메뉴 건너뛰기




Volumn 188, Issue , 2017, Pages 356-366

Modeling the economic dependence between town development policy and increasing energy effectiveness with neural networks. Case study: The town of Zielona Góra

Author keywords

Energy efficiency increase in housing; Energy poverty; Multi layer neural networks; Radial neural networks; Space policy; Urban energy policy

Indexed keywords

BACKPROPAGATION; CLIMATE MODELS; ECONOMICS; ENERGY EFFICIENCY; ENERGY POLICY; ENERGY UTILIZATION; HEATING; HOUSING; INTELLIGENT COMPUTING; INVESTMENTS; NETWORK LAYERS; RADIAL BASIS FUNCTION NETWORKS; URBAN GROWTH;

EID: 85008180699     PISSN: 03062619     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.apenergy.2016.12.006     Document Type: Article
Times cited : (40)

References (46)
  • 1
    • 85008155288 scopus 로고    scopus 로고
    • Research on energy consumption in the city. A system of modelling potential for energy effectiveness using artificial intelligence
    • [1] Mrówczyńska, M., Alsabry, A., Skiba, M., Bazan-Krzywoszańska, A., Research on energy consumption in the city. A system of modelling potential for energy effectiveness using artificial intelligence. Int J Eng Sci Innovat Technol 3:5 (2014), 373–384.
    • (2014) Int J Eng Sci Innovat Technol , vol.3 , Issue.5 , pp. 373-384
    • Mrówczyńska, M.1    Alsabry, A.2    Skiba, M.3    Bazan-Krzywoszańska, A.4
  • 2
    • 84929319688 scopus 로고    scopus 로고
    • The residential solar block envelope: a method for enabling the development of compact urban blocks with high passive solar potential
    • [2] Varholomaios, A., The residential solar block envelope: a method for enabling the development of compact urban blocks with high passive solar potential. Energy Build 99 (2015), 303–312.
    • (2015) Energy Build , vol.99 , pp. 303-312
    • Varholomaios, A.1
  • 3
    • 84876346648 scopus 로고    scopus 로고
    • Modeling of the energy demand of the residential sector in the United States using regression models and artificial neural networks
    • [3] Kialashaki, A., Reisel, J., Modeling of the energy demand of the residential sector in the United States using regression models and artificial neural networks. Appl Energy 108 (2013), 271–280.
    • (2013) Appl Energy , vol.108 , pp. 271-280
    • Kialashaki, A.1    Reisel, J.2
  • 4
    • 84886249285 scopus 로고    scopus 로고
    • Apple's changing business model: what should the world's richest company do with all those profits?
    • [4] Lazonick, W., Mazzucato, M., Tulum, Ö., Apple's changing business model: what should the world's richest company do with all those profits?. Account Forum 37 (2013), 249–267.
    • (2013) Account Forum , vol.37 , pp. 249-267
    • Lazonick, W.1    Mazzucato, M.2    Tulum, Ö.3
  • 5
    • 84960121551 scopus 로고    scopus 로고
    • Economic conditions for the development of energy efficient civil engineering using RES in the policy of cohesion of the European Union (2014–2020). Case study: the town of Zielona Gora
    • [5] Bazan-Krzywoszańska, A., Mrówczyńska, M., Skiba, M., Łączak, A., Economic conditions for the development of energy efficient civil engineering using RES in the policy of cohesion of the European Union (2014–2020). Case study: the town of Zielona Gora. Energy Build 118 (2016), 170–180.
    • (2016) Energy Build , vol.118 , pp. 170-180
    • Bazan-Krzywoszańska, A.1    Mrówczyńska, M.2    Skiba, M.3    Łączak, A.4
  • 6
    • 84930958812 scopus 로고    scopus 로고
    • Pain without gain? Reviewing the risks and rewards of investing in Russian coal-fired electricity
    • [6] Gorbacheva, N., Sovacool, B., Pain without gain? Reviewing the risks and rewards of investing in Russian coal-fired electricity. Appl Energy 154 (2015), 970–986.
