photurgen_an open source renewable energy management tool

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Introduction Methodology Data Collection Software Graphical Results Website General User Interface Why Python? Credits Bibliography End PHOTURGEN 1.0 AN OPEN-SOURCE RENEWABLE ENERGY MANAGEMENT TOOL Daren Watson CR2 Tutorial Room, Faculty of Science and Technology, UWI, Mona Python Meet-Up, October 28, 2015 2015 Watson Python Meet-Up

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Page 1: Photurgen_An Open Source Renewable Energy Management Tool

IntroductionMethodology

Data CollectionSoftware

Graphical ResultsWebsite

General User InterfaceWhy Python?

CreditsBibliography

End

PHOTURGEN 1.0

AN OPEN-SOURCE RENEWABLE ENERGY MANAGEMENT TOOL

Daren Watson

CR2 Tutorial Room, Faculty of Science and Technology, UWI, Mona

Python Meet-Up, October 28, 2015

©2015 Watson Python Meet-Up

Page 2: Photurgen_An Open Source Renewable Energy Management Tool

IntroductionMethodology

Data CollectionSoftware

Graphical ResultsWebsite

General User InterfaceWhy Python?

CreditsBibliography

End

Rationale/Justification

High Resolution Simulation

The need for high resolution simulations for the optimization of various renewableenergy systems.

Regional Research

Lack of regional research on application of RE to small scaled load demands.

Void in regionally developed tools for HRES optimization.

Variability

Intermittent nature of wind and solar resources.

©2015 Watson Python Meet-Up

Page 3: Photurgen_An Open Source Renewable Energy Management Tool

IntroductionMethodology

Data CollectionSoftware

Graphical ResultsWebsite

General User InterfaceWhy Python?

CreditsBibliography

End

Rationale/Justification

High Resolution Simulation

The need for high resolution simulations for the optimization of various renewableenergy systems.

Regional Research

Lack of regional research on application of RE to small scaled load demands.

Void in regionally developed tools for HRES optimization.

Variability

Intermittent nature of wind and solar resources.

©2015 Watson Python Meet-Up

Page 4: Photurgen_An Open Source Renewable Energy Management Tool

IntroductionMethodology

Data CollectionSoftware

Graphical ResultsWebsite

General User InterfaceWhy Python?

CreditsBibliography

End

Rationale/Justification

High Resolution Simulation

The need for high resolution simulations for the optimization of various renewableenergy systems.

Regional Research

Lack of regional research on application of RE to small scaled load demands.

Void in regionally developed tools for HRES optimization.

Variability

Intermittent nature of wind and solar resources.

©2015 Watson Python Meet-Up

Page 5: Photurgen_An Open Source Renewable Energy Management Tool

IntroductionMethodology

Data CollectionSoftware

Graphical ResultsWebsite

General User InterfaceWhy Python?

CreditsBibliography

End

Rationale/Justification

High Resolution Simulation

The need for high resolution simulations for the optimization of various renewableenergy systems.

Regional Research

Lack of regional research on application of RE to small scaled load demands.

Void in regionally developed tools for HRES optimization.

Variability

Intermittent nature of wind and solar resources.

©2015 Watson Python Meet-Up

Page 6: Photurgen_An Open Source Renewable Energy Management Tool

IntroductionMethodology

Data CollectionSoftware

Graphical ResultsWebsite

General User InterfaceWhy Python?

CreditsBibliography

End

Rationale/Justification

High Resolution Simulation

The need for high resolution simulations for the optimization of various renewableenergy systems.

Regional Research

Lack of regional research on application of RE to small scaled load demands.

Void in regionally developed tools for HRES optimization.

Variability

Intermittent nature of wind and solar resources.

©2015 Watson Python Meet-Up

Page 7: Photurgen_An Open Source Renewable Energy Management Tool

IntroductionMethodology

Data CollectionSoftware

Graphical ResultsWebsite

General User InterfaceWhy Python?

