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Title: A survey of analytical methods for inclusion in a new energy-water nexus knowledge discovery framework

Authors:
ORCiD logo [1]; ORCiD logo [2]; ORCiD logo [2];  [1]; ORCiD logo [1]; ORCiD logo [3];  [3]; ORCiD logo [1]; ORCiD logo [1]; ORCiD logo [1]
  1. Computer Science and Engineering Department, University at Buffalo, Buffalo, NY, USA, Urban Dynamics Institute, Oak Ridge National Laboratory, Oak Ridge, TN, USA
  2. Computational Science and Engineering Division, Oak Ridge National Laboratory, Oak Ridge, TN, USA
  3. Environmental Sciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, USA, Urban Dynamics Institute, Oak Ridge National Laboratory, Oak Ridge, TN, USA
Publication Date:
Research Org.:
Oak Ridge National Lab. (ORNL), Oak Ridge, TN (United States)
Sponsoring Org.:
USDOE Office of Science (SC), Biological and Environmental Research (BER) (SC-23)
OSTI Identifier:
1560337
Alternate Identifier(s):
OSTI ID: 1488702
Grant/Contract Number:  
AC05-00OR22725
Resource Type:
Published Article
Journal Name:
Big Earth Data
Additional Journal Information:
Journal Name: Big Earth Data Journal Volume: 2 Journal Issue: 3; Journal ID: ISSN 2096-4471
Publisher:
Informa UK Limited
Country of Publication:
Country unknown/Code not available
Language:
English
Subject:
97 MATHEMATICS AND COMPUTING

Citation Formats

Allen, Melissa R., Zaidi, Syed Mohammed Arshad, Chandola, Varun, Morton, April M., Brelsford, Christa M., McManamay, Ryan A., KC, Binita, Sanyal, Jibonananda, Stewart, Robert N., and Bhaduri, Budhendra L. A survey of analytical methods for inclusion in a new energy-water nexus knowledge discovery framework. Country unknown/Code not available: N. p., 2018. Web. doi:10.1080/20964471.2018.1524344.
Allen, Melissa R., Zaidi, Syed Mohammed Arshad, Chandola, Varun, Morton, April M., Brelsford, Christa M., McManamay, Ryan A., KC, Binita, Sanyal, Jibonananda, Stewart, Robert N., & Bhaduri, Budhendra L. A survey of analytical methods for inclusion in a new energy-water nexus knowledge discovery framework. Country unknown/Code not available. doi:10.1080/20964471.2018.1524344.
Allen, Melissa R., Zaidi, Syed Mohammed Arshad, Chandola, Varun, Morton, April M., Brelsford, Christa M., McManamay, Ryan A., KC, Binita, Sanyal, Jibonananda, Stewart, Robert N., and Bhaduri, Budhendra L. Mon . "A survey of analytical methods for inclusion in a new energy-water nexus knowledge discovery framework". Country unknown/Code not available. doi:10.1080/20964471.2018.1524344.
@article{osti_1560337,
title = {A survey of analytical methods for inclusion in a new energy-water nexus knowledge discovery framework},
author = {Allen, Melissa R. and Zaidi, Syed Mohammed Arshad and Chandola, Varun and Morton, April M. and Brelsford, Christa M. and McManamay, Ryan A. and KC, Binita and Sanyal, Jibonananda and Stewart, Robert N. and Bhaduri, Budhendra L.},
abstractNote = {},
doi = {10.1080/20964471.2018.1524344},
journal = {Big Earth Data},
number = 3,
volume = 2,
place = {Country unknown/Code not available},
year = {2018},
month = {10}
}

Journal Article:
Free Publicly Available Full Text
Publisher's Version of Record
DOI: 10.1080/20964471.2018.1524344

Figures / Tables:

Figure 1. Figure 1.: Modeling at the energy-water nexus (adapted from Vallario (2017)).

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Works referenced in this record:

The food-energy-water nexus: Transforming science for society: FOOD, ENERGY, WATER NEXUS
journal, May 2017

  • Scanlon, Bridget R.; Ruddell, Ben L.; Reed, Patrick M.
  • Water Resources Research, Vol. 53, Issue 5
  • DOI: 10.1002/2017WR020889

World Spatiotemporal Analytics and Mapping Project (Wstamp): Discovering, Exploring, and Mapping Spatiotemporal Patterns Across the World’S Largest open Soruce data sets
journal, January 2015


Adapting a GIS-based multicriteria decision analysis approach for evaluating new power generating sites
journal, August 2012