    • (2015) Appl Energy , vol.154 , pp. 970-986
    • Gorbacheva, N.1    Sovacool, B.2
  • 7
    • 84872229828 scopus 로고    scopus 로고
    • Sustainable urban energy planning: the case study of a tropical city
    • [7] Sampaio, H., Dias, R.A., Perrella Balestieri, J.A., Sustainable urban energy planning: the case study of a tropical city. Appl Energy 104 (2013), 924–935.
    • (2013) Appl Energy , vol.104 , pp. 924-935
    • Sampaio, H.1    Dias, R.A.2    Perrella Balestieri, J.A.3
  • 8
    • 85096240332 scopus 로고    scopus 로고
    • amending Directives /125/EC and 2010/30/EU and repealing Directives 2004/8/EC and 2006/32/EC (Off. J. the EU L 315 of 14.11.2012, p. 1, as amended).
    • [8] Directive of the European Parliament and of the Council of 2012/27/EU of 25 October 2012 on energy efficiency, amending Directives 2009/125/EC and 2010/30/EU and repealing Directives 2004/8/EC and 2006/32/EC (Off. J. the EU L 315 of 14.11.2012, p. 1, as amended).
    • (2009)
  • 9
    • 85096239844 scopus 로고    scopus 로고
    • Directive of European Parliament and of the Council 2010/31/UE of 19 May 2010 on energy characteristics of buildings
    • (OJ EU L 153 of 18 June, p. 13).
    • [9] Directive of European Parliament and of the Council 2010/31/UE of 19 May 2010 on energy characteristics of buildings (OJ EU L 153 of 18 June 2010, p. 13).
    • (2010)
  • 10
    • 85096240460 scopus 로고    scopus 로고
    • Directive of European Parliament and of the Council 2012/27/UE of 25 October 2012 on energy efficiency
    • amending Directives 2009/125/EC and 2010/30/EU and repealing Directives 2004/8/WE and /32/WE.
    • [10] Directive of European Parliament and of the Council 2012/27/UE of 25 October 2012 on energy efficiency, amending Directives 2009/125/EC and 2010/30/EU and repealing Directives 2004/8/WE and 2006/32/WE.
    • (2006)
  • 11
    • 85096240457 scopus 로고    scopus 로고
    • Directive of European Parliament and of the Council 2009/29/EC of 23 April amending Directive 2003/87/EC so as to improve and extend the greenhouse gas emission allowance trading scheme of the Community.
    • [11] Directive of European Parliament and of the Council 2009/29/EC of 23 April 2009 amending Directive 2003/87/EC so as to improve and extend the greenhouse gas emission allowance trading scheme of the Community.
    • (2009)
  • 12
    • 53249090080 scopus 로고    scopus 로고
    • European renewable energy policy at crossroads—focus on electricity support mechanisms
    • [12] Fouquet, D., Johansson, Th., European renewable energy policy at crossroads—focus on electricity support mechanisms. Energy Policy 36 (2008), 4079–4092.
    • (2008) Energy Policy , vol.36 , pp. 4079-4092
    • Fouquet, D.1    Johansson, T.2
  • 13
    • 84894287696 scopus 로고    scopus 로고
    • Cost optimal and nearly zero energy building solutions for office buildings
    • [13] Pikas, E., Thalfeldt, M., Kurnitski, J., Cost optimal and nearly zero energy building solutions for office buildings. Energy Build 74 (2014), 30–42.
    • (2014) Energy Build , vol.74 , pp. 30-42
    • Pikas, E.1    Thalfeldt, M.2    Kurnitski, J.3
  • 14
    • 85008183909 scopus 로고    scopus 로고
    • Analiza wzrostu efektywności energetycznej w budownictwie duńskim
    • [14] Krenz, A., Analiza wzrostu efektywności energetycznej w budownictwie duńskim. Przegląd budowlany 5 (2011), 68–73.
