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Page 1: Facility Planning 1791

Facility Planning

• Definition and Objectives

• Engineering Design Process

• Important Factors to Evaluate Facility Plans

• Evaluation of Alternative Facility Plans- Pairwise Comparison Technique - Factor Analysis Technique

- Prioritization Matrix

• Material Handling Checklist

• Principles of Material Handling

• Objectives of Facility Layout

• Traditional Facility Layout Procedures- Naddler’s Ideal System Approach - Immer’s Basic Steps

- Apple’s Plant Layout Procedure - Reed’s Plant Layout Procedure

- Muther’s Systematic Layout Planning

• Information Gathering- Information about Product - Information about Process

- Information about Schedule

Page 2: Facility Planning 1791

Definition of Facility Planning

Facility Planning determines how an activity’s tangible fixed assets

best support achieving the activity’s objectives.

Examples:

a. In manufacturing, the objective is to support production.

b. In an airport, the objective is to support the passenger airplane interface.

c. In a hospital, the objective is to provide medical care to patients.

Page 3: Facility Planning 1791

Hierarchy of Facility Planning

Location: is the placement of a facility with respect to customers, suppliers, and other facilities with which it interfaces.

Structure: consists of the building and services (e.g., gas, water, power, heat, light, air, sewage).

Layout: consists of all equipment, machinery, and furnishings within the structure.

Handling System: consists of the mechanism by which all interactions required by the layout are satisfied (e.g., materials, personnel, information, and equipment handling systems).

Facility Planning

Structural Design

Facility Location

Facility Design

Layout Design

Handling System Design

Page 4: Facility Planning 1791

Significance of Facility Planning

1. Since 1955, approximately 8% of the gross national product (GNP) is spent in new facilities in the U.S. :

2. It is estimated that 20 to 50 % of operating costs within manufacturing are attributed to material handling. It is generally agreed that effective facilities planning can reduce material handling costs by 10 to 30 %.

Industry

Manufacturing

Public Utilities

Commercial

Communication

• • •

Total

GNP %

3.2

1.6

1.5

1.0

• • •

8.0

Page 5: Facility Planning 1791

Strategic Facilities Planning Issues

1. Number, location, and sizes of warehouses and/or distribution centers.

2. Centralized versus decentralized storage supplies, raw materials, work-in-process, and finished goods for single- and multi-building sites, as well as single- and multi-site companies.

3. Acquisition of existing facilities versus design of model factories and distribution centers of the future.

4. Flexibility required because of market and technological uncertainties.

5. Interface between storage and manufacturing.

6. Level of vertical integration, including "subcontract versus manufacture" decisions.

7. Control systems, including materials control and equipment control.

8. Movement of materials between buildings, between sites.

9. Changes in customers' and suppliers' technology as well as firm's own manufacturing technology and materials handling, storage, and control technology.

10. Design-to-cost goals for facilities.

Page 6: Facility Planning 1791

Facility Planning Objectives

1. Support the organization's mission through improved material

handling, materials control, and good housekeeping.

2. Effectively utilize people, equipment, space, and energy.

3. Minimize capital investment.

4. Be flexible and promote ease of maintenance.

5. Provide for employee safety and job satisfaction.

Page 7: Facility Planning 1791

Engineering Design Process

• Typically, design problems do not have well-defined, unique, optimum solutions. We are interested in obtaining a satisfactory solution.

• General Procedure for Solving Engineering Design Problems

1. Formulate the problem.

2. Analyze the problem.

3. Search for alternative solutions.

4. Evaluate the design alternatives.

5. Select the preferred design.

6. Implement the design.

Page 8: Facility Planning 1791

Application of the Engineering Design Process to Facility Planning

1. Define (or redefine) the objective of the facility:

Specify quantitatively the products to be produced or service to be provided.

2. Specify the primary and support activities to be performed in accomplishing the objective:

Requirements for primary activities include operations, equipment, personnel, and material flows.

3. Determine the interrelationships among all activities:

Both qualitative and quantitative relationships should be defined.

4. Determine the space requirements for all activities:

These are determined considering the equipment, materials, and personnel requirements.

5. Generate alternative facility plans:

Including alternative facility locations and alternative designs for the facility.

6. Evaluate alternative facility plans:

Determine the important factors (see list of factors). For each candidate plan, evaluate if and how those factors will affect the facility and its operations.

