. 10 III. There two are goals in this example. The first is to determine the reliability of the SLBM system with respect to objective, particular each each target is destroyed. that is, the probability that The secc-nd goal is to analyze the overall success of the total mission. A. PHASE SEQUENCE DIAGRAM As a tool in the analysis of sequence diagram is used. sequence diagram is shown in organizational the For the SLBM system, Fig 1. of phase the 2, the phase It graphically depicts For example, the the first missile, which has objective active phase phase sequence and numbering of phases. phase is numbered with two digits. phase the example, this is numbered phase sequence branch for objective 12. 1, Each launch and is Following phase 12, simultaneously up the first and along the trunk for successive continues 1, objectives. B. PHASE BLOCK DIAGRAMS The functional organization of phase of diagram. correspond components within each the mission is graphically represented by a block Fcr each to characteristics of the th;e phase, the description block of diagrams the operational SLBM system are shown in Fiq. 2. 11 which saseqd ipueug /& ro c [TnJ v^ x: E s_ (TJ •I— 0) 0) JC 1— > h— ex. LL. CO u to O o JZ Q_ 9U0 |_B 3 SS [ L cn L -Q Wo, cn X <D +J CD to 03 CT a» S_ ~ >|unjj_ /^ r^i Kjy +-) ai co f— r CD to rO CD to ro ro 01 x: a. CD W o S_ -ir0 to to © _Q CD co E -i3 E oS to rO X: Q_ W /G5S ro C E 01 to JZ cn ai s- <TJ •r— 01 to rO > aj •i— h- x: Q_ r— U_ -C Q_ C\i to cd to ro ~ a. f^l l^J r- +-> to O o CQ 'C\T fco> V£-V ,CM 01 to rO CD to x: Cu XT Q_ (T3 +j o cd »-) •r- o 9U0 — C\J O) c ••— O) C_5 1 <- •I— a» > Saj 2 © L6 9LI-SSLW 00 to ro E X) zzi cr •i E ZJ UJ co UJ CO oO -t-> UJ o < CO < re O- fcn> r «J c x: s- to •«— O) sz r— U_ E > o CD •r-J sCD +-> CD to r- CD LO \T" -M CD to ro cn to O O JZ Q- CQ 8U0 [B 8 L L S S I \dJ CD to rO CD a. •i— X C i_ •1— ./ L CD 1 ro 1>T E •Si X) r— ZJ W CD to ro o E CO <^* x: y r° 1— CD to ro IV CD C •r- sz •1— to to CD s_ rO <ZU C c O 4-1 E r- ro SCD ro or: L 12 c o vS/ ex. O •i— CD X) -o i/> ZJ rO rO CO CD jr Q. a: CD CD i_ ZJ © © © © p: CO 1 el IS m a. r . "A w i ' 1 a. a. </i > -J CO to © O © CM <•> © U_ © 1 CM ••a — _L_ CM ! CM 13 a. | ' I 1 CM a. C\4 a. > > oo -1 <c Of ft o Csj t/1 > 1 Csl © tD o O pc UJ oo <c 3: Q- go © © © © I rsj a> r-'-n m CL </1 •— a. i/» — > ! 1 CL <•> > L. oo > ..J J-, CD HZ to 13 © Cut Cancel latioa 1 . simplify the block diagrams by a procedure, suggested by Rubin [1964] and The Heisburg and Schmidt [1966], called cut cancellation. cancellations which are permitted by this technique are A simple rationale for these cancellations shown in Fig 3. It is desireable, at this can be illustrated referring to be seen that component G1 objective (phase 1 14) point, Fig 3. to For example, it can is required in the flight phase of and that if it is not functioning , 1 objective can not be It can be reasoned that since the requirement through the end of accomplished. phase, that that G1 functions in phase 14 includes the requirement it does fail not eliminated phases. in phases or 13, 1 1 that G1 can therefore be consideration in those earlier It is said that G1 first becomes relevant in phase further from 14. A somewhat more complex situation occurs in the case of the submarine three (component S) , which is required for all respect to objective 1, S first becomes relevant in phase 12; with respect to objective 2, in phase 22; and with respect to objective 3, in phase 32. objectives. With Cut cancellation is thus phases 00, The 11, permitted, for component S, in 21, and 31. resulting blocl»_ diagrams, cancellation, are shown in Fig. 4. 14 following cut © © © © ^: m </> © h: © © © J_ © rsi LU #83* T oo o j © o z <t o O © © © © 1/1 1 :«: ~7> I 1-4 'J Q. </} > :> I © o & 15 I CO © © © © 1 ro TH l I en a. go 1 a. o*l I 1 © © © CM © 1 CM © IL. <r 1 CM ZI -5 i rsj I CM a. CM 13 1 CM a. </> CM 1/1 > (/> >> o zn CM a. I i CM T I o z UJ i © GO as o © © © 1 Ik © -^ a: CO ' f a. P T a. UJ go go go i ; © u 3 16 Transf oraa tion of 2. Mult i-phase Objective the. analysis of phased mission reliability lies in the technique, suggested by Esary and Ziehms [1975], of transforming a system with several phases single-phase system. into an equivalent, synthetic, This essence The procedure