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Material theory (or more formally the mathematical theory of inventory and production) is the sub-specialty within operations research and operations management that is concerned with the design of production/ inventory systems to minimize
cost In production, research, retail, and accounting, a cost is the value of money that has been used up to produce something or deliver a service, and hence is not available for use anymore. In business, the cost may be one of acquisition, in which ...
s: it studies the decisions faced by firms and the military in connection with manufacturing, warehousing, supply chains, spare part allocation and so on and provides the mathematical foundation for logistics. The inventory control problem is the problem faced by a firm that must decide how much to order in each time period to meet demand for its products. The problem can be modeled using mathematical techniques of
optimal control Optimal control theory is a branch of mathematical optimization that deals with finding a control for a dynamical system over a period of time such that an objective function is optimized. It has numerous applications in science, engineering an ...
,
dynamic programming Dynamic programming is both a mathematical optimization method and a computer programming method. The method was developed by Richard Bellman in the 1950s and has found applications in numerous fields, from aerospace engineering to economics. ...
and network optimization. The study of such models is part of inventory theory.


Issues

One issue is infrequent large orders vs. frequent small orders. Large orders will increase the amount of inventory on hand, which is costly, but may benefit from volume discounts. Frequent orders are costly to process, and the resulting small inventory levels may increase the probability of stockouts, leading to loss of
customer In sales, commerce, and economics, a customer (sometimes known as a client, buyer, or purchaser) is the recipient of a good, service, product or an idea - obtained from a seller, vendor, or supplier via a financial transaction or exchange for ...
s. In principle all these factors can be calculated mathematically and the
optimum Mathematical optimization (alternatively spelled ''optimisation'') or mathematical programming is the selection of a best element, with regard to some criterion, from some set of available alternatives. It is generally divided into two subfi ...
found. A second issue is related to changes in demand (predictable or random) for the product. For example, having the needed merchandise on hand in order to make sales during the appropriate buying season(s). A classic example is a toy store before
Christmas Christmas is an annual festival commemorating the birth of Jesus Christ, observed primarily on December 25 as a religious and cultural celebration among billions of people around the world. A feast central to the Christian liturgical year, ...
: if the items are not on the shelves, they cannot be sold. And the wholesale market is not perfect' there can be considerable delays, particularly with the most popular toys. So, the entrepreneur or business manager will buy speculatively. Another example is a furniture store. If there is a six-week, or more, delay for customers to receive merchandise, some sales will be lost. A further example is a restaurant, where a considerable percentage of the sales are the
value-added In business, total value added is calculated by tabulating the unit value added (measured by summing unit profit sale price and production cost">Price.html" ;"title="he difference between Price">sale price and production cost], unit depreciation ...
aspects of food preparation and presentation, and so it is rational to buy and store somewhat more to reduce the chances of running out of key ingredients. The situation often comes down to two key questions: confidence in the merchandise selling, and the benefits accruing if it does? A third issue comes from the view that inventory also serves the function of decoupling two separate operations. For example, work in process inventory often accumulates between two departments because the consuming and the producing department do not coordinate their work. With improved coordination this buffer inventory could be eliminated. This leads to the whole philosophy of Just In Time, which argues that the costs of carrying inventory have typically been underestimated, both the direct, obvious costs of storage space and insurance, but also the harder-to-measure costs of increased variables and complexity, and thus decreased flexibility, for the business enterprise.


Inventory models

The mathematical approach is typically formulated as follows: a store has, at time k, x_k items in stock. It then orders (and receives) u_k items, and sells w_k items, where w follows a given probability distribution. Thus: : x_ = x_k + u_k - w_k : u_k \ge 0 Whether x_k is allowed to go negative, corresponding to back-ordered items, will depend on the specific situation; if allowed there will usually be a penalty for back orders. The store has costs that are related to the number of items in store and the number of items ordered: :c_k = c(x_k, u_k). Often this will be in additive form: c_k = p(x_k) + h(u_k) The store wants to select u_k in an optimal way, i.e. to minimize : \sum_^T c_k. Many other features can be added to the model, including multiple products (denoted x_), upper bounds on inventory and so on. Inventory models can be based on different assumptions:W. Hopp, M. Spearman, ''Factory Physics'', 3rd ed. Waveland Press, 2011 *Nature of demand: constant, deterministically time-varying or stochastic *
Cost In production, research, retail, and accounting, a cost is the value of money that has been used up to produce something or deliver a service, and hence is not available for use anymore. In business, the cost may be one of acquisition, in which ...
s:
variable Variable may refer to: * Variable (computer science), a symbolic name associated with a value and whose associated value may be changed * Variable (mathematics), a symbol that represents a quantity in a mathematical expression, as used in many ...
versus
fixed Fixed may refer to: * ''Fixed'' (EP), EP by Nine Inch Nails * ''Fixed'', an upcoming 2D adult animated film directed by Genndy Tartakovsky * Fixed (typeface), a collection of monospace bitmap fonts that is distributed with the X Window System * F ...
*Flow of time: discrete versus
continuous Continuity or continuous may refer to: Mathematics * Continuity (mathematics), the opposing concept to discreteness; common examples include ** Continuous probability distribution or random variable in probability and statistics ** Continuous g ...
* Lead time: deterministic or stochastic *
Time horizon Time is the continued sequence of existence and events that occurs in an apparently irreversible succession from the past, through the present, into the future. It is a component quantity of various measurements used to sequence events, to co ...
: finite versus infinite (T=+∞) *Presence or absence of back-ordering * Production rate: infinite, deterministic or random *Presence or absence of quantity discounts *Imperfect quality * Capacity: infinite or limited *
Product Product may refer to: Business * Product (business), an item that serves as a solution to a specific consumer problem. * Product (project management), a deliverable or set of deliverables that contribute to a business solution Mathematics * Produ ...
s: one or many *
Location In geography, location or place are used to denote a region (point, line, or area) on Earth's surface or elsewhere. The term ''location'' generally implies a higher degree of certainty than ''place'', the latter often indicating an entity with an ...
: one or many *Echelons: one or many