Page 9: Facility Planning 1791

Application of the Engineering Design Process to Facility Planning (cont.)

7. Select a facility plan:

Cost may not be the only major consideration.

Use the information in step 6 to determine a plan (pairwise comparison is a good ranking procedure).

8. Implement the facility plan:

Considerable amount of planning must precede the construction of a facility or the layout of an area.

9. Maintain and adapt the facility plan:

The facility plan must be modified as new requirements are placed, e.g., new energy saving measures, changes in product design may require different flow pattern or handling equipment, etc.

10. Redefine the objective of the facility:

Similar to step 1.

Changes in product design and/or quantities may require changes into the layout plan.

Page 10: Facility Planning 1791

Important Factors to Evaluate Facility Plans

In developing well-thought facilities design alternatives it is important to look into issues

such as:

a) Layout characteristics

- total distance traveled

- manufacturing floor visibility

- overall aesthetics of the layout

- ease of adding future business

b) Material handling requirements

- use for the current material handling equipment

- investment requirements on new equipment

- space and people requirements

Page 11: Facility Planning 1791

Important Factors to Evaluate Facility Plans (cont.)

c) Unit load implied

- impact on WIP levels

- space requirements

- impact on material handling equipment

d) Storage strategies

- space and people requirements

- impact on material handling equipment

- human factors risks

e) Overall building impact

- estimated cost of the alternatives

- opportunities for new business

Page 12: Facility Planning 1791

Pairwise Comparison Technique

It is a good ranking procedure. All combinations of two candidate plans are ranked for each

factor.

If n = number of candidate plans, and m = number of factors, the total number of comparison

is mn(n-1)/2.

It is a good procedure in testing for inconsistencies, e.g.,

A > B, B > C, and C > A.

If there are not inconsistencies and, for example, four candidate plans (A, B, C, and D), the

pairwise comparison may produce the following results:

A < B B < C C > D

A < C B > D

A > D

Next, a factor analysis technique can be used to determine the facility plan, i.e., assign a

weight to each factor, and compute the total weight for each candidate plan.

Page 13: Facility Planning 1791

Factor Analysis Technique

The facility plan scoring method is a very popular, subjective-decision making

tool that is relatively easy to use. It consists of these steps:

Step 1. List all factors that are important - that have an impact on the facility

plan decision.

Step 2. Assign an appropriate weight (typically between 0 and 1) to each

factor based on the relative importance of each.

Step 3. Assign a score (typically between 0 and 100) to each facility plan

with respect to each factor identified in Step 1.

Step 4. Compute the weighted score for each factor for each facility plan by

multiplying its weight by the corresponding score.

Step 5. Compute the sum of the weighted scores for each facility plan and

choose a facility plan based on these scores.

Page 14: Facility Planning 1791

Example 1

A payroll processing company has recently won several major contracts

in the Midwest region of the United States and Central Canada and

wants to open a new, large facility to serve these areas. Because

customer service is so important, the company wants to be as near its

“customers” as possible. A preliminary investigation has shown that

Minneapolis, Winnipeg, and Springfield, Illinois are the three most

desirable locations, and the payroll company has to select one of these.

A subsequent thorough investigation of each location with respect to

eight important factors generated the raw scores and weights. Using the

location scoring method, determine the best location for the new payroll

processing facility.

Page 15: Facility Planning 1791

Example 1 (cont.)

Weight

0.25

0.15

0.15

0.10

0.10

0.10

0.08

0.07

Factor

Proximity to customer

Land and construction prices

Wage rates

Property taxes

Business taxes

Commercial travel

Insurance costs

Office services

Minneapolis

95

60

70

70

80

80

70

90

Winnipeg

90

60

45

90

90

65

95

90

Springfield

65

90

60

70

85

75

60

80

Score

Factors and weights for three locations

Page 16: Facility Planning 1791

Example 1 Solution

Factor

Proximity to customer

Land and construction prices

Wage rates

Property taxes

Business taxes

Commercial travel

Insurance costs

Office services

Sum of weighted scores

Minneapolis

23.75

9.00

10.50

7.00

8.00

8.00

5.60

6.30

78.15

Winnipeg

22.50

9.00

6.75

9.00

9.00

6.50

7.60

6.30

76.65

Springfield

16.25

13.50

9.00

7.00

8.50

7.50

4.80

5.60

72.15

Weighted Score

Weighted scores for three locations

Page 17: Facility Planning 1791

Prioritization Matrix

The prioritization matrix can be used to judge the relative importance of each criterion as

compared to each other. Table 1 represents the prioritization of the criteria for the facilities

design example. The criteria are labeled to help in building a table with weights:

A. Total distance traveled G. Space requirements

B. Manufacturing floor visibility H. People requirements

C. Overall aesthetics of the layout I. Impact on WIP levels

D. Ease of adding future business J. Human factor risks

E. Use of material handling equipment K. Estimated cost of alternative

F. Investment in new material handling equipment

The weights typically used to compare the importance of each pair of criteria are:

1 = equally important

5 = significantly more important 1/5 = significantly less important

10 = extremely more important 1/10 = extremely less important

Page 18: Facility Planning 1791

Prioritization Matrix (cont.)

Note that the values in cells (i, j) and (j, i) are reciprocals. The resulting relative importance

is presented in the last column in parenthesis. The most important criterion for facilities

design selection is the impact on WIP levels (weight = 18.3), followed by the estimated cost

of the solution (weight = 13.5).

This same methodology can be employed to compare all facilities design alternatives in each

weighted criterion. For example, suppose five layout alternatives are generated; namely, P,

Q,. R, S, and T. Table 2 represents the ranking of the layout alternatives based on the impact

of WIP levels criterion.

If we construct a similar table for the remaining ten criteria, we will be able to evaluate each

layout alternative in the eleven criteria to identify the best layout. The format of this final

table is presented in Table 3. The last column is computed as in Tables 1 and 2. The row

totals (represented by ) are added to obtain the grand total, after which the percentages

(%P, …, %T) are determined. These percentages tell us the relative goodness of each layout

alternative. These results should be presented to plant management to facilitate final

decisions regarding the layout.

Page 19: Facility Planning 1791

Table 1: Prioritization Matrix for the Evaluation of Facilities Design Alternatives

A

B

C

D

E

F

G

H

I

J

K

Column Total

A B C D E F G H I J K Row totals (%)

1 5 10 5 1 1 1 1 1 5 1 32.0 (9.9)

1/5 1 5 1/5 1/5 1/10 1/5 1/5 1/10 1/5 1/5 7.6 (2.4)

1/10 1/5 1 1/10 1/10 1/10 1/5 1/5 1/10 1/10 1/10 2.3 (0.7)

1/5 5 10 1 1/5 1/5 1/5 1/5 1/10 1/5 1/10 17.4 (5.4)

1 5 10 5 1 1 5 5 1/5 1 1/5 34.4 (10.7)

1 10 10 5 1 1 5 5 1 1 1 41.0 (12.7)

1 5 5 5 1/5 1/5 1 5 1/5 1/5 1/5 23.0 (7.1)

1 5 5 5 1/5 1/5 5 1 1/10 1/5 1/5 22.9 (7.1)

1 10 10 10 5 1 5 10 1 1 5 59.0 (18.3)

1/5 5 10 5 1 1 5 5 1 1 5 39.2 (12.2)

1 5 10 10 5 1 5 5 1/5 1/5 1 43.4 (13.5)

7.7 56.2 86.0 51.3 14.9 6.8 32.6 37.6 5.0 10.1 14.0 322.2

Criteria

Page 20: Facility Planning 1791

Table 2: Prioritization of Layout Alternatives Based on WIP Levels

P

Q

R

S

T

Column Total

P Q R S T Row totals (%)

1 5 10 1/10 1/5 7.3 (9.9)

1/5 1 1/5 1/10 1/10 1.6 (2.2)

1 5 1 10 5 22.0 (30.0)

10 10 1/10 1 1/5 21.3 (29.0)

5 10 1/5 5 1 21.2 (28.9)

17.2 31.0 2.5 16.2 6.5 73.4

LayoutWIP

Levels

Page 21: Facility Planning 1791

Table 3: Ranking of Layouts by All Criteria

P

Q

R

S

T

Column

A B C D E F G H I J K Row totals (%)

.099 .183 = .018 (%P)

.022 .183 = .004 (%Q)

.300 .183 = .055 (%R)

.290 .183 = .053 (%S)

.289 .183 = .053 (%T)

.183 Grand Total

Criteria

Page 22: Facility Planning 1791

Material Handling Checklist

– Is the material handling equipment more than 10 years old?