Support vector machines for wind speed prediction
journal, May 2004


Predicting electricity energy consumption: A comparison of regression analysis, decision tree and neural networks
journal, September 2007


Delineation of Uganda into climatological rainfall zones using the method of principal component analysis
journal, October 1995


Locally recurrent globally feedforward networks: a critical review of architectures
journal, March 1994

  • Ah Chung Tsoi, ; Back, A. D.
  • IEEE Transactions on Neural Networks, Vol. 5, Issue 2
  • DOI: 10.1109/72.279187

Locally adaptive, spatially explicit projection of US population for 2030 and 2050
journal, January 2015

  • McKee, Jacob J.; Rose, Amy N.; Bright, Edward A.
  • Proceedings of the National Academy of Sciences, Vol. 112, Issue 5
  • DOI: 10.1073/pnas.1405713112

Sensitivity of residential water consumption to variations in climate: An intraurban analysis of Phoenix, Arizona: CLIMATE AND WATER USE
journal, October 2008

  • Balling, R. C.; Gober, P.; Jones, N.
  • Water Resources Research, Vol. 44, Issue 10
  • DOI: 10.1029/2007WR006722

Spatio-temporal patterns of seasonal rainfall in Spain (1912-2000) using cluster and principal component analysis: comparison
journal, January 2004


A model of residential energy use
journal, March 1978


The spatial and temporal patterns of the East African seasonal rainfall derived from principal component analysis
journal, March 1989


Rainfall forecasting in space and time using a neural network
journal, August 1992


Scaling and universality in urban economic diversification
journal, January 2016

  • Youn, Hyejin; Bettencourt, Luís M. A.; Lobo, José
  • Journal of The Royal Society Interface, Vol. 13, Issue 114
  • DOI: 10.1098/rsif.2015.0937

The Sankey Diagram in Energy and Material Flow Management: Part I: History
journal, February 2008


Smart Solution to Improve Water-energy Nexus for Water Supply Systems
journal, January 2017


The land use–climate change–energy nexus
journal, May 2011

  • Dale, Virginia H.; Efroymson, Rebecca A.; Kline, Keith L.
  • Landscape Ecology, Vol. 26, Issue 6
  • DOI: 10.1007/s10980-011-9606-2

Anomaly detection: A survey
journal, July 2009

  • Chandola, Varun; Banerjee, Arindam; Kumar, Vipin
  • ACM Computing Surveys, Vol. 41, Issue 3, p. 1-58
  • DOI: 10.1145/1541880.1541882

Explaining the prevalence, scaling and variance of urban phenomena
journal, December 2016

  • Gomez-Lievano, Andres; Patterson-Lomba, Oscar; Hausmann, Ricardo
  • Nature Human Behaviour, Vol. 1, Issue 1
  • DOI: 10.1038/s41562-016-0012

Spatially explicit global population scenarios consistent with the Shared Socioeconomic Pathways
journal, July 2016


On comparing three artificial neural networks for wind speed forecasting
journal, July 2010


Benchmarking energy consumption in municipal wastewater treatment plants in Japan
journal, November 2010

  • Mizuta, Kentaro; Shimada, Masao
  • Water Science and Technology, Vol. 62, Issue 10
  • DOI: 10.2166/wst.2010.510

Durable goods and long-run electricity demand: Evidence from air conditioner purchase behavior
journal, July 2014


Patterns of Watershed Urbanization and Impacts on Water Quality
journal, June 2005


Methodology and Indicators of Economy-wide Material Flow Accounting: State of the Art and Reliability Across Sources
journal, August 2011


A Residential Energy Demand System for Spain
journal, January 2005

  • Labandeira, Xavier; Labeaga Azcona, J. Maria; Rodr�guez M�ndez, Miguel
  • SSRN Electronic Journal
  • DOI: 10.2139/ssrn.681288

Current methods and advances in forecasting of wind power generation
journal, January 2012


Regulating hydraulic fracturing in shale gas plays: The case of Texas
journal, May 2011


A model of residential energy use in New Zealand
journal, February 1980


Monitoring and diagnosis of energy consumption in wastewater treatment plants. A state of the art and proposals for improvement
journal, October 2016


Optimization of Pumped Storage Capacity in an Isolated Power System With Large Renewable Penetration
journal, May 2008

  • Brown, P. D.; Peas Lopes, J. A.; Matos, M. A.
  • IEEE Transactions on Power Systems, Vol. 23, Issue 2
  • DOI: 10.1109/TPWRS.2008.919419

Principal component analysis of the electricity consumption in residential dwellings
journal, February 2011