makes the of possible it compute to reliability by standard methods. In-as-much as the performance of each component in particular phase is dependent on the performance in transformation the phases, involves pseudo-components a earlier original replacing components with performance in each phase independent of performance in all represent which other phases. shortcoming A technique this of is that the number transformation generates a large of pseudo-components, which may be unwieldy. Recognizing this. reduction Bell [1975] suggested a procedure pseudo-components in a manner which retains the desirable characteristics of th;e transformation. The procedures [1975] are modified follows: a. which resulted the direct for phase the graphical application SLBM and 7S3. subsequent system, as cancellation, performed cut block diagrams of Fig 4, identify components which appear in more than one phase. the of of Esary and Ziehms [1975] and Bell Having already in for In they are FC, S, VP1, VS1, VP2, VS2, VP3, circle the second and These of each of those components. Now, as shown in appearances Fig 5, are the candidates for pseudo-component expansion. 17 © © i A © © m u. IX a: 1 e> <*> a. 1 / m (\ «_ '-^ i/> * -— | )( — J -< •— 1 m > \ ro v> ;» a. ) r ' I 1 © go z © © CM </> <* © X LU rsi CM I I hi | ' > CM I > LU I CM CM a. CM ^T^ © CM U. ! <* Q_ LU I/} Z o Q_ p T CM Q. 9> CM I © o o I o Q LU GO Q_ as o © © © LU CO LU Q a. <X ' O T^r C:L I © O 18 Lf> u Replace each of the ancircled components with b. a pseudo-component numbered with the phase number where it For example, replace the blocks first appears. E1 in phase 12, with the blocks E12 S12 Each of these pseudo-component blocks which specifically now - represents a is required to survive only through the end of the phase with which it is numbered. Replace c. each of the circled components with independent arrangement of pseudo-components. Use lower case letters plus phase numbers to represent a pseudo-component which is required to function only during one phase. This step in the procedure, an equivalent referred to as series pseudo-component illustrated by the following example: expansion, The block EC is replaced in phase 21 by FC11 fc12 19 fc21 is best It should be clear that the series arrangement of FC11, which functions only through the which functions only during end phase of phase and 12, 11, fc12, fc21, which functions only during phase 21, is the equivalent, in phase 21, to the original component FC functioning through the end of that phase. pseudo-components It are should also be independent of that the another. The clear one results of transforming the phase block diagrams in Fig 6. 20 are shown © © © © 1 ' ' CO a. fig 1 1 CO a. :> © © © © 1 en © U. Of <c on o 1 m a. 1 CO N > a. J CO © UJ CO a on o © © © © m u. oo z o: or — 3Z a. ! i CO a. JjJ > 0) T" © _ o o <-> 21 3 Siaplif icatioa • The phase block diagrams can each other r to series, in connected to create synthetic, equivalent, now be single-phase systems. However, before proceeding, it is desireable to simplify the block diagrams utilizing a procedure properly known as ideopotent can be done whereever series with itself. a cancellation. This particular block will appear in Graphically, the idempotent law says, for example, that S12 S12 S12 The procedure for simplification is as follows: a. Referring Fig 6, to identify those groups of pseudo-components, which would be in series with themselves successive if transformed phase block diagrams were connected in series. These are candidates for pseudo-components, simplification. and since it Note that VP13, for example, is not a is in distinct and different groups of pseudo-components in phases b. particular In the SLBM system, they are S12, s21, s22, FC11, fc12, and fc21. candidate those 13 and 14. Remove the second and subsequent appearances of each of the candidates. The resulting simplified phase block diagrams are shown in 22 transformed Fig 7. and © i © © 1 ' a. CO v» 1 I 5 © m v> 4 © CO as o © © © 1 © — CO CO CM V) UJ co en CM CM a. qnp VI a I © CO © © © © a UJ — en a. i VI ' 1 CO z V) > <« a: © I a> 23 It be noted that following this simplification, should phase transformed are diagrams block equivalents phase-by-phase, exact block diagrams. However, when