Discussion of 'Prediction of Water Pipe Asset Life Using Neural Networks' by D. Achim, F. Ghotb, and K. J. McManus

Osama Moselhi; Mohamed Fahmy

首页> 外文期刊>Journal of Infrastructure Systems >Discussion of 'Prediction of Water Pipe Asset Life Using Neural Networks' by D. Achim, F. Ghotb, and K. J. McManus

【24h】

Discussion of 'Prediction of Water Pipe Asset Life Using Neural Networks' by D. Achim, F. Ghotb, and K. J. McManus

机译：D. Achim，F.Ghotb和K.J. McManus讨论的“使用神经网络预测水管资产寿命”

获取原文

获取原文并翻译 | 示例

掌桥外文数据库（机构版） >>

开具论文收录证明 >>

文献代查 >>

页面导航

摘要
著录项
相似文献
相关主题

摘要

The authors have addressed an important topic needed for the development and implementation of efficient asset management systems for municipal infrastructures. They developed a model for predicting the number of breaks/kilometer/year of water mains using neural networks (NNs) and compared the accuracy of predicted results against those of two previously developed regression models. The data used in their model development cover a period of 3 years (1997-1999) in a section of the water distribution network in Melbourne, Australia. The authors used pipe diameter, year of construction, age, and length and two geographic coordinates for pipe location as input parameters to their NN model. They found that predictions improved if age and year of construction were included as input. Despite that apparent redundancy, they did not provide an explanation for pipe breakage. It will be helpful if the authors report on the significance or contribution of each input parameter to the output of their model. In view of the relatively low coefficient of determination of their model, they suggested the inclusion of additional input parameters beyond the six stated above.

机译：作者已经解决了开发和实施市政基础设施的有效资产管理系统所需的重要主题。他们开发了一个模型，用于使用神经网络（NN）预测水管的中断数/公里/年，并将预测结果的准确性与两个先前开发的回归模型的准确性进行比较。他们的模型开发中使用的数据涵盖了澳大利亚墨尔本一部分供水网络中为期3年（1997-1999年）的数据。作者使用管道直径，建造年份，年龄和长度以及管道位置的两个地理坐标作为其NN模型的输入参数。他们发现，如果将建设的年龄和年份作为输入，则预测会改善。尽管有明显的冗余，但它们没有提供管道破裂的解释。如果作者报告每个输入参数对其模型输出的重要性或贡献，将很有帮助。考虑到他们模型的确定系数相对较低，他们建议在上述六个参数之外再添加其他输入参数。

著录项

来源
《Journal of Infrastructure Systems》 |2008年第3期|p.272-273|共2页
作者
Osama Moselhi; Mohamed Fahmy;
展开▼
作者单位

Dept. of Building, Civil, and Environmental Engineering, Concordia Univ., 1455 Blvd. de Maisonneuve W, Montreal, QC, H3G 1M8;

展开▼
收录信息
原文格式 PDF
正文语种 eng
中图分类建筑科学;
关键词

相似文献

外文文献
中文文献
专利

1. ESSAYS IN SURGERY. Presented to Dr W.E. Gallie on the occasion of his retirement from the Chair of Surgery in the University of Toronto. With contributions by C. H. Best, A. B. Le Mesurier, H. M. Coleman, J.H. Couch, G. R. Walker, H. S. Coulthard, W.G. Carscadden, G. M. Dale, J. A. Dickson, A. W. Farmer, J. C. Boileau Grant, C. G Smith, D. R. Mitchell, S. J. Shane, W. T. Mustard, J. E. Batemnan, R. V. B. Shier, A. W. M. White, C. W. Harris, H. Wookey, F. R. Wilkinson, S. A. Thomson, R. V. B. Wansbrough, F. Turnbull, G. E. Richards, R. M. Janes, V, Peters, C. Ash, S. Gordon, A. Ham, F. G. Kergin, J. W. Ross, K. G. McKenzie, w. D. Stevenson, J. Gray, R. C. Laird, W. Boyd, G. E. Wilson, R. I. Harris, R. R. Graham, W. R. Campbell, W. L. Robinson, J. D. Mills, C. H. Watson, D. W. Pratt, J. L. McDonald, J. C. McClelland, K. H. Davis, E. Massig, E. B. Tovee, L. R. Dragstedt, W. K. Welsh, l, Macdonald, R. Pearse, R. A. McComb, N. C. Delarue, H. G. Armstrong, C. Aberhart, 9x6 in. Pp. xxiv -584, [J] . Reginald Watson-Jones The Journal of Bone and Joint Surgery. British VolumecBritish Orthopaedic Association , Australian Orthopaedic Association , Canadian Orthopaedic Association . . . [et al] . 1951,第3期