– Do you use a wide variety of makes and models which require a high spare parts inventory?

– Are equipment breakdowns the result of poor preventive maintenance?

– Do the lift trucks go too far for servicing?

– Are there excessive employee accidents due to manual handling of materials?

– Are materials weighing more than 50 pounds handled manually?

– Are there many handling tasks that require 2 or more employees?

– Are skilled employees wasting time handling materials?

– Does material become congested at any point?

– Is production work delayed due to poorly scheduled delivery and removal of materials?

– Is high storage space being wasted?

– Are high demurrage charges experienced?

Page 23: Facility Planning 1791

Material Handling Checklist (cont.)

– Is material being damaged during handling?

– Do shop trucks operate empty more than 20% of the time?

– Does the plant have an excessive number of rehandling points?

– Is power equipment used on jobs that could be handled by gravity?

– Are too many pieces of equipment being used because their scope of activity is continued?

– Are many handling operations unnecessary?

– Are single pieces being handled where unit loads could be used?

– Are floors and ramps dirty and in need of repair?

– Is handling equipment being overloaded?

– Is there unnecessary transfer of material from one container to another?

– Are inadequate storage areas hampering efficient scheduling of movement?

– Is it difficult to analyze the system because there is no detailed flow chart?

– Are indirect labor costs too high?

Page 24: Facility Planning 1791

Questions to be Resolved in Developing a Material Handling Plan

1. Should automated storage/retrieval systems (AR/RS), computer controlled

narrow aisle trucks, manually operated trucks, or some combination be used for

palletized storage/retrieval?

2. Should miniloads, automated carousels, manually operated carousels, operator

aboard storage/retrieval machines, or come combination be used for

storage/retrieval of small parts?

3. Should automated guided vehicles, tow lines, pallet conveyors, tractor-trailer

trains, pallet trucks, or some combination be used to deliver loads to/from

palletized storage?

4. Should fixed path, variable paths, or some combination be used for material

handling to/from/within manufacturing?

5. Should centralized or distributed storage of work-in-process be used? How

should it be stored, moved, protected, and controlled?

Page 25: Facility Planning 1791

Questions to be Resolved in Developing a Material Handling Plan (cont.)

6. Should transporter-conveyors, light duty roller conveyors, or carts be used to

transport kits and parts to/from assembly stations? Should kitting be performed

at all? If so, what issue quantities should be used?

7. Should modular workstations, modular handling systems, and/or modular storage

units be used in manufacturing and assembly?

8. Should real-time inventory control be used to shop floor control and storage of

raw material/work-in-process/finished goods? What data entry technology is

appropriate?

9. Should block stacking, deep-lane storage, mobile rack, double-deep rack, drive-

in/drive-through rack, selective rack, or some combination be used for pallet

storage?

10. Should automatic loading/unloading of trailers be planned for receiving and

shipping? If so, when, where, and for what materials?

Page 26: Facility Planning 1791

Top 10 Principles of Material Handling

Principle 1. Planning Principle

All material handling should be the result of a deliberate plan where the needs, performance objectives and functional specification of the proposed methods are completely defined at the outset. The plan should be developed in consultation between the planner(s) and all who will use and benefit from the equipment to be employed.

Principle 2. Standardization Principle

Material handling methods, equipment, controls and software should be standar-dized within the limits of achieving overall performance objectives and without sacrificing needed flexibility, modularity, and throughput. Standardization means less variety and customization in the methods and equipment employed.

Principle 3. Work Principle

Material handling work should be minimized without sacrificing productivity or the level of service required of the operation.

Page 27: Facility Planning 1791

Top 10 Principles of Material Handling (cont.)

Principle 4. Ergonomic Principle

Human capabilities and limitations must be recognized and respected in the design of material handling tasks and equipment to ensure safe and effective operations. Ergonomics is the science that seeks to adapt work or working conditions to suit the abilities of the worker.

Principle 5. Unit Load Principle

Unit loads shall be appropriately sized and configured in a way which achieves the material flow and inventory objectives at each stage in the supply chain. A unit load is one that can be stored or moved as a single entity at one time, such as pallet, container or tote, regardless of the number of individual items that make up the load.

Principle 6. Space Utilization Principle

Effective and efficient use must be made of all available space. Space in material handling is three dimensional and therefore is counted as cubic space.