    • (2011) Przegląd budowlany , vol.5 , pp. 68-73
    • Krenz, A.1
  • 15
    • 85008237927 scopus 로고    scopus 로고
    • Oprogramowanie do modelowania energetycznego budynków
    • [15] Skrzypek, J., Górka, A., Oprogramowanie do modelowania energetycznego budynków. Rynek Instalacyjny 3 (2016), 73–79.
    • (2016) Rynek Instalacyjny , vol.3 , pp. 73-79
    • Skrzypek, J.1    Górka, A.2
  • 16
    • 84961249847 scopus 로고    scopus 로고
    • Conceptualising energy use and energy poverty using a capabilities framework
    • [16] Day, R., Walker, G., Simcock, N., Conceptualising energy use and energy poverty using a capabilities framework. Energy Policy 93 (2016), 255–264.
    • (2016) Energy Policy , vol.93 , pp. 255-264
    • Day, R.1    Walker, G.2    Simcock, N.3
  • 17
    • 84941874312 scopus 로고    scopus 로고
    • Building and fuel poverty, an index to measure fuel poverty: an Italian case study
    • [17] Fabbri, K., Building and fuel poverty, an index to measure fuel poverty: an Italian case study. Energy 89 (2015), 244–258.
    • (2015) Energy , vol.89 , pp. 244-258
    • Fabbri, K.1
  • 18
    • 84987967956 scopus 로고    scopus 로고
    • Fuel poverty in Greece: quantitative analysis and implications for policy
    • [18] Atsalis, A., Mirasgedis, S., Tourkolias, C., Diakoulaki, D., Fuel poverty in Greece: quantitative analysis and implications for policy. Energy Build 131 (2016), 87–98.
    • (2016) Energy Build , vol.131 , pp. 87-98
    • Atsalis, A.1    Mirasgedis, S.2    Tourkolias, C.3    Diakoulaki, D.4
  • 19
    • 84960795571 scopus 로고    scopus 로고
    • Innovating to zero the building sector in Europe: minimising the energy consumption, eradication of the energy poverty and mitigating the local climate change
    • [19] Santamouris, M., Innovating to zero the building sector in Europe: minimising the energy consumption, eradication of the energy poverty and mitigating the local climate change. Sol Energy 128 (2016), 61–94.
    • (2016) Sol Energy , vol.128 , pp. 61-94
    • Santamouris, M.1
  • 20
    • 84921754064 scopus 로고    scopus 로고
    • Energy justice: conceptual insights and practical applications
    • [20] Sovacool, B., Dworkin, M., Energy justice: conceptual insights and practical applications. Appl Energy 142 (2015), 435–444.
    • (2015) Appl Energy , vol.142 , pp. 435-444
    • Sovacool, B.1    Dworkin, M.2
  • 21
    • 85054019827 scopus 로고    scopus 로고
    • Ograniczenie ubóstwa energetycznego w Polsce - od teorii do praktyki
    • IBS Policy Paper 2016; 6.
    • [21] Szpor A, Lis M. Ograniczenie ubóstwa energetycznego w Polsce - od teorii do praktyki, IBS Policy Paper 2016; 6.
    • Szpor, A.1    Lis, M.2
  • 22
    • 84956853018 scopus 로고    scopus 로고
    • Fuel poverty, excess winter deaths, and energy costs in Vermont: Burdensome for whom?
    • [22] Teller - Elsberg, J., Sovacool, B., Smith, T., Laine, E., Fuel poverty, excess winter deaths, and energy costs in Vermont: Burdensome for whom?. Energy Policy 90 (2016), 81–91.
