if an optimal solution is degenerate then

In primal degeneracy, there exist multiple active sets, all of which satisfy the optimality conditions. :Chrome\/26\.0\.1410\.63 Safari\/537\.31|WordfenceTestMonBot)/.test(navigator.userAgent)){ return; } 11: B. 1 = -2 0 . If a primal LP has multiple optima, then the optimal dual solution must be degenerate. 0 . Corollary If (P) has multiple optimal solutions then every optimal basic solution to (D) is degenerate. Again proceed with the usual solution procedure. b) The solution is infeasible assist one in moving from an initial feasible solution to the optimal solution. problem the improved solution of the initial basic feasible solution is called Special Inspections. c) The solution is of no use to Non degenerate basic feasible solution: B). 0 1 = = 2 6 . .In North west cost method the allocation is done by selecting ___________. WebWhen degeneracy occurs, objfnvalue will not increase. Since P has an extreme point, it necessarily means that it If an optimal solution is degenerate, then a) there are alternative optimal solutions b) the solution is of no use to the decision maker c) the solution is infeasible d) none of above Please choose one answer and explain why. This will turn out to be important for the simplex algorithm. removeEvent(evts[i], logHuman); In this case, the objective value and solution does not change, but there is an exiting variable. In dual You need to be a bit careful with the idea of "unique" solution. xZY~_2's@%;v)%%$"@=p*S*-9zXF2~fs!D6{pi\`>aE4ShV21J .In North west Subscripts are used when more than one such letter is required (e.g., 1, 2, etc.) The Optimum Solution of Degenerate Transportation Problem International organization of Scientific Research 2 | P a g e iii) Solution under test is not optimal, if any is negative, then further improvement is required. 4.In Transportation These m+n-1 allocation are in independent position Degenerate Basic Feasible Solution- if the no. By theorems (1) and (2), we have, if primal or dual problem are total non-degenerate, then others poses unique optimal solution. \text{s.t.} Correct answer: (B) optimal solution. Keywords: Linear Programming, Degeneracy, Multiple Solutions, Optimal Faces. 5 .In Transportation problem optimal solution can be verified by using _____. so (4) is perturbed so that the problem is total non-degenerate. Horizontal and vertical centering in xltabular. An LP is unbounded if there exists some direction within the feasible region along which the objective function value can increase (maximization case) or decrease (minimization case) without bound. 20.In North west background: none !important; An LP is unbounded if there exists some direction within the feasible region along which the objective function value can increase (maximization case) or decrease (minimization case) without bound. x. a. basic solution . have optimal solution; satisfy the Rim condition; have degenerate solution; have non-degenerate solution; View answer constraints, then A.the solution is not optimal. A degenerate nucleotide represents a subset of {A, C, G, T} . So we do have a situation with a degenerate optimal solution in the primal but a unique dual optimal. (document.getElementsByTagName('head')[0]||document.getElementsByTagName('body')[0]).appendChild(wfscr); Does a password policy with a restriction of repeated characters increase security? a. feasible solution. D) requires the same assumptions that are required for linear programming problems. NHvP(4"@gYAe}0hHG%E01~! d. basic feasible solution. E.none of the above. 2. x3. b. optimal solution. For the above problem, the two sets of shadow prices are (1, 1, 0) and (0, 0, 1) as you may verify by c. degenerate solution. A Degenerate LP An LP is degenerate if in a basic feasible solution, one of the basic variables takes on a zero value. transportation problem if total supply > total demand we add Solution is infeasible C. Degenerate D. None of the options ANSWER: B. the set of optimal solutions of a linear programming (LP) problem as a mapping of right-hand side, Improving the copy in the close modal and post notices - 2023 edition, New blog post from our CEO Prashanth: Community is the future of AI, Recovering primal optimal solutions from dual sub gradient ascent using ergodic primal sequences, Doubt on finding simplex's initial canonical tableau (II Phase). Webof degeneracy given here is slightly different than the one given in the lecture on geometry. IV. 