Page 28: Facility Planning 1791

Top 10 Principles of Material Handling (cont.)

Principle 7. System Principle

Material movement and storage activities should be fully integrated to form a coordinated, operational system that spans receiving, inspection, storage, production, assembly, packaging, unitizing, order selection, shipping, transportation and the handling of returns.

Principle 8. Automation Principle

Material handling operations should be mechanized and/or automated where feasible to improve operational efficiency, increase responsiveness, improve consistency and predictability, decrease operating costs, and eliminate repetitive or potentially unsafe manual labor.

Principle 9. Environmental Principle

Environmental impact and energy consumption should be considered as criteria when designing or selecting alternative equipment and material handling systems.

Page 29: Facility Planning 1791

Top 10 Principles of Material Handling (cont.)

Principle 10. Life Cycle Cost Principle

A thorough economic analysis should account for the entire life cycle of all

material handling equipment and resulting system. Life cycle costs include all

cash flows that occur between the time the first dollar is spent to plan or procure

a new piece of equipment, or to put in place a new method, until that method

and/or equipment is totally replaced. Life cycle costs include capital investment,

installation, setup and equipment programming, training, system testing and

acceptance, operating (labor, utilities, etc.), maintenance and repair, reuse value,

and ultimate disposal.

Page 30: Facility Planning 1791

Facility Layout

• A Layout problem may be to– determine the location for a new machine,

– develop a new layout for an existing production plant,

– develop a layout for a new production plant,

– etc.

• A Layout problem may arises due to – changes in the design of a product,

– addition or deletion of a product,

– change in the demand of a product,

– changes in the design of the process,

– addition or deletion of a process,

– replacement of equipment,

– etc.

Page 31: Facility Planning 1791

Objectives of Facility Layout

• Minimize investment in equipment.

• Minimize production time.

• Minimize material handling cost.

• Maximize utilization of space.

• Maintain flexibility of arrangement and operation.

• Provide safety and comfort to employees.

Page 32: Facility Planning 1791

Sequential Approach vs Integrated Approach

Sequential Approach :

Product Design

Production Planning

Process Design

Facility Layout

Material Handling

System Design

Page 33: Facility Planning 1791

Sequential Approach vs Integrated Approach

Integrated Approach :Impressive results in cost, quality, productivity, sales, customer satisfaction, delivery time, inventory levels, space + handling requirements, building size, etc.

Product Design

Process Design

Schedule Design

Layout Design

+

Material Handling System Design

Concurrent Engineering

Terms of product, process, scheduling and facility design planners work with marketing, purchasing, etc. Personnel address the design process in an integrated way.

Page 34: Facility Planning 1791

Facility Layout Procedures

• Naddler’s Ideal System Approach (1961)

• Immer’s Basic Steps (1950)

• Apple’s Plant Layout Procedure (1977)

• Reed’s Plant Layout Procedure (1961)

• Muther’s Systematic Layout Planning (1961)

Page 35: Facility Planning 1791

Naddler’s Ideal System ApproachThe ideal system approach is based on

the following hierarchical approach

toward design:

1. Aim for the “theoretical ideal system.”

2. Conceptualize the “ultimate ideal

system.”

3. Design the “technologically workable

ideal system.”

4. Install the “recommended system.”

Theoretical ideal system

Ultimate ideal system

Technologically workable system

Recommended system

Present system

Page 36: Facility Planning 1791

Immer’s Basic Steps

Immer described the analysis of a layout problem as follows: “This analysis should be composed of three simple steps, which can be applied to any type of layout problem. These steps are:

1. Put the problem on the paper.

2. Show lines of flow.

3. Convert flow lines to machine lines.”

Page 37: Facility Planning 1791

Apple’s Plant Layout Procedure

Apple recommended that the following detailed sequence of steps be used in designing a plant layout.

