Energy Consumption Prediction Analysis for the Retrofitting of an Urban Area using Artificial Neural Networks ? Case Study
International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
www.ijsr.net | Open Access | Fully Refereed | Peer Reviewed International Journal

ISSN: 2319-7064



Downloads: 118

Research Paper | Civil Engineering | Romania | Volume 4 Issue 12, December 2015

Energy Consumption Prediction Analysis for the Retrofitting of an Urban Area using Artificial Neural Networks ? Case Study

D. S. Rusu

This paper presents an analysis of the retrofitting process of an urban area. The predictions for the energy consumption was made using a series of software programs created using artificial neural networks instead of simulation software or standard computing or numerical methods. The novelty of this method is that energy consumption was determined based on real data collected from numerous real cases instead of standard old norms, leading to a more accurate prediction. This method takes into consideration the nonlinearity relations between all the measurable variables and the final energy consumption value, without being restricted to standards and norms. The construction of the neural networks was presented in previous papers. The main goal of the analysis was to determine the most efficient methods for the retrofitting of the residential buildings and the economic costs.

Keywords: residential buildings, energy consumption, retrofitting, artificial neural networks, case study, prediction

Edition: Volume 4 Issue 12, December 2015

Pages: 1454 - 1457

Share this Article

How to Cite this Article?

D. S. Rusu, "Energy Consumption Prediction Analysis for the Retrofitting of an Urban Area using Artificial Neural Networks ? Case Study", International Journal of Science and Research (IJSR), https://www.ijsr.net/search_index_results_paperid.php?id=NOV152301, Volume 4 Issue 12, December 2015, 1454 - 1457

Enter Your Email Address and Click Download Button





Similar Articles with Keyword 'residential buildings'

Downloads: 117

M.Tech / M.E / PhD Thesis, Civil Engineering, India, Volume 4 Issue 2, February 2015

Pages: 1574 - 1578

Regulatory Provisions for Safety of Residential Buildings Shortcomings and Modifications for its Role in 21st Century

Pramod. V. Kanase

Share this Article

Downloads: 118

Research Paper, Civil Engineering, Romania, Volume 4 Issue 12, December 2015

Pages: 1454 - 1457

Energy Consumption Prediction Analysis for the Retrofitting of an Urban Area using Artificial Neural Networks ? Case Study

D. S. Rusu

Share this Article

Downloads: 119

Research Paper, Civil Engineering, Romania, Volume 3 Issue 12, December 2014

Pages: 1398 - 1401

Prediction of Energy Consumption in Residential Buildings Before and After Retrofitting using Artificial Neural Networks

D. S. Rusu

Share this Article

Downloads: 133

Research Paper, Civil Engineering, India, Volume 8 Issue 4, April 2019

Pages: 1580 - 1581

Scope of Utilization of Recycled Aggregates in Construction Sector

N. K. Dhapekar, Dr. P. S. Charpe

Share this Article

Similar Articles with Keyword 'energy consumption'

Downloads: 6 | Monthly Hits: ⮙6

Research Paper, Civil Engineering, India, Volume 10 Issue 5, May 2021

Pages: 268 - 270

A Comparative Study of Energy Consumption and CO2 Emission in Mud and Concrete Construction Systems

Abroo Bashir, Syed Tahir

Share this Article

Downloads: 115 | Monthly Hits: ⮙1

Survey Paper, Civil Engineering, India, Volume 5 Issue 3, March 2016

Pages: 1020 - 1023

Energy Retrofitting: The Technique to Reduce Carbon Emission

Rohit V Ambapkar, Dr. K Ravi

Share this Article

Downloads: 117

Case Studies, Civil Engineering, India, Volume 5 Issue 3, March 2016

Pages: 1596 - 1598

Case Study on Building Orientation

Nikhil V. Deshmukh, Yogesh P. Kherde

Share this Article

Downloads: 118

Research Paper, Civil Engineering, Romania, Volume 4 Issue 12, December 2015

Pages: 1454 - 1457

Energy Consumption Prediction Analysis for the Retrofitting of an Urban Area using Artificial Neural Networks ? Case Study

D. S. Rusu

Share this Article

Downloads: 119

Research Paper, Civil Engineering, Romania, Volume 3 Issue 12, December 2014

Pages: 1398 - 1401

Prediction of Energy Consumption in Residential Buildings Before and After Retrofitting using Artificial Neural Networks

D. S. Rusu

Share this Article

Similar Articles with Keyword 'retrofitting'

Downloads: 68 | Weekly Hits: ⮙4 | Monthly Hits: ⮙13

Research Paper, Civil Engineering, India, Volume 2 Issue 1, January 2013

Pages: 736 - 738

Advanced Composite Materials Wrapped Concrete: Stress-Strain Models

S. R. Bhagat

Share this Article

Downloads: 115 | Monthly Hits: ⮙1

Survey Paper, Civil Engineering, India, Volume 5 Issue 3, March 2016

Pages: 1020 - 1023

Energy Retrofitting: The Technique to Reduce Carbon Emission

Rohit V Ambapkar, Dr. K Ravi

Share this Article

Downloads: 117

M.Tech / M.E / PhD Thesis, Civil Engineering, India, Volume 5 Issue 4, April 2016