Characterizing Provenance in Visualization and Data Analysis: An Organizational Framework of Provenance Types and Purposes
journal, January 2016

  • Ragan, Eric D.; Endert, Alex; Sanyal, Jibonananda
  • IEEE Transactions on Visualization and Computer Graphics, Vol. 22, Issue 1
  • DOI: 10.1109/TVCG.2015.2467551

Assessing the Integration of Electricity Markets Using Principal Component Analysis: Network and Market Structure Effects
journal, January 2008


The Economics of Urban Water Demand: The Case of Industrial and Commercial Water Use in Hawaii
journal, September 1999

  • Malla, Parashar B.; Gopalakrishnan, Chennat
  • International Journal of Water Resources Development, Vol. 15, Issue 3
  • DOI: 10.1080/07900629948871

Principal component analysis: an appropriate tool for water quality evaluation and management—application to a tropical lake system
journal, November 2004


A review on the forecasting of wind speed and generated power
journal, May 2009

  • Lei, Ma; Shiyan, Luan; Chuanwen, Jiang
  • Renewable and Sustainable Energy Reviews, Vol. 13, Issue 4
  • DOI: 10.1016/j.rser.2008.02.002

Intercomparison of global cloud cover fields over oceans from the VOS observations and NCEP/NCAR reanalysis
journal, January 2007

  • Bedacht, Ernst; Gulev, Sergey K.; Macke, Andreas
  • International Journal of Climatology, Vol. 27, Issue 13
  • DOI: 10.1002/joc.1490

Settlement scaling and increasing returns in an ancient society
journal, February 2015

  • Ortman, Scott G.; Cabaniss, Andrew H. F.; Sturm, Jennie O.
  • Science Advances, Vol. 1, Issue 1
  • DOI: 10.1126/sciadv.1400066

Locally recurrent neural networks for wind speed prediction using spatial correlation
journal, December 2007


A Learning Algorithm for Continually Running Fully Recurrent Neural Networks
journal, June 1989


Determinants of residential water demand in Germany
journal, April 2009


Forecast of hourly average wind speed with ARMA models in Navarre (Spain)
journal, July 2005


Dynamic support vector machines for non-stationary time series forecasting
journal, April 2002


Energy consumption and efficiency in buildings: current status and future trends
journal, December 2015


A multicriteria analysis method as decision-making tool for sustainable desalination: the Asinara Island case study
journal, January 2017


System Dynamics Modeling: Tools for Learning in a Complex World
journal, July 2001

  • Sterman, John D.
  • California Management Review, Vol. 43, Issue 4
  • DOI: 10.2307/41166098

The demand for urban water by customer class
journal, December 1986


Operation costs and consumption of resources at Nordic nutrient removal plants
journal, May 2000


Day-ahead wind speed forecasting using f-ARIMA models
journal, May 2009


Considering the energy, water and food nexus: Towards an integrated modelling approach
journal, December 2011


Using recurrent neural networks for adaptive communication channel equalization
journal, March 1994

  • Kechriotis, G.; Zervas, E.; Manolakos, E. S.
  • IEEE Transactions on Neural Networks, Vol. 5, Issue 2
  • DOI: 10.1109/72.279190

A self-modifying cellular automaton model of historical urbanization in the San Francisco Bay area
journal, January 1997

  • Clarke, K. C.; Hoppen, S.; Gaydos, L.
  • Environment and Planning B: Planning and Design, Vol. 24, Issue 2
  • DOI: 10.1068/b240247

Cities as Organisms: Allometric Scaling of Urban Road Networks
journal, July 2008

  • Samaniego, Horacio; Moses, Melanie E.
  • Journal of Transport and Land Use, Vol. 1, Issue 1
  • DOI: 10.5198/jtlu.v1i1.29

Resource use and resource efficiency in the Asia–Pacific region
journal, October 2010


Akaike's Information Criterion and Recent Developments in Information Complexity
journal, March 2000


Rainfall forecasting by technological machine learning models
journal, June 2008


Long-term energy savings and greenhouse gas emission reductions in the Swiss residential sector
journal, January 2007


Time-series models for reliability evaluation of power systems including wind energy
journal, September 1996


Evaluating the energy consumed for water use in the United States
journal, September 2012


Finding the most unusual time series subsequence: algorithms and applications
journal, November 2006

  • Keogh, Eamonn; Lin, Jessica; Lee, Sang-Hee
  • Knowledge and Information Systems, Vol. 11, Issue 1
  • DOI: 10.1007/s10115-006-0034-6

Urban Scaling and Its Deviations: Revealing the Structure of Wealth, Innovation and Crime across Cities
journal, November 2010