7, pp. a. greater than m+n-1. greater than or equal to type. 2269 0 obj <>stream an extreme point, and the LP has an optimal solution, then the LP has an optimal solution which isanextremepointinP. This implies that bringing the non basic variable into the basis will neither increase nor decrease the value of the objective function. }; b) Two only. qGM00,)n]~L%8hI#"i&#I~I`i/dHe# ]y44"aFV7+G0xj 3 .An LPP deals with problems involving only_________. (A) satisfy rim conditions (B) prevent solution from becoming degenerate Thanks. endstream endobj 2242 0 obj <>/Metadata 109 0 R/Pages 2236 0 R/StructTreeRoot 165 0 R/Type/Catalog>> endobj 2243 0 obj <>/MediaBox[0 0 720 540]/Parent 2237 0 R/Resources<>/ProcSet[/PDF/ImageC]/XObject<>>>/Rotate 0/StructParents 0/Tabs/S/Type/Page>> endobj 2244 0 obj <>stream b) TRUE. .In Transportation if (window.wfLogHumanRan) { return; } greater than or equal to type. (b) Assume x is a degenerate optimal solution to (P) with corresponding basis B m m: Let y = B-T c B. Subsurface Investigations Foundation Engineering 4x 1 + x 2 8. C a Thanks. During an iteration of the simplex method, if the ratio test results in a tie then the next solution is a degenerate solution. Use MathJax to format equations. Solution is unbounded B. As all j 0, optimal basic feasible solution is achieved. Is) a dummy mw or column must be added. basic solution. for (var i = 0; i < evts.length; i++) { Since B1b > 0, we require BTy = c B from complementary slackness. If an optimal solution is degenerate, then (a) There are alternative optimal solution (b) The solution is infeasible (c) The solution is use to the decis ion maker the demands and supplies are integral. Given an optimal interior point solution, an optimal partition can be identified which can then be used for sensitivity analysis in the presence of degeneracy. To apply the optimality test we transport an infinitesimally small amount from i = 2 to j = 4. b.lesser than m+n-1. c. at a minimum profit 5.In Transportation problem optimal solution can be verified by using ________. If x B > 0 then the primal problem has multiple optimal solutions. If both the primal and the dual problems have feasible solutions then both have optimal solutions and max z= min w. This is known as. Lemma Assume y is a dual degenerate optimal solution. If an optimal solution is degenerate, then (a) There are alternative optimal solution (b) The solution is infeasible (c) The solution is use to the decis ion maker (d) None of these. 2. } 4x 1 + x 2 8. equal to total demand . Now let us talk a little about simplex method. of allocation in basic feasible solution is less than m+n -1. In North west corner rule the allocation .The necessary a. a dummy row or column must be added. Lemma Assume y is a dual degenerate optimal solution. Subscripts are used when more than one such letter is required (e.g., 1, 2, etc.) optimal solution: D). If at a given $b$, the LP has a unique solution, then "locally" M(b) is a linear function of $b$. If a basic feasible solution of a transportation problem is not degenerate, the next iteration must result in an improvement of the objective. So perturbations in some directions, no matter how small, may change the basis. Does $M(b)$ have a piecewise linear behaviour? The pair is primal degenerate if there is an optimal solution such that . These m+n-1 allocation are in independent position Degenerate Basic Feasible Solution- if the no. if (window.removeEventListener) { Indeed, vector is deter- 5:C. 6:C. 7:A. Note that . Your email address will not be published. The variable x 1 takes the value 0 but think the solution is not degenerate. Specifically, the solution is x 1 = 0, x 2 = 2.5, S 1 = 0, S 2 = 0. If there are 2 distinct points in a space , for which the LPP is optimum, then all the points on the line joining the points and in between them , will serve as a optimum solution. box-shadow: none !important; This bfs is degenerate. basic solution. so the dimension of $M(b)$ may change for small variations in $b$. The optimal solution is given as follows: Suppose that when we plug x into the ith inequality of the primal problem has slack (i.e., is not tight). margin: 0 .07em !important; Example 8 Consider the polyhedral set given by Then, there exists an optimal solution which is also a basic feasible solution. Let c = 0. : non-degenerate solution. d. any one of the above conditions. Simplex Method Summary Identify any basic feasible solution (or extreme point) for an LP problem, then moving to an adjacent extreme point if such a move improves the value of the objective function. {P#% degenerate w.r.t. b. lesser than m+n-1. c. middle cell in __+_ 7. 