combined done in subsequent a systems single-phase step, are no series, in resulting the equivalent longer, original phase the of the to as is synthetic, the original multi-phase systems. C. RELIABILITY OF PSEUDO-COMPONENTS The first goal in this SLBM example, as stated is determine the reliability of the system with respect to that is, the probability to each particular objective; target is destroyed. each earlier, necessary In order to proceed, it is first discuss to that reliability the of the pseudo-components. Conditi onal Compon ent Ph ase Reliability 1 • Represented by either upper letters, the two different types of reliabilities which case or lower case pseudo-components have are of different and distinct natures. For the pseudo-components represented by lower case letters, the reliability is the probability that the pseudo-component will function only daring the Thought that the of another original way, particular phase indicated. it is the conditional probability component will function during that particular phase, given that it was functioning at the start of that phase. This conditional probability is referred as conditional component phase reliability. 24 to 2- Unconditiona l C oap onent Reliabilit y The reliability of the pseudo-components represented by upper letters case pseudo-component phase that the survives through the end of the particular indicated. unconditional probability the is This equivalent the is of the original component survives through the end of the first phase in which it is relevant. probability that the This unconditional probability is referred to as It might be noted that unconditional coaponent reliability. the availability of each component at the commencement of active operations is included in the unconditional component reliability. Hypothetical values for the reliability of the pseudo-components are shown respective block. 25 in Fig 8 each of next to each © © » *-^ o m © 1 as u. QC ^ ON iff O n vi m i £lLi Li Spin pA" 1 " m a. M m m a. > UJ ^^ [ rn © o fSI en . M <7> i ! O fi o> o\ i/i _ ;» • 1 © ISi © IS 3 1 © © in 1 CVJ ^,, o 5 ri ON -- _ © UJ pg UJ 1 N CO U» 1 m <M a. > By] i o > CM ON -J as © o Q_ O o o I a' © © © 1 en •*-* © =3 UJ <•> Oi a. i i m m a. </> I — -• CO ! ro m OL VI > » Q> l_ r © 26 D. OBJECTIVE RELIABILITY The reliability of the SLBH system with respect to can be determined by working with the transformed objective phase simplified and each diagrams block consists of two parts: procedure Fig 8. of The the first is construction of the synthetic, equivalent, single-phase block diagram pseudo-components for evaluation of the objective each objective; of the second part is reliability the using block diagram and given values for pseudo-component reliabilities. 1 • Objective Blgck Dia gram s The procedure diagrams is actually a for constructing the objective block continuation of transformation the process, and consists of the following steps: a. diagram Identify the sections of the phase which are relevant to each objective. sequence This step is illustrated in Fig 9, the shaded portions of the sequence diagrams representing the relevant phases. b. block diagrams Connect, in series, the transformed phase phase of all of the identified phases to form the objective block diagram. For example, the block diagram objective 2 is shown in Fig. 10. 27 of Objective Phase Sequence Diagram 3NKK 1 v»NV JHHhh 2 WW 3 S8 Figure 9 - RELEVANT PHASES 28 LO CM 3 *d" CM CM CO C£ I— <3- C_3 CM LU •"3 CO o | 1 CM C3 1 1 ! CM CM a. C\J t/J > C\J < o » : ^ c* ) C CM Q_ CM CO 1 > 1 o "i CM Ll_ C£ f 1 1 1 oo CM Q_ oo CM CO t— H t- H C) o) CM CM CO QL > > 29 o _ CO I o Objective Relia bility Evaluation 2. Due the presence of some pseudo-components more to than once (for example, objective series of numerical diagrams block independent evaluation, and VP23 can 7S23 in Fig 10) , the simply be treated as a which would have made not modules, straight-forward. As an alternative, it is possible to employ a well-known graphical technique of structural reliability, which is based on a procedure called pivotal decomposition (see, for example, Barlow and Proschan [1975]) . This technique is best illustrated by example, and consists of the following steps: a. front of the Pull all of the block through E22, RF23, and independent diagram. G2'4 through In blocks to Fig 10, these are COO W25. This leaves dependent sections, which in the case of objective 2 VP23 IP23 r— VP23 vp24— VS23 IS23 !