1. Procure the basic data. 11. Determine storage requirements

2. Analyze the basic data. 12. Plan service and auxiliary activities.

3. Design the productive process. 13. Determine space requirements.

4. Plan the material flow pattern. 14. Allocate activities to total space.

5. Consider the general material handling plan. 15. Consider building type

6. Calculate equipment requirements. 16. Consider master layouts.

7. Plan individual work stations. 17. Evaluate, adjust and check the layout.

8. Select specific material handling equipment. 18. Obtain approval.

9. Coordinate groups of related operations. 19. Install the layout.

10. Design activity relationships. 20. Follow up on implementation of the layout.

Page 38: Facility Planning 1791

Reed’s Plant Layout Procedure

In “planning for and preparing the layout,” Reed recommended that the following steps be taken in his “systematic plan of attach”:

1. Analyze the product to be produced.

2. Determine the process required to manufacture the product.

3. Prepare layout planning charts.

4. Determine work stations.

5. Analyze storage area requirements.

6. Establish minimum aisle widths.

7. Establish office requirements.

8. Consider personnel facilities and services.

9. Survey plant services.

10. Provide for future expansion.

Page 39: Facility Planning 1791

Systematic Layout

Planning Procedure

(Muther 1961)

Page 40: Facility Planning 1791

Information Gathering

Information about product, process and schedule is required.

The major effect of product design decisions is felt by the process designer, i.e., the material

used to make a part will influence processing decisions.

Design for automation programs have been developed that consider the impact of the design

of the product on the assembly process. Their primary thrusts are (1) dimensional reduction,

(2) parts elimination, and (3) parts standardization.For (1), the cost of assembly is reduced if

it occurs in a single dimension. The complexity of programming a robot increases

geometrically with the number of assembly dimensions.For (2), if more complex parts can be

produced, the number of parts can be reduced.

Schedule design decisions tell us how much to produce and when to produce. From the

market forecast, the production demand is determined and decisions about the production

rate are made.

Page 41: Facility Planning 1791

Information Gathering

Information about product :

- Photographs about the product

- “Exploded” drawings

- Engineering drawings of individual parts

- Parts list

- Bill of materials (structure of product)

- Assembly chart

Page 42: Facility Planning 1791

Gate Valve

Page 43: Facility Planning 1791

“Exploded” Drawing of the Gate Valve

Page 44: Facility Planning 1791

Engineering Drawing of the Gate Valve

Provide part specifications and dimensions in sufficient detail for manufacturing

Page 45: Facility Planning 1791

Parts List of the Gate Valve

The parts list provides a

listing of the component

parts of a product. In

addition to make or buy

decisions, a parts list

includes part number, part

name, number of parts per

product, and drawing

references

Page 46: Facility Planning 1791

Bill of Materials for the Gate Valve

Bill of materials is also

referred to as a structured

parts list since it includes all

of the information typically

included in the parts list, as

well as information

concerning the structure of

the product.

Page 47: Facility Planning 1791

Assembly Chart I

It is an analog model of the assembly

process. Circles with a single link

denote basic components, circles with

several links denote assembly

operations/subassemblies, and squares

represent inspection operations.

Page 48: Facility Planning 1791

Assembly Chart II

Page 49: Facility Planning 1791

Information Gathering

Information about process :

- Route sheet (equipment and operation times)

- Precedence Diagram (prerequisite assembly steps before new

assembly step)

- Operation process chart (processing operations, assembly

operations, and inspections)

Page 50: Facility Planning 1791

Route Sheet for one Component of the Gate Valve

Route sheet summarizes

whether a part will be

purchased or produced, how

the production of a part will

be achieved, what

equipment will be used, and

how long it take to perform

each operation.

Page 51: Facility Planning 1791

Precedence Diagram for Assembling the Gate Valve

A precedence diagram establishes the prerequisite assembly steps that must be completed before performing a given assembly step.

Page 52: Facility Planning 1791

Operations Process Chart

By superimposing the route sheets and

the assembly chart, a chart results that

gives an overview of the flow within

the facility. This chart is the operations

process chart.

Page 53: Facility Planning 1791

Information Gathering

Information about schedule :

- Production rate

- Product mix

- Market forecast (it is better to work with tomorrow’s data than

today’s data)

- Gantt charts

Page 54: Facility Planning 1791

Gantt Project Planning Chart

Gantt project planning chart indicates the weekly operation schedule, the estimated amount of time a particular operation will take, and the actual amount of time that the particular operation has taken. The following chart shows that the project is 1 week behind schedule.

Page 55: Facility Planning 1791

Schedule Design

• Schedule design decisions tell us how much to produce and when to

produce.

• Production schedules can be given in Gantt charts.

Market Forecast

Number of Machines

Production Demand

Production Rate

Product Mix+

Production Rate

Continuos orIntermittent Production