Introduces the frameworks, methods, designs, algorithms, tests, and implementation of data acquisition, analysis, modeling, prediction, and control in automation for food engineering. Using various examples and case studies from food engineering projects, this book introduces basic methods systematically and describes advanced techniques.
Introduces the frameworks, methods, designs, algorithms, tests, and implementation of data acquisition, analysis, modeling, prediction, and control in automation for food engineering. Using various examples and case studies from food engineering projects, this book introduces basic methods systematically and describes advanced techniques.
INTRODUCTION. Food Quality: A Primary Concern of Food Industry. Automated Evaluation of Food Quality. Food Quality Quantization and Process Control. Typical Problems in Food Quality Evaluation and Process Control. How to Learn the Technologies. DATA ACQUISITION. Sampling. Concepts and Systems for Data Acquisition. Image Acquisition. DATA ANALYSIS. Data Pre-Processing. Data Analysis. Image Processing. MODELING. Modeling Strategy. Linear Statistical Modeling. ANN Modeling. PREDICTION. Prediction and Classification. One-Step-Ahead Prediction. Multiple-Step-Ahead Prediction. CONTROL. Process Control. Internal Model Control. Predictive Control. SYSTEMS INTEGRATION. Food Quality Quantization Systems Integration. Food Quality Process Control Systems Integration. Food Quality Quantization and Process Control Systems Development. Concluding Remarks.
INTRODUCTION. Food Quality: A Primary Concern of Food Industry. Automated Evaluation of Food Quality. Food Quality Quantization and Process Control. Typical Problems in Food Quality Evaluation and Process Control. How to Learn the Technologies. DATA ACQUISITION. Sampling. Concepts and Systems for Data Acquisition. Image Acquisition. DATA ANALYSIS. Data Pre-Processing. Data Analysis. Image Processing. MODELING. Modeling Strategy. Linear Statistical Modeling. ANN Modeling. PREDICTION. Prediction and Classification. One-Step-Ahead Prediction. Multiple-Step-Ahead Prediction. CONTROL. Process Control. Internal Model Control. Predictive Control. SYSTEMS INTEGRATION. Food Quality Quantization Systems Integration. Food Quality Process Control Systems Integration. Food Quality Quantization and Process Control Systems Development. Concluding Remarks.
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