— VS23 vs2U b. Pivot the the are on one of the pseudo-components which cause the dependence,; say 7P23. split To accomplish this, the block diagram into two branches by considering the block diagrams which result if 30 (1) VP23 always functions: vp24 IP23 L -VS23 VS23 IS23 (2) vs24 — 7P23 always fails: VS2>3 vs24 IS23 dependence still remains in the "VP23 always functions" branch, pivot again, this time on VS23. c. Split the Since "VP23 always functions" branch into two branches by considering the block diagrams which addition to VP23 always functioning (1) 7S23 always functions: IP23 r— vp2U— vs24 IS23 31 result if, in (2) VS23 always fails: vp24 IP23 Since all branches now contain independent modules, no pivoting is required- The result of these steps more is As shown in the figure, just beyond illustrated in Fig 11. each pivot pcint and just below the branch lines, label each branch by a description of the event along that branch, such as "VP23 functions." 32 (.950) (.950) COO (.950) NOO (.980) fcl2 fc21 (.990) (.900) - (.950) S12 E12 FC11 (1.00) Figure 11 (.950) (.990) s21 (.950) (.990) s22 (.990) (.950) E22 (.950) PIVOTAL DECOMPOSITION OF OBJECTIVE BLOCK DIAGRAM 33 2 Above each branch line, in parentheses, write the probability of the occurance of the event along that For example,* the probability that VP23 functions is branch. d. just its reliability, and the probability that it fails is one minus the reliability. Above each pseudo-component block, write the of that block functioning' (the reliability of e. probability the pseudo-component) f. The blocks Fig in 11 can be reduced into modules to simplify subsequent calculations. in This is shown Fig 12, where modules are indicated by dotted lines, and the reliability of each module is indicated in g. Multiply all of parentheses. probabilities the (reliabilities) leading to the end of each branch, and write down the product. This is illustrated in Fig 12 by the numbers in brackets. h. R2, The reliability of objective 2, denoted by can now be written down by summing the probabilities of all of the branches. Thus R2 = .553 Similarly, obtained. reliabilities The results are: the H1 of objectives = .606 R3 = .505 34 1 and 3 can be (.5621) r coo NOO FC11 fcl2 fc21 s21 s22 E22 RF23 G24 J24 RS24 W25 S12 E12 J (.9950) "I (.9975) I (.9975) 1 i i IP23 vp24 o o vs24 - 1 J LJ (.9025) , (.8574) ,1 VS23 Figure 12 - IS23 vs24 REDUCTION INTO MODULES 35 '* S o ^o E. MISSION SUCCESS Having determined! reliability the or probability of accomplishing each objective, the final goal is to analyze This aspect of the overall success of the total mission. the analysis may by answering the following achieved be questions: (1) What is the probability that any particular number of objectives are accomplished on a mission? (2) What the expected or average number of is objectives that will be accomplished per mission? 1 • Successful Mission O utco mes To possible begin successful considered. *Ine these answering outcomes of a mission accomplished objectives could objective 1 alone objective 2 alone objective 3 alone objectives 1 and 2 objectives objectives 1 and 3 2 and 3 objectives 1, 2, first questions, and must the be be: 3 The probability of accomplishment, or reliability of each objective alone has already been determined. Following the same procedures which produced R1, R2, the joint objective reliabilities can be found. 36 and R3, It should be noted that in set theory terminology, the objectives joint are the intersections of the events which are single objectives. Determining joint objective reliabilities consists of the following steps: Construct the joint objective block diagram the transformed and simplified connecting, in series, a. by phase block diagrams of the relevant phases, case of joint objective 1 which in the and 2, for example, are indicated by shading in the phase sequence diagram as follows: Evaluate b. the joint objective which is denoted in the case of joint objective reliability 1 and 2, for example, as R12. successful outcomes and the corresponding phase sequence diagrams are summarized in Fig 13. A convenient tool from set theory, the Venn The diagram, is possible also shown for values for objective and joint this example are also shown. 