CreditsBibliography

End

Table of Contents

1 Introduction

2 Methodology

3 Data Collection

4 Software

5 Graphical Results

6 Website

7 General User Interface

8 Why Python?

9 Credits

10 Bibliography

11 End

©2015 Watson Python Meet-Up

Page 8: Photurgen_An Open Source Renewable Energy Management Tool

IntroductionMethodology

Data CollectionSoftware

Graphical ResultsWebsite

General User InterfaceWhy Python?

CreditsBibliography

End

Table of Contents

1 Introduction

2 Methodology

3 Data Collection

4 Software

5 Graphical Results

6 Website

7 General User Interface

8 Why Python?

9 Credits

10 Bibliography

11 End

©2015 Watson Python Meet-Up

Page 9: Photurgen_An Open Source Renewable Energy Management Tool

IntroductionMethodology

Data CollectionSoftware

Graphical ResultsWebsite

General User InterfaceWhy Python?

CreditsBibliography

End

Hybrid Renewable Energy Systems

So

lar

Pa

nel

So

lar

Pa

nel

WindTurbine

BiodieselGenerator

BatteryBank

Inverter

NationalElectric

Grid

Load Demand

AC 50 Hz

AC 50 Hz

DC

DC

DCAC 50 HZ

Figure : Diagram showing an example of a Hybrid Renewable Energy System (HRES)

©2015 Watson Python Meet-Up

Page 10: Photurgen_An Open Source Renewable Energy Management Tool

IntroductionMethodology

Data CollectionSoftware

Graphical ResultsWebsite

General User InterfaceWhy Python?

CreditsBibliography

End

General Objectives of Research

Photurgen. Pronounced ’Pho-tur-gen’

Open-source simulation tool for hybrid renewable energy systems. Modelling of energysystem (i.e. battery, solar module, wind turbine etc.)

Correlation Analysis

Intrinsic look at variables involved in the performance of energy systems (temperature,wind, solar, air pressure etc.).

©2015 Watson Python Meet-Up

Page 11: Photurgen_An Open Source Renewable Energy Management Tool

IntroductionMethodology

Data CollectionSoftware

Graphical ResultsWebsite

General User InterfaceWhy Python?

CreditsBibliography

End

Table of Contents

1 Introduction

2 Methodology

3 Data Collection

4 Software

5 Graphical Results

6 Website

7 General User Interface

8 Why Python?

9 Credits

10 Bibliography

11 End

©2015 Watson Python Meet-Up

Page 12: Photurgen_An Open Source Renewable Energy Management Tool

IntroductionMethodology

Data CollectionSoftware

Graphical ResultsWebsite

General User InterfaceWhy Python?

CreditsBibliography

End

Procedure

Data Collection

Collection of meteorological data for a period of one year (temperature, solarradiation, wind etc).

Collection of load consumption data for a period of not less than a week forresidential properties.

Figure : Onsite Installation: Weather Station Figure : Onsite Installation: Power Meter

©2015 Watson Python Meet-Up

Page 13: Photurgen_An Open Source Renewable Energy Management Tool

IntroductionMethodology

Data CollectionSoftware

Graphical ResultsWebsite

General User InterfaceWhy Python?

CreditsBibliography

End

Procedure

Data Collection

Collection of meteorological data for a period of one year (temperature, solarradiation, wind etc).

Collection of load consumption data for a period of not less than a week forresidential properties.

Figure : Onsite Installation: Weather Station Figure : Onsite Installation: Power Meter

©2015 Watson Python Meet-Up

Page 14: Photurgen_An Open Source Renewable Energy Management Tool

IntroductionMethodology

Data CollectionSoftware

Graphical ResultsWebsite

General User InterfaceWhy Python?

CreditsBibliography

End

Procedure

Analysis

Identify methods of optimization for effective HRES design.

Identify mathematical models applicable to the simulation of HRES.

Perform statistical and numerical analysis of the collected data.

Example

Solar

Ppv = (Iph − Io

(exp

(q(Voc + Ipv Rs )

AKT

)− 1

)−

Voc

Rsh)Vpv (1)

Example

Wind

Pw = Pr

[exp(−( vcin

A)k ) − exp(−( vr

A)k )

( vrA

)k − ( vcinA

)k− exp(−(

vcout

A)k )

](2)

©2015 Watson Python Meet-Up

Page 15: Photurgen_An Open Source Renewable Energy Management Tool

IntroductionMethodology

Data CollectionSoftware

Graphical ResultsWebsite

General User InterfaceWhy Python?