机译：手术中的散文。呈现给W.E博士。 Gallie在他从多伦多大学的手术主席退休的情况下。随着C. H. Best的贡献，A. B.Le Mesurier，H. M. Coleman，J.H。沙发，GR Walker，HS Coulthard，WG Carscadden，GM Dale，Ja Days，AW Farmer，JC Booteau Grant，C. G Smith，Mitchell，SJ Shane，WT Mustard，Je Batemnan，Rvb Shier，AWM White，CW Harris， H. Wookey，FR Wilkinson，Sa Thomson，Rvb Wansbrough，F. Turnbull，Ge Richards，RM Janes，V，Peters，C. Ash，S. Gordon，A. Ham，FG Kergin，JW Ross，KG McKenzie，W。 D. Stevenson，J. Gray，RC莱尔德，W. Boyd，Ge Wilson，Ri Harris，RR Graham，WR Campbell，WL Robinson，JD Mills，CH Watson，DW Pratt，JL McDonald，JC McClelland，Kh Davis，E。 Massig，EB ayvee，LR Dragstedt，WK Welsh，L，麦克唐纳，R. Parse，Ra McComb，NC Desarue，HG Armstrong，C. Aberhart，9x6。PP。 xxiv -584，
2. ESSAYS IN SURGERY. Presented to Dr W.E. Gallie on the occasion of his retirement from the Chair of Surgery in the University of Toronto. With contributions by C. H. Best, A. B. Le Mesurier, H. M. Coleman, J.H. Couch, G. R. Walker, H. S. Coulthard, W.G. Carscadden, G. M. Dale, J. A. Dickson, A. W. Farmer, J. C. Boileau Grant, C. G Smith, D. R. Mitchell, S. J. Shane, W. T. Mustard, J. E. Batemnan, R. V. B. Shier, A. W. M. White, C. W. Harris, H. Wookey, F. R. Wilkinson, S. A. Thomson, R. V. B. Wansbrough, F. Turnbull, G. E. Richards, R. M. Janes, V, Peters, C. Ash, S. Gordon, A. Ham, F. G. Kergin, J. W. Ross, K. G. McKenzie, w. D. Stevenson, J. Gray, R. C. Laird, W. Boyd, G. E. Wilson, R. I. Harris, R. R. Graham, W. R. Campbell, W. L. Robinson, J. D. Mills, C. H. Watson, D. W. Pratt, J. L. McDonald, J. C. McClelland, K. H. Davis, E. Massig, E. B. Tovee, L. R. Dragstedt, W. K. Welsh, l, Macdonald, R. Pearse, R. A. McComb, N. C. Delarue, H. G. Armstrong, C. Aberhart, 9x6 in. Pp. xxiv -584, [J] . Reginald Watson-Jones The Journal of Bone and Joint Surgery. British VolumecBritish Orthopaedic Association , Australian Orthopaedic Association , Canadian Orthopaedic Association . . . [et al] . 1951,第3期