    • (2016) Energy Policy , vol.90 , pp. 81-91
    • Teller - Elsberg, J.1    Sovacool, B.2    Smith, T.3    Laine, E.4
  • 23
    • 84949658277 scopus 로고    scopus 로고
    • Fuel poverty, affordability, and energy justice in England: policy insights from the Warm Front Program
    • [23] Sovacool, B.K., Fuel poverty, affordability, and energy justice in England: policy insights from the Warm Front Program. Energy 93 (2015), 361–371.
    • (2015) Energy , vol.93 , pp. 361-371
    • Sovacool, B.K.1
  • 24
    • 33846341402 scopus 로고    scopus 로고
    • Invention in the city: increasing returns to patenting as a scaling function of metropolitan size
    • [24] Bettencourt, L., Lobo, J., Strumsky, D., Invention in the city: increasing returns to patenting as a scaling function of metropolitan size. Res Policy 36 (2007), 107–120.
    • (2007) Res Policy , vol.36 , pp. 107-120
    • Bettencourt, L.1    Lobo, J.2    Strumsky, D.3
  • 25
    • 84928118235 scopus 로고    scopus 로고
    • Energy efficiency policies for space heating in EU countries: a panel data analysis for the period 1990–2010
    • [25] Broin, E., Nässén, J., Johnsson, F., Energy efficiency policies for space heating in EU countries: a panel data analysis for the period 1990–2010. Appl Energy 150 (2015), 211–223.
    • (2015) Appl Energy , vol.150 , pp. 211-223
    • Broin, E.1    Nässén, J.2    Johnsson, F.3
  • 26
    • 85096240148 scopus 로고    scopus 로고
    • Dom zimny, dom ciemny – czyli ubóstwo energetyczne w Polsce
    • IBS Working Paper; 16.
    • [26] Miazga A, Owczarek D. Dom zimny, dom ciemny – czyli ubóstwo energetyczne w Polsce, IBS Working Paper 2015; 16.
    • (2015)
    • Miazga, A.1    Owczarek, D.2
  • 27
    • 84860333550 scopus 로고    scopus 로고
    • A multi-objective optimization model for building retrofit strategies using TRNSYS simulations, GenOpt and MATLAB
    • [27] Asadi, E., Da Silva, M., Antunes, C., Dias, L., A multi-objective optimization model for building retrofit strategies using TRNSYS simulations, GenOpt and MATLAB. Build Environ 56 (2012), 370–378.
    • (2012) Build Environ , vol.56 , pp. 370-378
    • Asadi, E.1    Da Silva, M.2    Antunes, C.3    Dias, L.4
  • 28
    • 84873248492 scopus 로고    scopus 로고
    • An integrated multi-criteria scenario evaluation web tool for participatory land-use planning in urbanized areas: the Ecosystem Portfolio Model
    • [28] Labiosa, W., Forney, W., Esnard, A., Mitsova-Boneva, D., Bernknopf, R., Hearn, P., et al. An integrated multi-criteria scenario evaluation web tool for participatory land-use planning in urbanized areas: the Ecosystem Portfolio Model. Environ Model Software 41 (2013), 210–222.
    • (2013) Environ Model Software , vol.41 , pp. 210-222
    • Labiosa, W.1    Forney, W.2    Esnard, A.3    Mitsova-Boneva, D.4    Bernknopf, R.5    Hearn, P.6
  • 29
    • 84962339463 scopus 로고    scopus 로고
    • Governing cities for sustainable energy: the UK case
    • [29] Webb, J., Hawkey, D., Tingey, M., Governing cities for sustainable energy: the UK case. Cities 54 (2016), 28–35.
    • (2016) Cities , vol.54 , pp. 28-35
    • Webb, J.1    Hawkey, D.2    Tingey, M.3
  • 30
    • 84955154447 scopus 로고    scopus 로고
    • The economics of green transition strategies for cities: can low carbon, energy efficient development approaches be adapted to demand side urban water efficiency?
    • [30] Topi, C., Esposto, E., Govigli, V.M., The economics of green transition strategies for cities: can low carbon, energy efficient development approaches be adapted to demand side urban water efficiency?. Environ Sci Policy 58 (2016), 74–82.