CreditsBibliography

End

Procedure

Analysis

Identify methods of optimization for effective HRES design.

Identify mathematical models applicable to the simulation of HRES.

Perform statistical and numerical analysis of the collected data.

Example

Solar

Ppv = (Iph − Io

(exp

(q(Voc + Ipv Rs )

AKT

)− 1

)−

Voc

Rsh)Vpv (1)

Example

Wind

Pw = Pr

[exp(−( vcin

A)k ) − exp(−( vr

A)k )

( vrA

)k − ( vcinA

)k− exp(−(

vcout

A)k )

](2)

©2015 Watson Python Meet-Up

Page 16: Photurgen_An Open Source Renewable Energy Management Tool

IntroductionMethodology

Data CollectionSoftware

Graphical ResultsWebsite

General User InterfaceWhy Python?

CreditsBibliography

End

Procedure

Analysis

Identify methods of optimization for effective HRES design.

Identify mathematical models applicable to the simulation of HRES.

Perform statistical and numerical analysis of the collected data.

Example

Solar

Ppv = (Iph − Io

(exp

(q(Voc + Ipv Rs )

AKT

)− 1

)−

Voc

Rsh)Vpv (1)

Example

Wind

Pw = Pr

[exp(−( vcin

A)k ) − exp(−( vr

A)k )

( vrA

)k − ( vcinA

)k− exp(−(

vcout

A)k )

](2)

©2015 Watson Python Meet-Up

Page 17: Photurgen_An Open Source Renewable Energy Management Tool

IntroductionMethodology

Data CollectionSoftware

Graphical ResultsWebsite

General User InterfaceWhy Python?

CreditsBibliography

End

Procedure

Analysis

Identify methods of optimization for effective HRES design.

Identify mathematical models applicable to the simulation of HRES.

Perform statistical and numerical analysis of the collected data.

Example

Solar

Ppv = (Iph − Io

(exp

(q(Voc + Ipv Rs )

AKT

)− 1

)−

Voc

Rsh)Vpv (1)

Example

Wind

Pw = Pr

[exp(−( vcin

A)k ) − exp(−( vr

A)k )

( vrA

)k − ( vcinA

)k− exp(−(

vcout

A)k )

](2)

©2015 Watson Python Meet-Up

Page 18: Photurgen_An Open Source Renewable Energy Management Tool

IntroductionMethodology

Data CollectionSoftware

Graphical ResultsWebsite

General User InterfaceWhy Python?

CreditsBibliography

End

Procedure

Software

Create computational tools for the analysis of the collected data.

Model the performance of different energy systems (i.e. battery, solar module,wind turbine etc.).

Development of Photurgen; website, general user interface, etc.

Evaluate the tool using other software as benchmark eg. Homer Energy

©2015 Watson Python Meet-Up

Page 19: Photurgen_An Open Source Renewable Energy Management Tool

IntroductionMethodology

Data CollectionSoftware

Graphical ResultsWebsite

General User InterfaceWhy Python?

CreditsBibliography

End

Procedure

Software

Create computational tools for the analysis of the collected data.

Model the performance of different energy systems (i.e. battery, solar module,wind turbine etc.).

Development of Photurgen; website, general user interface, etc.

Evaluate the tool using other software as benchmark eg. Homer Energy

©2015 Watson Python Meet-Up

Page 20: Photurgen_An Open Source Renewable Energy Management Tool

IntroductionMethodology

Data CollectionSoftware

Graphical ResultsWebsite

General User InterfaceWhy Python?

CreditsBibliography

End

Procedure

Software

Create computational tools for the analysis of the collected data.

Model the performance of different energy systems (i.e. battery, solar module,wind turbine etc.).

Development of Photurgen; website, general user interface, etc.

Evaluate the tool using other software as benchmark eg. Homer Energy

©2015 Watson Python Meet-Up

Page 21: Photurgen_An Open Source Renewable Energy Management Tool

IntroductionMethodology

Data CollectionSoftware

Graphical ResultsWebsite

General User InterfaceWhy Python?