机译：手术中的散文。呈现给W.E博士。 Gallie在他从多伦多大学的手术主席退休的情况下。随着C. H. Best的贡献，A. B.Le Mesurier，H. M. Coleman，J.H。沙发，GR Walker，HS Coulthard，WG Carscadden，GM Dale，Ja Days，AW Farmer，JC Booteau Grant，C. G Smith，Mitchell，SJ Shane，WT Mustard，Je Batemnan，Rvb Shier，AWM White，CW Harris， H. Wookey，FR Wilkinson，Sa Thomson，Rvb Wansbrough，F. Turnbull，Ge Richards，RM Janes，V，Peters，C. Ash，S. Gordon，A. Ham，FG Kergin，JW Ross，KG McKenzie，W。 D. Stevenson，J. Gray，RC莱尔德，W. Boyd，Ge Wilson，Ri Harris，RR Graham，WR Campbell，WL Robinson，JD Mills，CH Watson，DW Pratt，JL McDonald，JC McClelland，Kh Davis，E。 Massig，EB ayvee，LR Dragstedt，WK Welsh，L，麦克唐纳，R. Parse，Ra McComb，NC Desarue，HG Armstrong，C. Aberhart，9x6。PP。 xxiv -584，
3. ESSAYS IN SURGERY. Presented to Dr W.E. Gallie on the occasion of his retirement from the Chair of Surgery in the University of Toronto. With contributions by C. H. Best, A. B. Le Mesurier, H. M. Coleman, J.H. Couch, G. R. Walker, H. S. Coulthard, W.G. Carscadden, G. M. Dale, J. A. Dickson, A. W. Farmer, J. C. Boileau Grant, C. G Smith, D. R. Mitchell, S. J. Shane, W. T. Mustard, J. E. Batemnan, R. V. B. Shier, A. W. M. White, C. W. Harris, H. Wookey, F. R. Wilkinson, S. A. Thomson, R. V. B. Wansbrough, F. Turnbull, G. E. Richards, R. M. Janes, V, Peters, C. Ash, S. Gordon, A. Ham, F. G. Kergin, J. W. Ross, K. G. McKenzie, w. D. Stevenson, J. Gray, R. C. Laird, W. Boyd, G. E. Wilson, R. I. Harris, R. R. Graham, W. R. Campbell, W. L. Robinson, J. D. Mills, C. H. Watson, D. W. Pratt, J. L. McDonald, J. C. McClelland, K. H. Davis, E. Massig, E. B. Tovee, L. R. Dragstedt, W. K. Welsh, l, Macdonald, R. Pearse, R. A. McComb, N. C. Delarue, H. G. Armstrong, C. Aberhart, 9x6 in. Pp. xxiv -584, [J] . Reginald Watson-Jones The Journal of Bone and Joint Surgery. British VolumecBritish Orthopaedic Association , Australian Orthopaedic Association , Canadian Orthopaedic Association . . . [et al] . 1951,第3期

机译：手术中的散文。呈现给W.E博士。 Gallie在他从多伦多大学的手术主席退休的情况下。随着C. H. Best的贡献，A. B.Le Mesurier，H. M. Coleman，J.H。沙发，GR Walker，HS Coulthard，WG Carscadden，GM Dale，Ja Days，AW Farmer，JC Booteau Grant，C. G Smith，Mitchell，SJ Shane，WT Mustard，Je Batemnan，Rvb Shier，AWM White，CW Harris， H. Wookey，FR Wilkinson，Sa Thomson，Rvb Wansbrough，F. Turnbull，Ge Richards，RM Janes，V，Peters，C. Ash，S. Gordon，A. Ham，FG Kergin，JW Ross，KG McKenzie，W。 D. Stevenson，J. Gray，RC莱尔德，W. Boyd，Ge Wilson，Ri Harris，RR Graham，WR Campbell，WL Robinson，JD Mills，CH Watson，DW Pratt，JL McDonald，JC McClelland，Kh Davis，E。 Massig，EB ayvee，LR Dragstedt，WK Welsh，L，麦克唐纳，R. Parse，Ra McComb，NC Desarue，HG Armstrong，C. Aberhart，9x6。PP。 xxiv -584，
4. A Study on Prediction of Equipment Asset Life Cycle Cost Based on BP Neural Network [C] . Huansong Liu, Liang Xiong, Hanhua Yue, International Conference on Information Sciences, Machinery, Materials and Energy . 2015