37 each outcome. objective The numerical reliabilities in Objectives Accompli shed Phase Sequence Diagram Rel iabi 1 i (Probabi 1 i Symbol ty ty Numeri cal Value .606 V77/A m .553 V//////% V\ .505 V///////A 1,2 12 1,3 2,3 .433 13 .395 *23 .395 VZWs 1,2,3 123 Figure 13 - .309 SUCCESSFUL MISSION OUTCOMES 38 Venn Di agram 2. Missio n Succes s Levels The probability that any objectives are accomplished on directly with the aid of the These quantities, which a particular number of mission can be written down corresponding correspond to Venn diagrams. varying levels of mission success, are tabulated in Fig 14. It is noted that in a more general application, where Venn diagrams might not a PPly* other straight-forward approaches may Bell [1975], for example}. 39 be used (see (O O (1) o 3 •r- i— Sd) LO CM <TJ > E 3 ir> vo «tf- CT> t— CM • Z . a> o CO . — » I/) CO 0) C\J Wm +J r— a CO CM CC i—l CC CO •r* + r— •^ Xi + co CM CC m Tm CO CM OS CM r— a» 1 cc co i—i <D > 1 cc CO •r4-> I—I 1 O CM cu •>-> o e •r» O *-o ">— ^~ •r« _Q DC CM + CO cc CO CM cc + + O t_> ID CO + <4- rtJ 00 co LU i 1 CM cc UJ CC CO C\J i—l CO a: 4-> i— 1 1 "^ >> CO CM i— cc .a +-> *"" c/> a: CM CO X) l-H o to SL E Q_ S_ ai CM CC i—i a: — cc + 4-> CO CM CM i l-H c co CO + » i—l OS i—i i—l CC I CC 1— "Sl- E (O S- C C n^«3 IrT^^s VI x <TJ Q iwkt ^*SJ^$^ o tn -T HI Ul O > •r— +-> -i- r— Q. E O E TJ O =3 X3 a 0) CJ J2 <U z o _^ iR^x^C^v _^ r <L> c o c — ><!r^k. _ /^y ^\ ^^Ckxm )C P&\M ( ^m^ V^' )^Cx o s <u 0) S- XV* CD CD 4- 1 J A>. [^m£] ~\ ^t yC. ) / \T3^ a> a> s- c o +J +j >> ^~ >> >» (_« 4-> +-> o ro X 4-> o fO X <a aj a) a> «a: 40 j= O X s- 3 en 3 Expe cted Success • Osing the probability of each mission success level, the average or expected number of successes per mission can be determined by weighing each number by its probability occurance then and This adding- of illustrated in the is following result: Expected number of objectives accomplished = (0) + (.250) (2) + (.296) (1) (.145) + (3) (.309) 1^66 Alternative measures of examined could be in a similar weighted as mission manner. success be Particularly, objectives importance, to could and specific combinations of accomplished objectives could be considered. Bell [1975], for example, suggested an approach which could be used in the case of a complex mission success criteria. 41 LIST OF REFERENCES 1. Barlow, R. E. Reliab ility Wilson, 2. and Proschan, F. Holt, T heory of Rinehart, and 1975. Merlin 3ell, Testing . Life and Stat istica l r Maintained G., Stanjdby Multi,-Phase Mission Reliability of NPS55Ey75121 Systems. Naval . Postgraduate School, Monterey, Ca., 1975. 3. Esary, J. P hased D. and Ziehms, Missi ons. Analysi s. R. E. Rubin, J. C, Barlow, Proceedings The of Reliability , Reliability In Singpurwalla, editors. 4. H. J. Tree Fa ult and of N. D. 1975. Reliability the and Fussell, B. SIAM., Analysis Complex of Net work s. Reliability Aero-Space and Maintainability Conference, 1964. 5. Weisburg, S. A. and Schmidt, J. for Est imatin g Siystem Re lia bility. 1966. Compute r Technique H., Proceedings of Annual Symposium on Reliability. 42 IEEE 7C26, the 1966. INITIAL DISTRIBUTION LIST No. 1. Defense Documentation Center Copies 2 Cameron Station Alexandria, Virginia 22314 2. Library, Code 0212 2 Naval Postgraduate School Monterey, California 93940 3. Chairman, Code 55 2 Department of Operations Research Naval Postgraduate School Monterey, California 93940 4. Professor J. D. Esacy, Code 55Ey 1 Department of Operations Research Naval Postgraduate School Monterey, California 93940 5. Professor H. B. Kline, Code 54Kx 1 Department of Administrative Sciences Naval Postgraduate School Monterey, California 93940 6. LT Steven E. Piinick, OSN RD 4, Box 60 Middletown, New York 10940 43 1 - MJ .t7 V ' < : r^aoi , 9 ft R 2H3 %% 265 2 7 24 OCT 78 An example nf u mission relL.,? hase <* . hty Ysis for a hf 2 652 an ^< 7' I- Thesis P5425 c.l 188142 i lnick An example of phased mission reliability analysis for a hypothetical naval weapons system. thesP5425 An su-»iiiaas 99319 3 2768 000 LIBRARY KNOX DUDLEY
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