Classic models

Although the number of models described in the literature is immense, the following is a list of classics: * Infinite fill rate for the part being produced: Economic order quantity model, a.k.a. Wilson EOQ Model * Constant fill rate for the part being produced: Economic production quantity model * Orders placed at regular intervals: fixed time period model * Demand is random, only one replenishment: classical Newsvendor model * Demand is random, continuous replenishment:
Base stock model The base stock model is a statistical model in inventory theory.W.H. Hopp, M. L. Spearman, Factory Physics, Waveland Press 2008 In this model inventory is refilled one unit at a time and demand is random. If there is only one replenishment, then the ...
* Continuous replenishment with backorders: (Q,r) model * Demand varies deterministically over time: Dynamic lot size model or Wagner-Whitin model * Demand varies deterministically over time:
Silver–Meal heuristic The Silver–Meal heuristic is a production planning method in manufacturing, composed in 1973EA Silver, HC Meal, A heuristic for selecting lot size quantities for the case of a deterministic time-varying demand rate and discrete opportunities for ...
* Several products produced on the same machine: Economic lot scheduling problem


See also

* Safety stock * Inventory optimization * Inventory management software * Supply chain management * Warehouse management system


References


Further reading

* International Journal of Inventory Research is an
academic journal An academic journal or scholarly journal is a periodical publication in which scholarship relating to a particular academic discipline is published. Academic journals serve as permanent and transparent forums for the presentation, scrutiny, and ...
on inventory theory publishing current research. Classic books that established the field are: * Kenneth J. Arrow, Samuel Karlin, and Herbert E. Scarf: Studies in the Mathematical Theory of Inventory and Production, Stanford University Press, 1958 * Thomson M. Whitin, G. Hadley, Analysis of Inventory Systems, Englewood Cliffs: Prentice-Hall 1963 Many university courses in inventory theory use one or more of the following current textbooks: * Silver, Edward A., David F. Pyke, and Rein Peterson. Inventory Management and Production Planning and Scheduling, 3rd ed. Hoboken, NJ: Wiley, 1998. * Zipkin, Paul H. Foundations of Inventory Management. Boston: McGraw Hill, 2000. * Axsaeter, Sven. Inventory Control. Norwell, MA: Kluwer, 2000. * Porteus, Evan L. Foundations of Stochastic Inventory Theory. Stanford, CA: Stanford University Press, 2002. * Simchi-Levi, David, Xin Chen, and Julien Bramel. The Logic of Logistics: Theory, Algorithms, and Applications for Logistics Management, 2nd ed. New York: Springer Verlag, 2004. * Sethi, S.P., Yan, H., and Zhang, H.
''Inventory and Supply Chain Management with Forecast Updates''
in series International Series in Operations Research & Management Science, Springer, NY, NY, 2005.(310 pages - ) * Beyer, D., Cheng, F., Sethi, S.P., and Taksar, M.I.
''Markovian Demand Inventory Models''
in series: International Series in Operations Research and Management Science, Springer, New York, NY, 2010. (253 pages - ) Inventory optimization * Tempelmeier, Horst. Inventory Management in Supply Networks, 3rd. Edition, Norderstedt (Books on Demand) 2011, * Snyder, Lawrence V. Fundamentals of Supply Chain Theory, 2nd ed. Hoboken, NJ: John Wiley & Sons, Inc, 2019. * Rossi, Roberto. Inventory Analytics. Cambridge, UK: Open Book Publishers, 2021. {{ISBN, 978-1-800-64176-1