6 Duality and Sensitivity
The optimal solution for a linear programming problem can be calculated by utilizing the simplex method. Yet, we may still ponder on whether we have truly discovered the optimal solution of our linear model. Furthermore, we could be concerned on what to do with the surplus of resources at our hands. In addition, the parameters that we utilized to formulate our model may not reflect the actual parameters. Those values may have been simply estimates that would guide us in identify a best possible outcome. Therefore, we are required to conduct further analysis and determine if indeed we have achieved optimization. In linear programming, analyzing the concept of duality and sensitivity is extremely useful. It gives us reassurance that our optimal solution would be feasible in reality. If it was not the best solution, we can now focus on how to reach the optimal solution and optimize our given objective.
The first issue that we may encounter is whether we utilized our surplus of resources wisely as we optimize our objective function. All linear programming problems have an associated linear programming problem called the dual [4]. We call our main problem the primal and the associated problem the dual. Analyzing the relationship of the optimization of both problems will give us good insight in weather resources were utilized wisely. The dual problem can be formulated by alternating our primal problem. If the primal problem’s objective
In the book “Dualed” by Elsie Chapman, we follow a 15 year old girl named West Grayer who lives in the city of Kersh. In this dystopian world, people are trained in advanced combat procedures and how to survive. In order to prove oneself that they are meant to live in this place, they are given an exact clone of themselves that is raised by a different family, that they must kill. West Grayer is your standard teen, long brown hair, average height, nothing to special. She lived with her brother Luc after the rest of her family died. And when Luc’s best friend, Chord, gets his assignment to kill his alt (his alternate) they go track him down. When they find him, Chord kills his alt, but not before Chord’s alt killed Luc. this sends West into
The budget analysis shows that the labor hours of the firm are higher than the budgeted amount. As such, the firm needs to evaluate the cost benefit analysis of making or buying their products. To make this decision, various factors need to be considered. Before making the decision, Peyton needs to evaluate the marginal costs and revenue of making versus buying the products. The firm should take the option which provides the highest marginal profit which is the
The following steps need to be taken to improve the performance of a system using the theory of constraints approach;
There are different departments mentioned in the Goal. There is the Herbie Number Two which is a treatment and basically is a furnace. There is a heat treat, Herbie and X. Rogo brought in an old machine they received for free which had previously been used at their plant in conjunction with two other machines in order to increase the capacity of the NCX-10 machine, which had been identified as one of the two bottlenecks (145). Materials go through different parts of the factory till they are completed. The factory also has two different resources which are bottleneck resources and non-bottleneck resources. Bottleneck resources are any resource whose capacity is equal to or less than the demand placed upon it. Non-bottleneck resources are any resource whose capacity is great than the demand placed upon it
In order to determine how many security guards Twentyfirst Century Electronics should hire, one must find the number of security guards in which the marginal benefit of having the security guards is greater than the marginal cost of the security guards. According to our text, “when a decision maker faces an unconstrained maximization problem and must choose among discrete levels of an activity, the activity should be increased if MB > MC and decreased if MB
Religion has been around for many years and has expanded throughout the world today. There have been many questions about religion, such as, how religion has evolved, how many religions are there and where did it all start? Many experts on religion have given guides to help answer the large amount of questions about religion. Therefore, religion in many different aspects and has it pros and cons just like any other complex subject in this world. Dualism is a key component to religions all around the world. Therefore, dualism in Zoroastrianism, Gnosticism, and Manichaeism influence three main religions.
The Theory of Constraints (TOC) developed by Goldratt and Cox (1986) is a production-flow management system. In every system there is one process, known as the constraint, which has the least capacity (or slowest production rate). Output for the entire system is determined by the production rate of this constraint, or bottleneck. Theory of Constraints is a pull system much like Toyota's manufacturing system. However, TOC is based on identifying and optimizing the bottleneck. Because the system cannot produce faster than the bottleneck production rate, the constraint should be fully utilized. A disadvantage to TOC is that it results in higher constraint utilization and greater throughput levels.
Anticipated impacts (both positive and negative) upon operating efficiencies, and recommend solutions to minimize the negative impacts.
This dissertation consists of seven chapters. The first chapter provides a general introduction and overview of the area of research, including a general introduction of 0-1 knapsack problem, Teaching learning based optimization (TLBO) and problem definition. The motivation is discussed along with the scope of the study and
Utilizing linear programming, a data analysis decision optimization tool, the recommended low-cost customer service employee daily assignment schedule, for a regularly schedule 16 hour work day, consist of 23 full-time employees and 41 part-time employees, at 348 hours, for a total burdened labor cost of MXN $45,800 (see Attachment 1).
The shadow prices for each of the constraints show how much the objective function would get better or worse by if the right hand side was increased by one unit. For instance if the total number of trucks needed for month 1 increased from 10 to 11, the cost would get better by $2485 or decrease by $2485 (since the shadow price is the negative of the dual price). The positive dual values for the long-term trucks show that using the long-term trucks instead of the short-term trucks actually
Goldratt describes another two terms of optimization. They are local optimization and global optimization. Optimization includes finding the "best available" values from the system which has a finite capacity along with few constraints. Local optimization has its solution in either maximal or minimal with a neighboring set of candidate solution, whereas a global optimization has its optimal solution among all possible solutions. Since TOC takes into account both interdependence and variation, the system optimum optimization as a whole is not the same as the sum of all the local optima. On combining the dynamic and detail complexity concepts of sense with the global objective versus local objective concepts of Goldratt in a simple 2 by 2 matrix gives us two diametrically opposed concepts. Systemic/global optimum approach is the first combination of dynamic complexity and global optimization. It is under the characterization of drum-buffer-rope, constraints accounting, critical chain, TQM ll, distribution/ marshaling with replenishment and constraint management model for strategy. However, Reductionist/local optimization approach is the second combination of detail complexity and local optimization. It is under the characterization of critical path management, lean production, ISO9000, ISO14000, TQM, kaizen, Six Sigma, MRP II,EPR , mrp, activity based costing, balance scorecard, operations research, scientific management, cost/ absorption accounting. Goldratt introduces the
Where X ⊂ Rn is a subset, and f , gi: X → R, i ∈ I = {1, 2, . . . , m} are continuously differentiable functions. Let X0= {x ∈ X|gi(x) ≤ 0, i = 1, 2, . . . , m} be the feasible solution set. Here we assume that X0 is nonempty. The penalty function method provides an important approach to solving (P), and it has attracted many researchers in both theoretical and practical aspects (see e.g. [1,8,9,11,12,18,25]). In 1967, Zangwill [25] first proposed the classic l1 exact penalty function:
The development of linear programming has been ranked among the most important scientific advances of the mid 20th century. Its impact since the 1950’s has been extraordinary. Today it is a standard tool used by some companies (around 56%) of even moderate size. Linear programming uses a mathematical model to describe the problem of concern. Linear programming involves the planning of activities to obtain an optimal result, i.e., a result that reaches the specified goal best (according to the mathematical model) among all feasible alternatives.
The speakers do a good presentation on the use of sensitivity analysis to determine how much scrap to buy as a function of the price of scrap. Seeing this tape is as valuable for future managers in the developed countries as it is for those in less developed countries: developed countries have no lock on either knowledge or technology, and not using the available tools of management science will hurt firms operating in highwage areas of the world when faced with competition that not only pays lower wages but also uses sophisticated