CreditsBibliography

End

Procedure

Software

Create computational tools for the analysis of the collected data.

Model the performance of different energy systems (i.e. battery, solar module,wind turbine etc.).

Development of Photurgen; website, general user interface, etc.

Evaluate the tool using other software as benchmark eg. Homer Energy

©2015 Watson Python Meet-Up

Page 22: Photurgen_An Open Source Renewable Energy Management Tool

IntroductionMethodology

Data CollectionSoftware

Graphical ResultsWebsite

General User InterfaceWhy Python?

CreditsBibliography

End

Procedure

Software

Create computational tools for the analysis of the collected data.

Model the performance of different energy systems (i.e. battery, solar module,wind turbine etc.).

Development of Photurgen; website, general user interface, etc.

Evaluate the tool using other software as benchmark eg. Homer Energy

©2015 Watson Python Meet-Up

Page 23: Photurgen_An Open Source Renewable Energy Management Tool

IntroductionMethodology

Data CollectionSoftware

Graphical ResultsWebsite

General User InterfaceWhy Python?

CreditsBibliography

End

Table of Contents

1 Introduction

2 Methodology

3 Data Collection

4 Software

5 Graphical Results

6 Website

7 General User Interface

8 Why Python?

9 Credits

10 Bibliography

11 End

©2015 Watson Python Meet-Up

Page 24: Photurgen_An Open Source Renewable Energy Management Tool

IntroductionMethodology

Data CollectionSoftware

Graphical ResultsWebsite

General User InterfaceWhy Python?

CreditsBibliography

End

Harbour View, Kingston

©2015 Watson Python Meet-Up

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IntroductionMethodology

Data CollectionSoftware

Graphical ResultsWebsite

General User InterfaceWhy Python?

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End

Portmore, St. Catherine

©2015 Watson Python Meet-Up

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Data CollectionSoftware

Graphical ResultsWebsite

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End

Windsor Castle, Portland

©2015 Watson Python Meet-Up

Page 27: Photurgen_An Open Source Renewable Energy Management Tool

IntroductionMethodology

Data CollectionSoftware

Graphical ResultsWebsite

General User InterfaceWhy Python?

CreditsBibliography

End

Table of Contents

1 Introduction

2 Methodology

3 Data Collection

4 Software

5 Graphical Results

6 Website

7 General User Interface

8 Why Python?

9 Credits

10 Bibliography

11 End

©2015 Watson Python Meet-Up

Page 28: Photurgen_An Open Source Renewable Energy Management Tool

IntroductionMethodology

Data CollectionSoftware

Graphical ResultsWebsite

General User InterfaceWhy Python?

CreditsBibliography

End

Photurgen (PTG)

Photurgen

Help PTGA

PTGGIS PTGO

ResourceAnalysis

System

Design

Output

Figure : Structural design of Photurgen

©2015 Watson Python Meet-Up

Page 29: Photurgen_An Open Source Renewable Energy Management Tool

IntroductionMethodology

Data CollectionSoftware

Graphical ResultsWebsite

General User InterfaceWhy Python?

CreditsBibliography

End

Photurgen Analysis (PTGA)

Weather Analysis Load Analysis

Solar ModuleAnalysis

Wind TurbineAnalysis

WeatherStatistics

Load Statistics

Module Library

Maths Models

PTGA

Figure : Structural design of PTGA

©2015 Watson Python Meet-Up

Page 30: Photurgen_An Open Source Renewable Energy Management Tool

IntroductionMethodology

Data CollectionSoftware

Graphical ResultsWebsite

General User InterfaceWhy Python?

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End

Photurgen Optimization (PTGO)

Load Economics

Solar ModuleEconomics

Wind TurbineEconomics

PTGO

Hybrid OptimizerModule Library

Figure : Structural design of PTGO

©2015 Watson Python Meet-Up

Page 31: Photurgen_An Open Source Renewable Energy Management Tool

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Graphical ResultsWebsite

General User InterfaceWhy Python?