    • (2016) Environ Sci Policy , vol.58 , pp. 74-82
    • Topi, C.1    Esposto, E.2    Govigli, V.M.3
  • 31
    • 85007614178 scopus 로고    scopus 로고
    • Modeling urban design with energy performance
    • [31] Yang, P., Yan, J., Modeling urban design with energy performance. Energy Procedia 88 (2016), 3–8.
    • (2016) Energy Procedia , vol.88 , pp. 3-8
    • Yang, P.1    Yan, J.2
  • 32
    • 85013395279 scopus 로고    scopus 로고
    • Sztuczna sieć neuronowa wspomagająca sterowanie oświetleniem uliczny
    • [32] Drechny, M., Kolasa, M., Sztuczna sieć neuronowa wspomagająca sterowanie oświetleniem uliczny. Rynek Energii 2:123 (2016), 90–95.
    • (2016) Rynek Energii , vol.2 , Issue.123 , pp. 90-95
    • Drechny, M.1    Kolasa, M.2
  • 33
    • 85008236094 scopus 로고    scopus 로고
    • Algorytmy wykorzystujące sieci neuronowe do regulacji węzłów ciepłowniczych
    • [33] Chmielnicki, W.J., Algorytmy wykorzystujące sieci neuronowe do regulacji węzłów ciepłowniczych. Rynek Energii, 12, 2010.
    • (2010) Rynek Energii , vol.12
    • Chmielnicki, W.J.1
  • 34
    • 70349296963 scopus 로고    scopus 로고
    • Sztuczne sieci neuronowe i ich zastosowanie w elektrotechnice i energetyce
    • [34] Korbicz, J., Sztuczne sieci neuronowe i ich zastosowanie w elektrotechnice i energetyce. Przegląd Elektrotechniczny (Electrical Review), 85, 2009.
    • (2009) Przegląd Elektrotechniczny (Electrical Review) , vol.85
    • Korbicz, J.1
  • 35
    • 52349093047 scopus 로고    scopus 로고
    • Comparison between detailed model simulation and artificial neural network for forecasting building energy consumption
    • [35] Neto, A.H., Fiorelli, F.A.S., Comparison between detailed model simulation and artificial neural network for forecasting building energy consumption. Energy Build 40:12 (2008), 2169–2176.
    • (2008) Energy Build , vol.40 , Issue.12 , pp. 2169-2176
    • Neto, A.H.1    Fiorelli, F.A.S.2
  • 36
    • 85096239967 scopus 로고    scopus 로고
    • Research task No. 1: Analysis of possibilities and social and economic effects of improving energy effectiveness in buildings. Contract No. SP/B/1/91454/10, NCBiR, Zielona Góra 2011.
    • [36] Town Energy Audit (TEA) of Zielona Góra, Research task No. 1: Analysis of possibilities and social and economic effects of improving energy effectiveness in buildings. Contract No. SP/B/1/91454/10, NCBiR 2010, Zielona Góra 2011.
    • (2010)
  • 37
    • 33846516584 scopus 로고    scopus 로고
    • Pattern recognition and machine learning
    • Springer New York
    • [37] Bishop, Ch.M., Pattern recognition and machine learning. 2006, Springer, New York.
    • (2006)
    • Bishop, C.M.1
  • 38
    • 0242269356 scopus 로고    scopus 로고
    • Artificial intelligence for the modelling and control of combustion
    • [38] Kalogirou, S.A., Artificial intelligence for the modelling and control of combustion. Prog Energy Combust Sci 29:6 (2003), 515–566.
    • (2003) Prog Energy Combust Sci , vol.29 , Issue.6 , pp. 515-566
    • Kalogirou, S.A.1
  • 39
    • 0742290065 scopus 로고    scopus 로고
    • Relaxed conditions for radial – basis function networks to be approximators
    • [39] Liao, Y., Fang, S., Nuttle, H., Relaxed conditions for radial – basis function networks to be approximators. Neural Networks, Pergamon 16 (2003), 1019–1028.