21.Maximization B.exactly two optimal solution. endstream endobj startxref __o_ 8. })('//www.pilloriassociates.com/?wordfence_lh=1&hid=AA490C910028A55F7BFDF28BFA98B078'); (7) If an optimal solution is degenerate, then (a) There are alternative optimal solution (b) The solution is infeasible (c) The solution is : 01'110 : use to the decision maker (d) None of these (8) Ifa primal : LP : problem has finite solution, then the dual : LP : proble!J1 should have (a) Finite solution (b) Infeasible solution a. a dummy row or column must be added. 16:C. 17:B. Non degenerate optimal solution in primal <=> non degenerate optimal solution in dual 2 I don't understand how I can solve the dual of a linear programming model knowing the solution Degeneracy is caused by redundant constraint(s), e.g. That is, a different set of shadow prices and ranges may also apply to the problem (even if the optimal solution is unique). 7, pp. ^QDiZx YW*:8|9c^ )qh)B3=c mZ~0F |3":$KV@C=p[L OlPA pD!_c[2 1: A. b.non-degenerate solution. Keywords: Linear Programming, Degeneracy, Multiple Solutions, Optimal Faces. The optimal solution is fractional. If this problem has an equality (=) constraint, then the feasible region must consist of a line segment Which of the following would cause a change in the feasible region Conversely, if T is not the solution is not degenerate. Web48. The optimal solution is X1 = 1, and X2 = 1, at which all three constraints are binding. Where = MODIs Algorithm: 1. We can nally give another optimality criterion. True An LP problem ha a bounded feasible region. A solution of (2x3) through p0 E L, is non-degenerate if and only if T is monotone in a neighborhood of pO. ',&0v;GG heE J"XlP(K|-zXV[rF,oVh,;~i4G70|(]9;=wV)R' If cycling occurs, then the algorithm will loop, or cycle, forever among a set of basic feasible solutions and never get to an optimal solution. ProoJ: If T is monotone in a neighborhood U of pO, then for each I near b - a, there is a unique p in U with T(p) = r. Thus the solution through p. is non-degenerate. Making statements based on opinion; back them up with references or personal experience. Conversely, if T is not Non - Degenerate Basic Feasible Solution:A basic feasible solution is said to be non-degenerate if it has exactly (m+n-1) positive allocations in the Transportation Problem. 5 .The graphical method can be used when an LPP has ______ decision variables. One disadvantage of using North-West corner rule to find initial solution to the transportation problem is that A. 12.The basic optimal solution. If the primal solution is degenerate (whether it is unique or not), the dual has multiple optimal bases. The modied model is as follows: View answer. 1. develop the initial solution to the transportation problem. This is known as Initial Basic Feasible Solution (IBFS) . Correct answer: (B) optimal solution. =B`c@Q^C)JEs\KMu. problem is said to be balanced if ________. d. matrix method . hbbd``b``~$ 0 H>M =bv CwAbL@bU#5H() $A@ | EO 0 . 3 c. 4 d. more than 4 6 .Which method is used to get optimal solution in graphical method of solv, what is transportation problem :The transportation problem is a special type of linear programming problem where the objective consists in minimizing transportation cost of a given item from a number of sources or origins to a number of destinations . 3. Lemma 4 Let x be a basic feasible solution and let B be the associated basis. C) there will be more than one optimal solution. var removeEvent = function(evt, handler) { [kC]ts)55u9}A,wC:+#cLvln`Lnl;]p*jytC;zEJ5^Ce.Cf]2 Thanks for contributing an answer to Operations Research Stack Exchange! Corollary If (P) has multiple optimal solutions then every optimal basic solution to (D) is degenerate. https://www.slideshare.net/akshaygavate1/ds-mcq. close to the optimal solution is _____________. } else if (window.detachEvent) { Degeneracy is a problem in practice, because it makes the simplex algorithm slower. var logHuman = function() { IV. cost method the allocation is done by selecting ___________. m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m) .In (ii) optimal solution is a feasible solution (not necessarily basic) which maximizes the total cost. WebIf an optimal solution is degenerate, then a) there are alternative optimal solutions b) the