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End

Photurgen GIS (PTGGIS)

Shapefile Reader NetCDF Reader

Asc Reader

Module Library

PTGGIS

Figure : Structural design of PTGGIS

©2015 Watson Python Meet-Up

Page 32: Photurgen_An Open Source Renewable Energy Management Tool

IntroductionMethodology

Data CollectionSoftware

Graphical ResultsWebsite

General User InterfaceWhy Python?

CreditsBibliography

End

Table of Contents

1 Introduction

2 Methodology

3 Data Collection

4 Software

5 Graphical Results

6 Website

7 General User Interface

8 Why Python?

9 Credits

10 Bibliography

11 End

©2015 Watson Python Meet-Up

Page 33: Photurgen_An Open Source Renewable Energy Management Tool

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End

Digital Elevation Models

Source: PTGGIS

©2015 Watson Python Meet-Up

Page 34: Photurgen_An Open Source Renewable Energy Management Tool

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Data CollectionSoftware

Graphical ResultsWebsite

General User InterfaceWhy Python?

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End

Load Consumption

Source: PTGA

Figure : Load consumption patterns

©2015 Watson Python Meet-Up

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General User InterfaceWhy Python?

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Load Consumption

Source: PTGA

Figure : Load consumption patterns

©2015 Watson Python Meet-Up

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General User InterfaceWhy Python?

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End

Levelized Cost of Energy

Source: PTGO

©2015 Watson Python Meet-Up

Page 37: Photurgen_An Open Source Renewable Energy Management Tool

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Data CollectionSoftware

Graphical ResultsWebsite

General User InterfaceWhy Python?

CreditsBibliography

End

Optimal System Configuration

Source: PTGO

255 WModule

255 WModule

255 WModule

255 WModule

255 WModule

255 WModule

255 WModule

BatteryBank

Efficiency: 90%

BatteryBank

Efficiency: 90%

InverterEfficiency

: 90%

NationalElectric

GridOptional :

Net Billing,Standby

Load DemandDaily: kWh/d

Annual: kWh/yr

AC 50 Hz

DC

DC

AC 50 Hz

©2015 Watson Python Meet-Up

Page 38: Photurgen_An Open Source Renewable Energy Management Tool

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PDF Report of Results

Source: All Modules

©2015 Watson Python Meet-Up

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Graphical ResultsWebsite

General User InterfaceWhy Python?

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End

Table of Contents

1 Introduction

2 Methodology

3 Data Collection

4 Software

5 Graphical Results

6 Website

7 General User Interface

8 Why Python?

9 Credits

10 Bibliography

11 End

©2015 Watson Python Meet-Up

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www.photurgen.com

Figure : Please visit www.photurgen.com for more information

©2015 Watson Python Meet-Up

Page 41: Photurgen_An Open Source Renewable Energy Management Tool

IntroductionMethodology

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Graphical ResultsWebsite

General User InterfaceWhy Python?

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Table of Contents

1 Introduction

2 Methodology

3 Data Collection

4 Software

5 Graphical Results

6 Website

7 General User Interface

8 Why Python?

9 Credits

10 Bibliography

11 End

©2015 Watson Python Meet-Up

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Version 1

Current Version

Alpha

Testing

To Be Decided

Release Date

To Be Decided Figure : General User Interface

©2015 Watson Python Meet-Up

Page 43: Photurgen_An Open Source Renewable Energy Management Tool

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Graphical ResultsWebsite

General User InterfaceWhy Python?

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Table of Contents

1 Introduction

2 Methodology

3 Data Collection

4 Software

5 Graphical Results

6 Website

7 General User Interface

8 Why Python?

9 Credits

10 Bibliography

11 End

©2015 Watson Python Meet-Up

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>>>import this

The Zen of Python

Beautiful is better than ugly. Explicit is better than implicit. Simple is better thancomplex. Complex is better than complicated. Flat is better than nested. Sparse isbetter than dense. Readability counts. Special cases aren’t special enough to breakthe rules. Although practicality beats purity. Errors should never pass silently. Unlessexplicitly silenced. In the face of ambiguity, refuse the temptation to guess. Thereshould be one– and preferably only one –obvious way to do it. Although that way maynot be obvious at first unless you’re Dutch. Now is better than never. Although neveris often better than *right* now. If the implementation is hard to explain, it’s a badidea. If the implementation is easy to explain, it may be a good idea. Namespaces areone honking great idea – let’s do more of those!

