Prediction Methods for Blood Glucose Concentration Design Use and Evaluation 1st Edition by Harald Kirchsteiger 331925913X 9783319259130

Prediction Methods for Blood Glucose Concentration Design Use and Evaluation 1st Edition by Harald Kirchsteiger – Ebook Instant Download/Delivery ISBN(s): 331925913X, 9783319259130

Product details:

• ISBN 10: 331925913X
• ISBN 13: 9783319259130
• Author: Harald

This book tackles the problem of overshoot and undershoot in blood glucose levels caused by delay in the effects of carbohydrate consumption and insulin administration. The ideas presented here will be very important in maintaining the welfare of insulin-dependent diabetics and avoiding the damaging effects of unpredicted swings in blood glucose – accurate prediction enables the implementation of counter-measures. The glucose prediction algorithms described are also a key and critical ingredient of automated insulin delivery systems, the so-called “artificial pancreas”.

Table of contents:

1 Introduction

2 Alternatives for Modeling

3 Model Structures

4 Interval Models

4.1 Continuous Time System Identification

4.2 Interval Model Results

5 A Probabilistic Approach

5.1 Gaussian and Generalized Gaussian Mixture Models

5.2 Modeling Method and Model Structure

5.3 Modeling Results

6 Conclusion and Outlook

References

Accuracy of BG Meters and CGM Systems: Possible Influence Factors for the Glucose Prediction Based o

1 Introduction

2 SMBG Accuracy and CGM Calibration with SMBG Results

2.1 SMBG Accuracy

2.2 CGM Calibration with SMBG Results

3 Accuracy of CGM Systems

3.1 Mean Absolute Relative Difference

3.2 Precision Absolute Relative Difference

4 Glucose Prediction Based on Tissue Glucose Concentrations

References

CGM—How Good Is Good Enough?

1 Background

2 CGM Performance Assessment

2.1 Sensor Signal

2.2 Reference Methodology

2.3 Accuracy and Precision

3 State of the Art

4 Unresolved Issues

4.1 Transient Sensor Signal Disruption

4.2 Transient Significant CGM Inaccuracies

5 Next Steps in CGM Development

6 Conclusion

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