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The Mahalanobis-Taguchi systems Genichi Taguchi, Subir Chowdhury, Yuin Wu.

Por: Colaborador(es): Detalles de publicación: New York McGraw-Hill c2001.Descripción: xvii, 190 p. ill. 24 cmISBN:
  • 0071362630
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The Mahalanobis-Taguchi System (MTS) is a philosophy that is revolutionizing many Japanese industries. It takes an obscure statistical process - the Mahalanobis Distance - and translates it into useful application tools for a variety of industries. It provides a process for recognizing patterns that consist of a multitude of data, in the same way a computer can. This work presents 15 case studies demonstrating the use of this system in a range of situations, including: medical diagnosis; manufacturing; fire detection; weather forecasting; and automotive collision prevention systems.

Includes index.

Tabla de contenidos provista por Syndetics

  • Preface(p. xiii)
  • Acknowledgments(p. xvii)
  • Chapter 1 Introduction(p. 1)
  • 1.1 Lives Versus Machines(p. 1)
  • 1.2 What Is MTS?(p. 1)
  • 1.3 Where Can MTS Be Applied?(p. 3)
  • 1.4 An Important Issue(p. 7)
  • Chapter 2 A Detailed Example of MTS(p. 9)
  • 2.1 Clutch Disc Defects(p. 9)
  • 2.2 Visual Inspection Method(p. 10)
  • 2.3 Differential and Integral Characteristics(p. 12)
  • 2.4 Raw Data Collection(p. 13)
  • 2.5 Normalization(p. 14)
  • 2.6 Matrix Construction(p. 16)
  • 2.7 Mahalanobis Distance(p. 17)
  • 2.8 Results of Recognition(p. 17)
  • 2.9 Selection of Threshold Value(p. 19)
  • 2.10 Selection of Characteristics(p. 19)
  • 2.11 Confirmation(p. 21)
  • Chapter 3 Business-Process Forecasting(p. 23)
  • 3.1 A Problem in Business Systems(p. 23)
  • 3.2 Preparation of the Database(p. 24)
  • 3.3 Calculation of the Database(p. 27)
  • 3.4 Mahalanobis Distance(p. 29)
  • 3.5 Estimation of the Unpaid Amount and Its Estimating Error by Using the SN Ratio(p. 29)
  • 3.6 Rationalization of Item Selection(p. 31)
  • 3.7 Design of a Business System(p. 32)
  • Section 1 Health Care(p. 33)
  • Chapter 4 Diagnosis of a Special Health Check(p. 35)
  • 4.1 Diagnosis of Liver Function(p. 35)
  • 4.2 Selection of Characteristics(p. 41)
  • 4.3 The Loss Function of Health Checkups (Determination of Threshold)(p. 43)
  • Chapter 5 Application for Medical Treatment(p. 45)
  • 5.1 Problems in Clinical Research(p. 45)
  • 5.2 Mahalanobis Distance and Treatment Effect(p. 45)
  • 5.3 The Study Using One Patient(p. 46)
  • 5.4 Comparison of Treatment Methods(p. 50)
  • Section 2 Mechanical Industry(p. 53)
  • Chapter 6 Wafer Yield Prediction(p. 55)
  • 6.1 Objective(p. 55)
  • 6.2 Base Space(p. 55)
  • 6.3 Relationship between Mahalanobis Distance and Yield(p. 56)
  • 6.4 Selection of Characteristics(p. 57)
  • Chapter 7 Inkjet Quality Inspection(p. 63)
  • 7.1 Introduction(p. 63)
  • 7.2 Camera Inspection System(p. 65)
  • 7.3 Mahalanobis Distance Results(p. 67)
  • 7.4 Measurement System Cost Reduction(p. 70)
  • 7.5 Conclusions(p. 72)