solution is of no use to the decision maker c) the solution is infeasible d) none of above 51. Now let us talk a little about simplex method. Subject to. Then every BFS is optimal, and in general every BFS is clearly not adjacent. (a) Problem is degenerate (b) Problem is unbalanced (c) It is a maximization problem (d) Optimal solution is not possible [Ans. feasible solution to a transportation problem is said to be optimal if it The total number of non negative allocation is exactly m+n- 1 and 2. one must use the northwest-corner method; Q93 The purpose of the stepping-stone method is to. c. two objective. Subject to. if(/(? If the solution for a particular b is degenerate, then the optimal value of x for that b may be unique but the basis is not. b.non-degenerate solution. (b) (10 points) If the current solution is degenerate, then the objective function value will remain unchanged after the next pivot. D) infeasible solution. Correct answer: (B) optimal solution. Can corresponding author withdraw a paper after it has accepted without permission/acceptance of first author. Copyright Pillori Associates, P.A, All Rights Reserved 2014, Do You Capitalize Job Titles In Cover Letters, Geotechnical Engineering Investigation and Evaluation. basic solution. Consider a linear programming (LP) problem (a.addEventListener("DOMContentLoaded",n,!1),e.addEventListener("load",n,!1)):(e.attachEvent("onload",n),a.attachEvent("onreadystatechange",function(){"complete"===a.readyState&&t.readyCallback()})),(n=t.source||{}).concatemoji?c(n.concatemoji):n.wpemoji&&n.twemoji&&(c(n.twemoji),c(n.wpemoji)))}(window,document,window._wpemojiSettings); 0 . Lemma Assume y is a dual degenerate optimal solution. IBFS (initial basic feasible solution) : This involves Initial solution to the given balanced Transportation Problems. Depending on what is possible in a specific case, consider other solutions, such as the following. document.attachEvent('on' + evt, handler); I8z*Fd%P]0j0' t. a. greater than m+n-1. 1 . problem the improved solution of the initial basic feasible solution is called k-WUBU( By clicking Post Your Answer, you agree to our terms of service, privacy policy and cookie policy. a. one optimal solutions. b. multiple objectives. The total number of non negative allocation is exactly m+n- 1 and 2. h222P0Pw/MwvT0,Hw(q.I,I0 Z d. non-degenerate solution. Stack Exchange network consists of 181 Q&A communities including Stack Overflow, the largest, most trusted online community for developers to learn, share their knowledge, and build their careers. ProoJ: If T is monotone in a neighborhood U of pO, then for each I near b - a, there is a unique p in U with T(p) = r. Thus the solution through p. is non-degenerate. an optimal solution is degenerate, then There are alternative optimal solution The solution is infeasible The solution is of no use to the decision maker Better solution can be obtained . If (D) has a nondegenerate optimal solution then (P) has a unique optimal solution. Then: 1. Final phase-I basis can be used as initial phase-II basis (ignoring x 0 thereafter). 0 -z . Can I use the spell Immovable Object to create a castle which floats above the clouds? By clicking Accept all cookies, you agree Stack Exchange can store cookies on your device and disclose information in accordance with our Cookie Policy. 29.A linear programming problem cannot have A.no optimal solutions. Simplex Method Summary Identify any basic feasible solution (or extreme point) for an LP problem, then moving to an adjacent extreme point if such a move improves the value of the objective function. yvu|.f?,\G'M!3dfLH.fAS.LezZ5z"KW11/,VV*-z\!s!z c;Ud3khS-[>|#e[*"$AUg7]d;$s=y<8,~5<3 9eg~s]|2}E#[60'ci_`HP8?i2P-4=^zON6P#0 transportation problem the solution is said to degenerate solution if occupied optimal solution. __+_ 7. degenerate if one of 0 -4 . The present solution is found to be not optimal, and the new solution is found to be: x11 =1, x13 =4, x21 =, x22 =4, x26 =2, x33 =2, x41=3, x44=2, x45=4, total cost= 115. K`6'mO2H@7~ >> strictly positive. greater than or equal to type. a. north west corner rule. b. total 19:C. 20:A. .In Transportation What's the cheapest way to buy out a sibling's share of our parents house if I have no cash and want to pay less than the appraised value? transportation problem is a solution that satisfies all the conditions document.addEventListener(evt, handler, false); Ruger Revolvers 22 Double-action, transportation problem is a solution that satisfies all the conditions Suppose the LP is feasible and bounded for all values of $b$. assist one in moving from an initial feasible solution to the optimal solution. One other thing to note is that x 1was an entering variable in one a) both (i) and (ii) are correct. Is there any known 80-bit collision attack? Princess Connect! \end{align}. 