Calibration of building simulation models using real time measurements (Softcopy is also available) (Record no. 55110)
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| 000 -LEADER | |
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| fixed length control field | 04783nam a2200169Ia 4500 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 180908s9999||||xx |||||||||||||| ||und|| |
| 082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | Ph.D. TH-0067 |
| Item number | SHU |
| 100 ## - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Shukla, Yashkumar (DP2912) |
| 245 #0 - TITLE STATEMENT | |
| Title | Calibration of building simulation models using real time measurements (Softcopy is also available) |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
| Date of publication, distribution, etc | 2018 |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | xx,249p. |
| 505 ## - FORMATTED CONTENTS NOTE | |
| Formatted contents note | CONTENTS<br/>Undertaking i<br/>Certificate iii<br/>Acknowledgments v<br/>Abstract vii<br/>Table of contents ix<br/>List of figures xv<br/>List of tables xix<br/>1 Introduction 1<br/>1.1 Background 1<br/>1.2 Calibration of Simulation Models 3<br/>1.3 Classification of Calibration Approaches 4<br/>1.4 Applications of Calibrated Simulation Models 7<br/>1.5 Calibration Objectives, Scale, and Accuracy 9<br/>1.6 Reasons for Performance Gap 11<br/>1.7 Motivation for the Study 13<br/>1.8 Research Hypothesis 14<br/>1.9 Research Question 14<br/>1.10 Research Objectives 15<br/>1.11 Research Scope and Limitations 15<br/>1.12 Dissertation Structure 16<br/>2 Literature Review 17<br/>2.1 Manual Calibration Case Studies 17<br/>2.2 Automated Calibration Case Studies 21<br/>2.2.1 Sensitivity Analysis with Optimization Algorithms 21<br/>2.2.2 Calibration using Bayesian Approach 28<br/>2.2.3 Supercomputing and Machine Learning Algorithms 30<br/>2.2.4 Other Calibration Approaches 33<br/>2.2.5 Uncertainty Estimation 35<br/>2.3 Using Additional Building Measurements for Calibration 38<br/>2.4 Research Gaps 44<br/>2.5 Research Contribution 45<br/>3 Research Methodology 46<br/>3.1 Calibration Approach 46<br/>3.2 Methodology Overview 49<br/>3.2.1 Estimation Methods 50<br/>3.2.2 Calibration Framework 52<br/>3.2.3 Application to Demonstration Buildings 58<br/>3.3 Building Information 60<br/>3.3.1 Building A – Net Zero Energy Building, Ahmedabad 60<br/>3.3.2 Building B – Commercial Building, Hyderabad 65<br/>3.3.3 Building C – Laboratory Building (Testbed), Ahmedabad 69<br/>4 Estimation of Outdoor Air Exchange Rates from Measurements 73<br/>4.1 Introduction 73<br/>4.2 Methodology 76<br/>4.2.1 Estimation Approach 76<br/>4.2.2 Estimation Methods 77<br/>4.2.3 Calculation of Simulation Inputs 87<br/>4.3 Estimation Framework 91<br/>4.4 Application of Method to Building A 96<br/>4.4.1 Measurements 96<br/>4.4.2 Estimation Method 97<br/>4.4.3 Estimates 103<br/>4.4.4 Validation Experiments 108<br/>4.5 Application of Method to Building B 111<br/>4.5.1 Measurements 111<br/>4.5.2 Estimation Method 112<br/>4.5.3 Estimates 113<br/>4.6 Summary 116<br/>5 Estimation of Envelope Properties from Measurements 121<br/>5.1 Introduction 121<br/>5.2 Methodology 123<br/>5.2.1 Estimation Approach 124<br/>5.2.2 Estimation Methods 124<br/>5.2.3 Calculation of Simulation Inputs 130<br/>5.3 Estimation Framework 133<br/>5.4 Application of Method to Building C 136<br/>5.4.1 Measurements 137<br/>5.4.2 Estimation Method 138<br/>5.4.3 Estimates 140<br/>5.4.4 Validation Experiments 142<br/>5.5 Application of Method to Building A 143<br/>5.5.1 Measurements 144<br/>5.5.2 Estimation Method 145<br/>5.5.3 Estimates 145<br/>5.6 Summary 147<br/>6 Estimation of HVAC Parameters from Measurements 151<br/>6.1 Introduction 151<br/>6.2 Methodology 152<br/>6.2.1 Estimation Approach 153<br/>6.2.2 Estimation Methods 153<br/>6.2.3 Calculation of Simulation Inputs 159<br/>6.3 Estimation Framework 162<br/>6.4 Application of Method to Building A 166<br/>6.5 Application of Method to Building B 168<br/>6.6 Summary 172<br/>7 Estimation of Occupancy from Measurements 174<br/>7.1 Introduction 174<br/>7.2 Methodology 176<br/>7.2.1 Estimation Approach 176<br/>7.2.2 Estimation Methods 177<br/>7.2.3 Calculation of Simulation Inputs 180<br/>7.3 Estimation Framework 182<br/>7.4 Application of Method in Building A 184<br/>7.4.1 Measurements 185<br/>7.4.2 Estimation Method 185<br/>7.4.3 Estimates 187<br/>7.5 Application of Method in Building B 189<br/>7.5.1 Measurements 189<br/>7.5.2 Estimation Method 189<br/>7.5.3 Estimates 191<br/>7.6 Summary 193<br/>8 Calibrated Simulation Models of Demonstration Buildings 195<br/>8.1 Calibration of Building A 195<br/>8.1.1 Calibration Details 196<br/>8.1.2 Calibration Results 196<br/>8.1.3 Relative Importance of Estimated Parameters 200<br/>8.2 Calibration of Building B 203<br/>8.2.1 Calibration Details 204<br/>8.2.2 Calibration Results 205<br/>8.2.3 Relative Importance of Estimated Parameters 209<br/>8.3 Calibration of Building C 211<br/>8.3.1 Calibration Details 212<br/>8.3.2 Calibration Results 212<br/>9 Conclusions and Future Research 214<br/>9.1 Summary and Conclusions 214<br/>9.2 Future Research 226<br/>References ccxxviii<br/>Appendix 1: Simulation Inputs of Demonstration Buildings ccxlviii<br/> |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Bansal, Narendra K. (Guide) |
| 890 ## - Country | |
| Country | India |
| 891 ## - Topic | |
| Topic | Doctoral Programme (Ph.D.),CEPT Uni. |
| 891 ## - Topic | |
| Topic | 2012 Batch |
| Withdrawn status | Lost status | Source of classification or shelving scheme | Damaged status | Not for loan | Collection code | Withdrawn status | Home library | Current library | Date acquired | Source of acquisition | Full call number | Barcode | Date last seen | Price effective from | Koha item type |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Dewey Decimal Classification | Doctoral Programs | CEPT Library | CEPT Library | 08/09/2018 | CEPT University | Ph.D. TH-0067 SHU | 019976 | 08/09/2018 | 08/09/2018 | Thesis |