Pages: 2301 - 2304

Retrofitting of Reinforced Beam-Column Joints Using Hybrid Laminates

Rajeshwaran.M, Manikandan.T

Share this Article

Downloads: 117

Research Paper, Civil Engineering, India, Volume 5 Issue 8, August 2016

Pages: 1857 - 1859

A Model Study on Effect of Pattern on Group Efficiency of Micropile

Aswathy P.A., Meera Manuel

Share this Article

Downloads: 117 | Weekly Hits: ⮙3

Research Paper, Civil Engineering, India, Volume 7 Issue 9, September 2018

Pages: 990 - 992

Micro Piling for Retrofitting of Structures-Case Studies

Mahipal Burdak, Amita

Share this Article

Similar Articles with Keyword 'artificial neural networks'

Downloads: 118

Research Paper, Civil Engineering, Romania, Volume 4 Issue 12, December 2015

Pages: 1454 - 1457

Energy Consumption Prediction Analysis for the Retrofitting of an Urban Area using Artificial Neural Networks ? Case Study

D. S. Rusu

Share this Article

Downloads: 119

Research Paper, Civil Engineering, Romania, Volume 3 Issue 12, December 2014

Pages: 1398 - 1401

Prediction of Energy Consumption in Residential Buildings Before and After Retrofitting using Artificial Neural Networks

D. S. Rusu

Share this Article

Downloads: 126

M.Tech / M.E / PhD Thesis, Civil Engineering, India, Volume 7 Issue 10, October 2018

Pages: 880 - 884

Study of ANN Program for Prediction of California Bearing Ratio of Fine-Grained Soils

Vasu. Nagamalli, Suresh Praveen Kumar.P

Share this Article

Downloads: 138

Research Paper, Civil Engineering, Romania, Volume 7 Issue 12, December 2018

Pages: 1099 - 1101

Prediction of Energy Losses through Thermal Lines Using Artificial Neural Networks

Rusu Daniel Sorin

Share this Article

Similar Articles with Keyword 'case study'

Downloads: 184 | Weekly Hits: ⮙1 | Monthly Hits: ⮙2

Case Studies, Civil Engineering, India, Volume 8 Issue 4, April 2019

Pages: 141 - 154

Case Study Papers on Practical Guidelines for the Inspection and Repair of Hot Dip Galvanized Coatings

Harshal S Khode

Share this Article

Downloads: 199 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1

Review Papers, Civil Engineering, India, Volume 9 Issue 5, May 2020

Pages: 386 - 392

Review Paper on Case Study of Radisson Square, Indore

Bhavesh Koranne, Vinay Deulkar

Share this Article

Downloads: 1 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1

Research Paper, Civil Engineering, India, Volume 10 Issue 6, June 2021

Pages: 848 - 853

A Research Paper on Contribution of Spray Plaster Technology to Achieve the Project Specification by Cost

Mohammad Faraz Ahmed, Zishan Raza Khan, Mohd Ahmad

Share this Article

Downloads: 4

Review Papers, Civil Engineering, India, Volume 10 Issue 4, April 2021

Pages: 887 - 890

A Review of Underpinning of Various Structures

Anirudha Anil Desai

Share this Article

Downloads: 54

Research Paper, Civil Engineering, Nepal, Volume 10 Issue 4, April 2021

Pages: 87 - 94

Efficiency of Water Users Association of Lepcha Community in Construction of Irrigation Canal: Evidence from Rong Rural Municipality of Nepal

Sadiksha Katwal

Share this Article

Similar Articles with Keyword 'prediction'

Downloads: 111

Review Papers, Civil Engineering, Ghana, Volume 5 Issue 3, March 2016

Pages: 1789 - 1798

Characterization and Shear Strength Prediction of Reinforced Concrete Deep Beams ? A Review

Kwadwo Adinkrah-Appiah, Mark Adom-Asamoah

Share this Article

Downloads: 114

Research Paper, Civil Engineering, India, Volume 4 Issue 6, June 2015

Pages: 2863 - 2866

Artificial Neural Network: An Effective Tool for Predicting Water Quality for Kalyan-Dombivali Municipal Corporation

Rajesh R. Goyal, Hema Patel, S. J. Mane

Share this Article

Downloads: 116 | Weekly Hits: ⮙1

Research Paper, Civil Engineering, Nigeria, Volume 3 Issue 6, June 2014

Pages: 1557 - 1567

Model to Predict the Elastic Modulus of An A-5 Soil- Lime Mixture for Road Pavement Design in Rivers State Using one Indirect Tensile Testing Technique (Point Load)

D. B. Eme, J. C. Agunwamba

Share this Article

Downloads: 117

Research Paper, Civil Engineering, India, Volume 6 Issue 6, June 2017

Pages: 2020 - 2024

Model for Rate Prediction of Commercial Properties in PMC

Sneha Mokalkar, P. R. Minde

Share this Article

Downloads: 118

Research Paper, Civil Engineering, Ukraine, Volume 4 Issue 8, August 2015

Pages: 280 - 282

The Method of Prediction of Deformations of Buildings and Failure Analysis the Examination of Technical Condition of Buildings

Olexander Terentyev, Malyna Bohdan

Share this Article



Top