An integrated assessment of water-energy and climate change in sacramento, california: how strong is the nexus?
journal, July 2015


State space neural networks for short term rainfall-runoff forecasting
journal, September 2004


A Fuzzy Model for Wind Speed Prediction and Power Generation in Wind Parks Using Spatial Correlation
journal, June 2004

  • Damousis, I. G.; Alexiadis, M. C.; Theocharis, J. B.
  • IEEE Transactions on Energy Conversion, Vol. 19, Issue 2
  • DOI: 10.1109/TEC.2003.821865

Constructing cities, deconstructing scaling laws
journal, January 2015

  • Arcaute, Elsa; Hatna, Erez; Ferguson, Peter
  • Journal of The Royal Society Interface, Vol. 12, Issue 102
  • DOI: 10.1098/rsif.2014.0745

Finding Structure in Time
journal, March 1990


Energy from Fossil Fuels
journal, February 1949


Derivation and evaluation of landslide-triggering thresholds by a Monte Carlo approach
journal, January 2014


Provenance in sensor data management
journal, February 2014

  • Hensley, Zachary; Sanyal, Jibonananda; New, Joshua
  • Communications of the ACM, Vol. 57, Issue 2
  • DOI: 10.1145/2556647.2556657

Invention in the city: Increasing returns to patenting as a scaling function of metropolitan size
journal, February 2007


Urban Land Area and Population Growth: A New Scaling Relationship for Metropolitan Expansion
journal, September 2007


Energy benchmarking of South Australian WWTPs
journal, May 2013


Growth, innovation, scaling, and the pace of life in cities
journal, April 2007

  • Bettencourt, L. M. A.; Lobo, J.; Helbing, D.
  • Proceedings of the National Academy of Sciences, Vol. 104, Issue 17
  • DOI: 10.1073/pnas.0610172104

The water consumption of energy production: an international comparison
journal, October 2014


Random Forests for Classification in Ecology
journal, November 2007

  • Cutler, D. Richard; Edwards, Thomas C.; Beard, Karen H.
  • Ecology, Vol. 88, Issue 11
  • DOI: 10.1890/07-0539.1

Water and Energy
journal, November 1994


Wind power forecasting using advanced neural networks models
journal, January 1996

  • Kariniotakis, G. N.; Stavrakakis, G. S.; Nogaret, E. F.
  • IEEE Transactions on Energy Conversion, Vol. 11, Issue 4
  • DOI: 10.1109/60.556376

Artificial neural network technique for rainfall forecasting applied to the São Paulo region
journal, January 2005

  • Valverde Ramírez, Maria Cleofé; de Campos Velho, Haroldo Fraga; Ferreira, Nelson Jesus
  • Journal of Hydrology, Vol. 301, Issue 1-4
  • DOI: 10.1016/j.jhydrol.2004.06.028

Urban Expansion Simulation of Southeast England Using Population Surface Modelling and Cellular Automata
journal, October 2002

  • Wu, Fulong; Martin, David
  • Environment and Planning A: Economy and Space, Vol. 34, Issue 10
  • DOI: 10.1068/a3520

The Energy-Water Nexus in Texas
journal, January 2011

  • Stillwell, Ashlynn S.; King, Carey W.; Webber, Michael E.
  • Ecology and Society, Vol. 16, Issue 1
  • DOI: 10.5751/ES-03781-160102

A study of optimal model lag and spatial inputs to artificial neural network for rainfall forecasting
journal, January 2000


Energy benchmarking in wastewater treatment plants: the importance of site operation and layout
journal, July 2014


Principal component analysis of electricity use in office buildings
journal, January 2008


A non-linear rainfall-runoff model using radial basis function network
journal, April 2004


Effects of Urban Spatial Structure, Sociodemographics, and Climate on Residential Water Consumption in Hillsboro, Oregon 1 : E
journal, January 2010

  • House-Peters, Lily; Pratt, Bethany; Chang, Heejun
  • JAWRA Journal of the American Water Resources Association, Vol. 46, Issue 3
  • DOI: 10.1111/j.1752-1688.2009.00415.x

Gaining Perspective on the Water−Energy Nexus at the Community Scale
journal, May 2011

  • Perrone, Debra; Murphy, Jennifer; Hornberger, George M.
  • Environmental Science & Technology, Vol. 45, Issue 10
  • DOI: 10.1021/es103230n

Operational energy performance assessment system of municipal wastewater treatment plants
journal, September 2010