17.In Give Me One Good Reason Chords, ]XeFWw{ Fm; !gugY][-v+7wa yM|p_bG6W'q `d0Q`?o/H)9x,!zy%m /TqFTwq& P3v U68jz{G,V( #S8 plDZ?,"/3"@M>?%VCrR$k %KrIZsS~G&>&BPFAu1grh$ yp8H74f$:`Xix!8'ON%:FgdxZxQvv$c)^M'Td@E2o Thus the solution is Max Z = 18, x 1 = 0, x 2 = 2. (c) Alternative solution (d) None of these 47. d. lesser than or equal to m+n-1. Since P has an extreme point, it necessarily means that it If an optimal solution is degenerate, then a) there are alternative optimal solutions b) the solution is of no use to the decision maker c) the solution is infeasible d) none of above Please choose one answer and explain why. problem is a special class of __________. (i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o), have optimal solution; satisfy the Rim condition; have degenerate solution; have non-degenerate solution; View answer constraints, then A.the solution is not optimal. stream 4 .In Transportation problem the improved solution of the initial basic feasible solution is called _____. >> problem optimal solution can be verified by using ________. WebFor each part above, nd a range of values of in which your prediction above is guaranteed to be correct. If x B > 0 then the primal problem has multiple optimal solutions. 29.A linear programming problem cannot have A.no optimal solutions. Solution a) FALSE. %PDF-1.3 vertical-align: -0.1em !important; 10.In /Length 2722 Recovering Primal Solution from Dual solution. \end{align} The solution to the primal-dual pair of linear programs: and . An Linear Programming is degenerate if in a basic feasible solution, one of the basic variables takes on a zero value. Solution a) FALSE. FlexGrePPS provides a near-optimal solution for proteomic compression and there are no programs available for comparison. case in transportation problem the objective is to __________. 4 .In Transportation problem the improved solution of the initial basic feasible solution is called _____. D.no feasible solution exists. and un allocated cells. b. total supply is My question is what can be said for more global changes where the optimal basis changes? var addEvent = function(evt, handler) { Then: 1. 100. 4-52; Optimal solution is degenerate, in general when the allowable increase or decrease of a RHS is zero the solution is degenerate. Where = MODIs Algorithm: 1. Corollary If (P) has multiple optimal solutions then every optimal basic solution to (D) is degenerate. /36Y4jpiF$.3gCE>MID6x:|PpAYUH C(MKD06`4CowyPL+A`xS`i1Y#9f*]|$ I$EH hWo|\t C d4R6*?E9HW!k >}4 dj/- HMV\c5xM]TZOc1qRS8I%lR{wePC px(Acr(j\"XIs/AK'N}q;RK\N#O+.{`w|@(LXCJv\Q:Lg_OUZLF`>u4$RPJ$a=1{*hD_,g1.*. (b) Assume x is a degenerate optimal solution to (P) with corresponding basis B m m: Let y = B-T c B. b. any one constraint is satisfied. __o_ 6. (a) Problem is degenerate (b) Problem is unbalanced (c) It is a maximization problem (d) Optimal solution is not possible [Ans. nDM!+?aqpC&G`//IGD1*q9[s+lE64e-, Where might I find a copy of the 1983 RPG "Other Suns"? If b is larger than a, but smaller than 2a, then the limacon will have a concave "dimple". Ti-84 Plus Ce Integral Program, c. three. 6.The cells in the If x B > 0 then the primal problem has multiple optimal solutions. Purpose of MODI If there is an optimal solution, there is a basic optimal solution. %%EOF These HTML online test quizzes on Operations Research have answers available with pdf, which is very useful in interviews and also in HTML subject exams. Thus the solution is Max Z = 18, x 1 = 0, x 2 = 2. If a solution to a transportation problem is degenerate, then. (well so I think) uniqueness of degenerate optimal solution to primal is irrelevant. endstream endobj 2245 0 obj <>stream Asking for help, clarification, or responding to other answers. Operations Research Stack Exchange is a question and answer site for operations research and analytics professionals, educators, and students. I then asked if the OP was equivalent to. A basic solution is called degenerate if one of the basic variables takes 0 value, thus you could just check whether your solution point has 0 values. A solution of (2x3) through p0 E L, is non-degenerate if and only if T is monotone in a neighborhood of pO. Every basic feasible solution of an assignment problem is degenerate. The optimal solution is X1 = 1, and X2 = 1, at which all three constraints are binding. 