©2015 Watson Python Meet-Up

Page 45: Photurgen_An Open Source Renewable Energy Management Tool

IntroductionMethodology

Data CollectionSoftware

Graphical ResultsWebsite

General User InterfaceWhy Python?

CreditsBibliography

End

Table of Contents

1 Introduction

2 Methodology

3 Data Collection

4 Software

5 Graphical Results

6 Website

7 General User Interface

8 Why Python?

9 Credits

10 Bibliography

11 End

©2015 Watson Python Meet-Up

Page 46: Photurgen_An Open Source Renewable Energy Management Tool

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Special Mentions

Invitation

David Bain - Organizer

Advisors

Prof. M. Taylor - Deputy Dean

Dr. T. Stephenson - Acting H.O.D

Dr. J.F. Dorville - Supervisor

Dr. K.L. Duncan - Sponsor

Staff

Mrs. R. Simmonds - Equipment

Mr. J. Lothian - Site visits

Data Collection

Weather Resources

Mr. S. Simmonds

Load Consumption

Mrs. C. Scarlett

Mr. S. Simmonds

Biomass/Kitchen Waste

Mr. S. Simmonds

Mr. T. Lumsden

Mr. B. Dennis

Mr. D. Williams

Mr. S. Simms

First Class Tutoring JA

©2015 Watson Python Meet-Up

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IntroductionMethodology

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Table of Contents

1 Introduction

2 Methodology

3 Data Collection

4 Software

5 Graphical Results

6 Website

7 General User Interface

8 Why Python?

9 Credits

10 Bibliography

11 End

©2015 Watson Python Meet-Up

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Bibliography I

Abbes, D., Martinez, A., and Champenois, G. (2013)Life cycle sot, embodied energy and loss of power supply probability for theoptimal design of hybrid power systemsMathematics and Computers in Simulation

Agrahari, R. P. and Tawari, G. N. (2013)The production of biogas using kitchen wasteInternational Journal of Energy Science

Agrahari, R. P. and Tawari, G. N. (2014)Comparative study of biogas production: Utilization of organic wasteInternational Journal of Environment and Resource

Anderson, P. and Bose, A. (1983)Stability simulation of wind turbine systems.IEEE Transactions on Power Apparatus and Systems

©2015 Watson Python Meet-Up

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Bibliography II

Bilal, B. O., Sambou, V., Ndiaye, P. and Ndongo, M. (2010)Optimal design of a hybrid solar-wind battery system using the minimization ofthe annualized cost system and the minimization of the loss of power supplyprobabilityRenewable Energy

Celik, A. N. (2013)Techno-economic analysis of autonomous pv-wind hybrid energy systems usingdifferent sizing methodsEnergy Conversion and Management

Connolly, D., Lund, H., Mathiesen, B. and Leahy, M. (2010)A review of computer tools for analysing the integration of renewable energy intovarious energy systemsApplied Energy

©2015 Watson Python Meet-Up

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Bibliography III

Feroldi, D., Degliuomini, L. N. and Basualdo, M. (2013)Energy management of a hybrid system based on wind solar power sources andbioethanolChemical Engineering Research and Design

Howells, M., Rogner. H., Strachan, N., Heaps, C., Huntington, H., Kypreos, S.,Hughes, A., Silveira, S., DeCarolis, J., Bazillian, M. and Roehrl, A. (2011)Osemosys: The open source energy modelling system: An introduction to itsethos, structure and developmentEnergy Policy

©2015 Watson Python Meet-Up

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Table of Contents

1 Introduction

2 Methodology

3 Data Collection

4 Software

5 Graphical Results

6 Website

7 General User Interface

8 Why Python?

9 Credits

10 Bibliography

11 End

©2015 Watson Python Meet-Up

Page 52: Photurgen_An Open Source Renewable Energy Management Tool

IntroductionMethodology

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Graphical ResultsWebsite

General User InterfaceWhy Python?

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End

Questions?

All questions are welcomed!

©2015 Watson Python Meet-Up