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CHAPTER 1: DATA GENERATION, COLLECTION, ANALYSIS AND PRE-PROCESSING
1.1 DATA: DIFFERENT DATA TYPES AND PRESENTATION OF DATA
1.2 DATA GENERATION: DESIGN OF EXPERIMENTS
1.3 COMPUTER BASED DATA ACQUISITION
1.4 BASIC STATISTICAL MEASURES AND REGRESSION
1.5 STOCHASTIC AND STATIONARY PROCESSES
1.6 DATA PREPROCESSING REFERENCES
CHAPTER 2: CHEMOMETRICS TECHNIQUES: THEORETICAL POSTULATIONS
2.1 CHEMOMETRICS
2.2 PRINCIPAL COMPONENT ANALYSIS (PCA)
2.3 SIMILARITY
2.4 CLUSTERING
2.5 PARTIAL LEAST SQUARES (PLS)
2.6 CROSS-CORRELATION COEFFICIENT
2.7 SAMMON'S NON-LINEAR MAPPING
2.8 MOVING WINDOW BASED PCA
2.9 DISCRIMINANT FUNCTION / HYPERPLANE
2.10 MULTICLASS DECISION FUNCTION REFERENCES
CHAPTER 3: CLASSIFICATION AMONG VARIOUS PROCESS OPERATING CONDITIONS
3.1 YEAST FERMENTATION BIOREACTOR PROCESS
3.2 COMMERCIAL DOUBLE-EFFECT EVAPORATOR
3.3 CONTINUOUS CRYSTALLIZATION PROCESS REFERENCES
CHAPTER 4: DETECTION OF ABNORMAL OPERATING CONDITIOS IN PROCESSES USING MOVING WINDOW BASED PATTERN MATCHING
4.1 DETECTION OF ABNORMAL OPERATING CONDITIONS IN FLUID CATALYTIC CRACKING UNIT
4.2 DETECTION OF ABNORMAL OPERATING CONDITIONS IN CONTNUOUS STIRRED TANK HEATER
4.3 DETECTION OF ABNORMAL OPERATING CONDITIONS IN SIMULATED INDUSTRIAL GAS-PHASE POLYETHYLENE REACTOR REFERENCES
Chapter 5: DESIGN OF AUTOMATED TEA GRADER
5.1 ELECTRONIC TONGUE: A BIOMIMETIC DEVICE
5.2 EXPERIMENTATION
5.3 TEA DATA PREPROCESSING
5.4 DISSIMILARITY BASED TEA GRADER
5.5 DESIGN OF RPCA BASED TEA CLASSIFIER
5.6 DESIGN OF FDA BASED CLASSIFIER FOR COMMERCIAL TEA BRANDS
5.7 COMPARATIVE CLASSIFICATION PERFORMANCE
5.8 PROTOTYPE DEVELOPMENT PRINCIPLES OF COMMERCIAL TEA GRADER
5.9 SUMMARY OF DELIVERABLES REFERENCES
CHAPTER 6: WATER QUALITY MONITORING: DESIGN OF AN AUTOMATED CLASSIFICATION AND AUTHENTICATION TOOL
6.1 EXPERIMENTATION FOR E-TONGUE SIGNATURE GENERATION DUE TO VARIOUS MINERAL WATER BRANDS.
6.2 DESIGN OF PLS BASED MINERAL WATER AUTHENTICATOR/CLASSIFIER
6.3 CROSS-CORRELATION BASED PCA AND FEATURE ENHANCEMENT IN CLASSIFICATION
6.4 DESIGN OF CROSS-CORRELATION BASED ENHANCED SAMMON'S CLASSIFIER FOR MINERAL WATER AUTHENTICATION/CLASSIFICATION
6.5 DESIGN OF WATER CLASSIFIER BASED ON SUPPORT VECTOR MACHINE
6.6 RELATIVE PERFORMANCE EVALUATION OF THE DESIGNED CLASSIFIERS.
6.7 EXTENDED WATER MONITOR FRAMEWORK REFERENCES
Chapter 7: MISCELLANEOUS APPLICATION OF CHEMOMETRICS
7.1 ELECTROCARDIOGRAM AS PATIENT CARE MONITOR
7.2 MORPHOLOGICAL MODELLING OF ECG
7.3 AUTOMATED ECG PATTERN CLASSIFIER
7.4 ARSENIC QUANTIFICATION IN CONTAMINATED WATER USING CHEMOMETRICS REFERENCES