机译：基于BP神经网络的设备资产预测预测研究
5. Remaining Useful Life Prediction of Water Pipes Using Artificial Neural Network and Adaptive Neuro Fuzzy Inference System Models [D] . Tavakoli, Razieh 2018

机译：人工神经网络和自适应神经模糊推理系统模型预测水管剩余使用寿命
6. Rebuttal from L. E. K. Ratcliffe W. Pijacka F. D. McBryde A. P. Abdala D. J. Moraes P. A. Sobotka E. C. Hart K. Narkiewicz A. K. Nightingale and J. F. R. Paton [O] . L E K Ratcliffe, W Pijacka, F D McBryde, 2014

机译：由L.E.K. RatcliffeW.PijackaF.D.McBrydeA.P.AbdalaD.J.MoraesP.A。SobotkaE.C.HartK.NarkiewiczA.K.Nightingale和J.F.R.Paton驳斥
7. A Correction to the Research Article Titled: "Frequent and Focal FGFR1 Amplification Associates with Therapeutically Tractable FGFR1 Dependency in Squamous Cell Lung Cancer " by J. Weiss, M. L. Sos, D. Seidel, M. Peifer, T. Zander, J. M. Heuckmann, R. T. Ullrich, R. Menon, S. Maier, A. Soltermann, H. Moch, P. Wagener, F. Fischer, S. Heynck, M. Koker, J. Schottle, F. Leenders, F. Gabler, I. Dabow, S. Querings, L. C. Heukamp, H. Balke-Want, S. Ansen, D. Rauh, I. Baessmann, J. Altmuller, Z. Wainer, M. Conron, G. Wright, P. Russell, B. Solomon, E. Brambilla, C. Brambilla, P. Lorimier, S. Sollberg, O. T. Brustugun, W. Engel-Riedel, C. Ludwig, I. Petersen, J. Sanger, J. Clement, H. Groen, W. Timens, H. Sietsma, E. Thunnissen, E. Smit, D. Heideman, F. Cappuzzo, C. Ligorio, S. Damiani, M. Hallek, R. Beroukhim, W. Pao, B. Klebl, M. Baumann, R. Buettner, K. Ernestus, E. Stoelben, J. Wolf, P. Nurnberg, S. Perner, R. K. Thomas [O] . 2011

机译：J.Weiss，ML SOS，D.Seidel，M.Peifer，T.Zander，JM Heuckmann，RT，校正了标题：“频繁和焦细胞FGFR1依赖性抗鳞状细胞肺癌依赖于鳞状细胞肺癌依赖性抗鳞状细胞肺癌依赖性。 Ullrich，R. Menon，S. Maier，A. Soltermann，H. Moch，P.Wagener，F.Fischer，S. Heynck，M.Koker，J. Schottle，F. Leenders，F. Gabler，I. Dabow，我达德勒， S. Querings，LC Heukamp，H. BALKE旺，S.安森，D. Rauh，I. Baessmann，J. Altmuller，Z. Wainer，M. Conron，G.莱特，P.罗素，B.所罗门，E 。Brambilla，C.Brambilla，P. Lorimier，S. Sollberg，Ot Brustugun，W.Ngel-Riedel，C. Ludwig，I. Petersen，J. Sanger，J. Clement，H.崇高，H. Timens，H. Sietsma，E. Thunnissen，E. Smit，D.Heideman，F.Cappuzzo，C. Ligorio，S. Damiani，M.Lahiani，R.Beroukhim，W.Pao，B.Klebl，M.Baumann，R. Buettner，B Baumann，R. Buettner， K.Ernestus，E. Stoelben，J. Wolf，P.Nurnberg，S. Perner，RK Thomas

Discussion of 'Prediction of Water Pipe Asset Life Using Neural Networks' by D. Achim, F. Ghotb, and K. J. McManus

摘要

著录项

相似文献

相关主题

期刊订阅