  • Chapter 8 Prevention of Driving Accidents(p. 75)
  • 8.1 Introduction(p. 75)
  • 8.2 Measuring System(p. 75)
  • 8.3 Base Space(p. 76)
  • 8.4 Base Data Collection(p. 77)
  • 8.5 Base Space Construction and Mahalanobis Distance Distribution(p. 78)
  • 8.6 Mahalanobis Distance Under Dangerous Situations(p. 80)
  • 8.7 Evaluation of Functionality(p. 83)
  • 8.8 Conclusion(p. 85)
  • Section 3 Electrical Industry(p. 89)
  • Chapter 9 Solder Joint Appearance Inspection(p. 91)
  • 9.1 Introduction(p. 91)
  • 9.2 Data Collection and Mahalanobis Distance Calculation(p. 92)
  • 9.3 Mahalanobis Distance Using Inspection-Logic Characteristics(p. 94)
  • 9.4 Mahalanobis Distance Using Reflection Characteristics(p. 96)
  • Chapter 10 Fire Alarm System Optimization(p. 99)
  • 10.1 Introduction(p. 99)
  • 10.2 Data Collection(p. 100)
  • 10.3 Calculation of Mahalanobis Space(p. 103)
  • 10.4 Calculation of Mahalanobis Distance(p. 106)
  • 10.5 Selection of Sensors(p. 110)
  • Section 4 The Chemical Industry(p. 115)
  • Chapter 11 Diagnosis of Photographic-Processing Solution(p. 117)
  • 11.1 Introduction(p. 117)
  • 11.2 Processing of Photo-Sensitive Materials(p. 117)
  • 11.3 Selection of the Base Space(p. 118)
  • 11.4 Mahalanobis Distance of Rejected Solutions and Their Photographic Quality(p. 119)
  • 11.5 Factorial Effects(p. 121)
  • 11.6 Discussions(p. 121)
  • Chapter 12 Pattern Recognition for Infrared Absorption Spectrum Analysis(p. 125)
  • 12.1 Introduction(p. 125)
  • 12.2 Experiment(p. 126)
  • 12.3 Selection of Characteristics(p. 126)
  • 12.4 Results(p. 128)
  • Section 5 Space Industry(p. 131)
  • Chapter 13 Fault Analysis(p. 133)
  • 13.1 Introduction(p. 133)
  • 13.2 Outline of the Fault Diagnosis Program (FDP)(p. 134)
  • 13.3 Observer and Residual(p. 135)
  • 13.4 Process of Fault Diagnosis by Using Residuals(p. 137)
  • 13.5 Collection of Normal Data(p. 137)
  • 13.6 The Standard Space of a Normal Group(p. 138)
  • 13.7 Fault Detection by Mahalanobis Distance(p. 139)
  • 13.8 Fault Identification by Mahalanobis Distance(p. 140)
  • 13.9 Fault Identification by Estimation Errors(p. 142)
  • Section 6 Software Industry(p. 147)
  • Chapter 14 Valuation of a Programmer's Capability(p. 149)
  • 14.1 Introduction(p. 149)
  • 14.2 Data Collection(p. 150)
  • 14.3 The MTS Method(p. 150)
  • 14.4 Analysis(p. 152)
  • 14.5 Factor Reduction(p. 154)
  • 14.6 Effective Factors(p. 158)
  • 14.7 Results(p. 160)
  • Chapter 15 Handwriting Recognition(p. 163)
  • 15.1 Introduction(p. 163)
  • 15.2 Extraction of Character Elements(p. 165)
  • 15.3 Procedures of Character Recognition(p. 166)
  • 15.4 Calculation of Mahalanobis Distance(p. 167)
  • 15.5 Hand-Written Character Recognition(p. 170)
  • Section 7 Government(p. 173)
  • Chapter 16 U.S. Dollar Bill Inspection(p. 175)
  • 16.1 Patterns of U.S. Dollar Bills(p. 175)
  • 16.2 Characteristics of One-Dollar Bills(p. 178)
  • 16.3 Differentiation of One-Dollar Bills(p. 179)
  • Index(p. 183)
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