    • (2003) Neural Networks, Pergamon , vol.16 , pp. 1019-1028
    • Liao, Y.1    Fang, S.2    Nuttle, H.3
  • 40
    • 0347576453 scopus 로고    scopus 로고
    • Sieci neuronowe
    • Oficyna Wydawnicza Politechniki Warszawskiej Warszawa
    • [40] Osowski, S., Sieci neuronowe. 2006, Oficyna Wydawnicza Politechniki Warszawskiej, Warszawa.
    • (2006)
    • Osowski, S.1
  • 41
    • 1942446820 scopus 로고    scopus 로고
    • Performing coordinate transformation by artificial neural network
    • [41] Barsi, A., Performing coordinate transformation by artificial neural network. Allgemeine Vermessungs-Nachrichten 4:108 (2001), 134–137.
    • (2001) Allgemeine Vermessungs-Nachrichten , vol.4 , Issue.108 , pp. 134-137
    • Barsi, A.1
  • 42
    • 85008211276 scopus 로고    scopus 로고
    • Studium nad doborem metod inteligencji numerycznej do rozwiązywania problemów z geodezji inżynieryjnej
    • Oficyna Wydawnicza Uniwersytetu Zielonogórskiego Zielona Góra
    • [42] Mrówczyńska, M., Studium nad doborem metod inteligencji numerycznej do rozwiązywania problemów z geodezji inżynieryjnej. 2015, Oficyna Wydawnicza Uniwersytetu Zielonogórskiego, Zielona Góra.
    • (2015)
    • Mrówczyńska, M.1
  • 43
    • 2642536672 scopus 로고    scopus 로고
    • Modeling hourly diffuse solar-radiation in the city of São Paulo using a neural-network technique
    • [43] Soares, A., Božnar, M., Mlakar, P., Escobedo, J., Machado, A., Modeling hourly diffuse solar-radiation in the city of São Paulo using a neural-network technique. Appl Energy 79:2 (2004), 201–214.
    • (2004) Appl Energy , vol.79 , Issue.2 , pp. 201-214
    • Soares, A.1    Božnar, M.2    Mlakar, P.3    Escobedo, J.4    Machado, A.5
  • 44
    • 85096240177 scopus 로고    scopus 로고
    • An enhanced sampling-based approach to urban energy modeling
    • Conference paper, <>.
    • [44] Ghiassi N., Hammerberg K., Taheri M., Pont U., Sunanta O., Mahdavi A. An enhanced sampling-based approach to urban energy modeling. Conference paper 2015, < https://www.researchgate.net/publication/287760114>.
    • (2015)
    • Ghiassi, N.1    Hammerberg, K.2    Taheri, M.3    Pont, U.4    Sunanta, O.5    Mahdavi, A.6
  • 45
    • 84864990588 scopus 로고    scopus 로고
    • Energy Performance Certificate of building and confidence interval in assessment: an Italian case study
    • [45] Tronchin, L., Fabbri, K., Energy Performance Certificate of building and confidence interval in assessment: an Italian case study. Energy Policy 4 (2012), 176–184.
    • (2012) Energy Policy , vol.4 , pp. 176-184
    • Tronchin, L.1    Fabbri, K.2
  • 46
    • 84949971291 scopus 로고    scopus 로고
    • A methodology for estimating rebound effects in non-residential public service buildings: case study of four buildings in Germany
    • [46] Grossmann, D., Galvin, R., Weiss, J., Madlener, R., Hirschl, B., A methodology for estimating rebound effects in non-residential public service buildings: case study of four buildings in Germany. Energy Build 111 (2016), 455–467.
    • (2016) Energy Build , vol.111 , pp. 455-467
    • Grossmann, D.1    Galvin, R.2    Weiss, J.3    Madlener, R.4    Hirschl, B.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.