  • Yang, Lingbo; Zeng, Siyu; Chen, Jining
  • Water Science and Technology, Vol. 62, Issue 6
  • DOI: 10.2166/wst.2010.394

SLOM: a new measure for local spatial outliers
journal, September 2005


Statistical analysis of wind speed and wind power potential of Port Elizabeth using Weibull parameters
journal, October 2017


User‐Specific Water Demand Elasticities
journal, January 1991


An Update on SURFRAD—The GCOS Surface Radiation Budget Network for the Continental United States
journal, October 2005

  • Augustine, John A.; Hodges, Gary B.; Cornwall, Christopher R.
  • Journal of Atmospheric and Oceanic Technology, Vol. 22, Issue 10
  • DOI: 10.1175/JTECH1806.1

The rising tide: assessing the risks of climate change and human settlements in low elevation coastal zones
journal, April 2007

  • McGranahan, Gordon; Balk, Deborah; Anderson, Bridget
  • Environment and Urbanization, Vol. 19, Issue 1
  • DOI: 10.1177/0956247807076960

Modeling of end-use energy consumption in the residential sector: A review of modeling techniques
journal, October 2009

  • Swan, Lukas G.; Ugursal, V. Ismet
  • Renewable and Sustainable Energy Reviews, Vol. 13, Issue 8, p. 1819-1835
  • DOI: 10.1016/j.rser.2008.09.033

Downscaling of precipitation for climate change scenarios: A support vector machine approach
journal, November 2006


Explaining the spread of residential air conditioning, 1955–1980
journal, September 2008


Water Price Responsiveness of Commercial Establishments
journal, June 1978


Energy and hydraulic efficiency in conventional water supply systems
journal, February 2014

  • Nogueira Vilanova, Mateus Ricardo; Perrella Balestieri, José Antônio
  • Renewable and Sustainable Energy Reviews, Vol. 30
  • DOI: 10.1016/j.rser.2013.11.024

Leveraging the Energy of the Group to Manage the Energy of the Utility: The NWWBI Adopts Industry Tools to Improve Energy Performance
journal, January 2012

  • Spruston, Susan; Kolesov, Alexander; Main, David
  • Proceedings of the Water Environment Federation, Vol. 2012, Issue 14
  • DOI: 10.2175/193864712811726365

The Finley Affair: A Signal Event in the History of Forecast Verification
journal, March 1996


Progress towards sustainability? What the conceptual framework of material and energy flow accounting (MEFA) can offer
journal, July 2004


Simulating the Impact of Drought on California’s Central Valley Hydrology, Groundwater and Cropping
journal, September 2013

  • Dale, Larry L.; Dogrul, Emin C.; Brush, Charles F.
  • British Journal of Environment and Climate Change, Vol. 3, Issue 3
  • DOI: 10.9734/BJECC/2013/2680

Integrated analysis of climate change, land-use, energy and water strategies
journal, June 2013

  • Howells, Mark; Hermann, Sebastian; Welsch, Manuel
  • Nature Climate Change, Vol. 3, Issue 7
  • DOI: 10.1038/nclimate1789

Understanding urban residential water use in Beijing and Tianjin, China
journal, September 2005


A new modeling approach for water resources policy analysis
journal, January 1999

  • Simonovic, Slobodan P.; Fahmy, Hussam
  • Water Resources Research, Vol. 35, Issue 1
  • DOI: 10.1029/1998WR900023

Outliers Detection in Multivariate Time Series by Independent Component Analysis
journal, July 2007


Modified support vector machines in financial time series forecasting
journal, October 2002


A statistical analysis of wind speed data used in installation of wind energy conversion systems
journal, March 2005


The assignment of Rainfall stations into homogeneous groups: An application of principal component analysis
journal, October 1975

  • Dyer, T. G. J.
  • Quarterly Journal of the Royal Meteorological Society, Vol. 101, Issue 430
  • DOI: 10.1002/qj.49710143020

Urban scaling in Europe
journal, March 2016

  • Bettencourt, Luís M. A.; Lobo, José
  • Journal of The Royal Society Interface, Vol. 13, Issue 116
  • DOI: 10.1098/rsif.2016.0005

Random Forests
journal, January 2001


Well Recovery, Drainage Area, and Future Drill-Well Inventory: Empirical Study of the Barnett Shale Gas Play
journal, November 2014

  • Ikonnikova, Svetlana; Browning, John; Horvath, Susan Christine
  • SPE Reservoir Evaluation & Engineering, Vol. 17, Issue 04
  • DOI: 10.2118/171552-PA

    Figures/Tables have been extracted from DOE-funded journal article accepted manuscripts.