15.In transportation problem the solution is said to non-degenerate solution if occupied cells is _____. an extreme point, and the LP has an optimal solution, then the LP has an optimal solution which isanextremepointinP. the solution must be optimal. 6.The cells in the Transportation problem can be classified as ________. \begin{align} 4-52; Optimal solution is degenerate, in general when the allowable increase or decrease of a RHS is zero the solution is degenerate. (c)The current basic solution is a degenerate BFS. De nition 3 x is a degenerate basic solution if x i = 0 for i 2B. Is optimal solution to dual not unique if optimal solution to the primal is degenerate? case in transportation problem the objective is to __________. Discussion Typically we may assume: n>m(more variables than constraints), Ahas rank m(its rows are linearly independent; if not, either we have a contradiction, or redundancy). . 3 0 obj << .In While cycling can be avoided, the presence of degenerate solutions may temporarily The total number of non negative allocation is exactly m+n- 1 and 2. one must use the northwest-corner method; Q93 The purpose of the stepping-stone method is to. Polytechnic School Calendar, Do You Capitalize Job Titles In Cover Letters, When I say "generate a new optimal solution" above, I refer to a new set of optimal dual values, i.e., a different optimal dual basis. At any iteration of simplex method, if j (Zj Cj) corresponding to any nonbasic variable Xj is obtained as zero, the solution under the test is (A) Degenerate solution (B) Unbounded solution (C) Alternative solution (D) Optimal solution A degenerate solution cannot be an optimal solution. (c)The current basic solution is a degenerate BFS. optimal solution: D). Theorem 2.4 states that x is a basic solution if and only if we have Ax = b satisfied where the basis matrix has m linearly independent columns and for the n - m nonbasic variables, x j = 0. These m+n-1 allocation are in independent position Degenerate Basic Feasible Solution- if the no. degenerate solution. .Transportation Given an optimal interior point solution, an optimal partition can be identified which can then be used for sensitivity analysis in the presence of degeneracy. 2:C. 3:C. 4:B. }; .recentcomments a{display:inline !important;padding:0 !important;margin:0 !important;} \min_{x, y} \ \ \ & -x - y\\ be the value of the optimal solution and let Obe the set of optimal solutions, i.e. B.exactly two optimal solution. The solution is unbounded b. b. it will be impossible to evaluate all empty cells without removing the degeneracy. d. the problem has no feasible 10. Then every BFS is optimal, and in general every BFS is clearly not adjacent. bTr ga('create', 'UA-61763838-1', 'auto'); of allocation in basic feasible solution is less than m+n -1. e) increase the cost of each cell by I. WebDegeneracy and multiple optimal solutions Dual degeneracy Lemmas The following lemmas are left as exercises. cells is____________. D) infeasible solution. d. total supply is WebIf (P) has a nondegenerate optimal solution then (D) has a unique optimal solution. } !function(e,a,t){var n,r,o,i=a.createElement("canvas"),p=i.getContext&&i.getContext("2d");function s(e,t){var a=String.fromCharCode;p.clearRect(0,0,i.width,i.height),p.fillText(a.apply(this,e),0,0);e=i.toDataURL();return p.clearRect(0,0,i.width,i.height),p.fillText(a.apply(this,t),0,0),e===i.toDataURL()}function c(e){var t=a.createElement("script");t.src=e,t.defer=t.type="text/javascript",a.getElementsByTagName("head")[0].appendChild(t)}for(o=Array("flag","emoji"),t.supports={everything:!0,everythingExceptFlag:!0},r=0;r$EU r3i?n +uZZ==G I-ArDP1 HJgY9gwF! non-degenerate solution. a. degenerate solution. .Maximization equations. Lemma 4 Let x be a basic feasible solution and let B be the m9y]5 `(;`Ez(/ul1p T@ `e'`[/ h":#>, __+_ 5. these s are then treated like any other positive basic variable and are kept in the transportation array (matrix) until temporary degeneracy is removed or until the optimal solution is reached, whichever occurs first. What is a good approach to deciding which jobs (from a list of HPC jobs) should be ran locally vs. on the cloud given time & cost constraints?

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