368
Views
2
CrossRef citations to date
0
Altmetric
Articles

Optimal placement of sampling locations for identification of a two-dimensional space

, &
Pages 98-113 | Received 22 Feb 2021, Accepted 28 Jul 2021, Published online: 30 Sep 2021

References

  • Ang, A. H.-S., and W. H. Tang. 1984. Probability Concepts in Engineering Planning and Design, Volume II - Decision, Risk and Reliability. USA: John Wiley & Sons.
  • Bishop, C. M. 2006. Pattern Recognition and Machine Learning. New York: Springer.
  • Cami, B., S. Javankhoshdel, K.-K. Phoon, and J. Ching. 2020. “Scale of Fluctuation for Spatially Varying Soils: Estimation Methods and Values.” ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems, Part A: Civil Engineering 6 (4): 03120002.
  • Ching, J., K.-K. Phoon, A. W. Stuedlein, and M. Jaksa. 2019. “Identification of Sample Path Smoothness in Soil Spatial Variability.” Structural Safety 81, doi:https://doi.org/10.1016/j.strusafe.2019.101870.
  • Christakos, G. 1992. Random Field Models in Earth Sciences. USA: Academic Press Inc.
  • Cressie, N. 1991. Statistics for Spatial Data. USA: John Wiley & Sons.
  • Feyen, L., and S. M. Gorelick. 2005. “Framework to Evaluate the Worth of Hydraulic Conductivity Data for Optimal Groundwater Resources Management in Ecologically Sensitive Areas.” Water Resources Research 41 (3). doi:https://doi.org/10.1029/2003WR002901.
  • Honjo, Y., and N. Kudo. 1999. “On inverse analysis and observation scheme for ground deformation analysis based on information entropy.” Proc., 8th ICASP Conference, Application of Statistics and Probability, Sydney, Australia, 387-394.
  • Hoshiya, M., and I. Yoshida. 1996. “Identification of Conditional Stochastic Gaussian Field.” Journal of EM 122 (2): 101–108.
  • Hoshiya, M., and I. Yoshida. 1998. “Process Noise and Optimum Observation in Conditional Stochastic Fields.” Journal of EM 124 (12): 1325–1330.
  • Howard, R. A. 1966. “Information Value Theory.” IEEE Transactions on Systems Science and Cybernetics 2 (1): 22–26.
  • Hu, J. Z., J. Zhang, H. W. Huang, and J. G. Zheng. 2021. “Value of Information Analysis of Site Investigation Program for Slope Design.” Computers and Geotechnics 131 (3): 103938.
  • Jiang, S.-H., I. Papaioannou, and D. Straub. 2018. “Bayesian Updating of Slope Reliability in Spatially Variable Soils with in-Situ Measurements.” Engineering Geology 239: 310–320. doi:https://doi.org/10.1016/j.enggeo.2018.03.021.
  • Jiang, S.-H., I. Papaioannou, and D. Straub. 2020. “Optimization of Site-Exploration Programs for Slope-Reliability Assessment.” ASCE-ASME J. Risk Uncertainty Eng. Syst.” Part A: Civ. Eng 6 (1): 04020004.
  • Kapelan, Z., D. Savic, and G. Walters. 2003. “Multiobjective Sampling Design for Water Distribution Model Calibration.” Journal of Water Resour. Plann. Manage 129 (6): 466–479.
  • Kennedy, J., and R. Eberhart. 1995. “Particle swarm optimization.” Proceedings of IEEE Int. Conf. on Neural Networks, Perth, Australia, 4, 1942-1948.
  • Liu, X., J. Lee, P. Kitanidis, J. Parker, and U. Kim. 2012. “Value of Information as a Context-Specific Measure of Uncertainty in Groundwater Remediation.” Water Resources Management 26 (6): 1513–1535.
  • Malings, C., and M. Pozzi. 2016. “Value of Information for Spatially Distributed Systems: Application to Sensor Placement.” Reliability Engineering & System Safety 154: 219–233.
  • Memarzadeh, M., and M. Pozzi. 2016. “Value of Information in Sequential Decision Making: Component Inspection, Permanent Monitoring and System-Level Scheduling.” Reliability Engineering & System Safety 154: 137–151.
  • Ministry of the Environment Japan. 2012. Guideline on the Investigation and Countermeasure Based on the Soil Contamination Countermeasures Act, Japan (in Japanese).
  • Raiffa, H., and R. Schlaifer. 1961. Applied Statistical Decision Theory. Cambridge, MA, USA: MIT Press.
  • Rasmussen, C. E., and C. K. I. Williams. 2006. Gaussian Processes for Machine Learning. London: MIT Press.
  • Ristic, B., S. Arulampalam, and N. Gordon. 2004. Beyond the Kalman Filter: Particle Filters for Tracking Applications. UK: Artech House.
  • Sato, T., I. Yoshida, and Y. Adachi. 2013. “Optimization of Seismic Sensor Locations Along Highway Links.” Journal of Earthquake and Tsunami 7 (2).
  • Straub, D. 2014. “Value of Information Analysis with Structural Reliability Methods.” Structural Safety 49: 75–85.
  • Straub, D., and M. H. Faber. 2005. “Risk Based Inspection Planning for Structural Systems.” Structural Safety 27: 335–355.
  • Sun, N.-Z. 1994. Inverse Problems in Groundwater Modelling. USA: Kluwer Academic Publishers.
  • Vanmarcke, E. H. 2010. Random Fields: Analysis and Synthesis. Revised and expanded new edition. Beijing: World Scientific Publishing.
  • Wu, S., J. L. Beck, and T. H. Heaton. 2013. “ePAD: Earthquake Probability-Based Automated Decision-Making Framework for Earthquake Early Warning.” Computer-Aided Civil and Infrastructure Engineering 28 (10): 737–752.
  • Wu, J., C. Zheng, and C. Chien. 2005. “Cost-effective Sampling Network Design for Contaminant Plume Monitoring Under General Hydrogeological Conditions.” Journal of Contaminant Hydrology 77: 41–65.
  • Yokota, F., and K. M. Thompson. 2004. “Value of Information Analysis in Environmental Health Risk Management Decisions: Past, Present, and Future.” Risk Analysis 24 (3): 635–650.
  • Yoshida, I., Y. Tasaki, Y. Otake, and S. Wu. 2018. “Optimal Sampling Placement in a Gaussian Random Field Based on Value of Information.” ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems, Part A: Civil Engineering 4 (3).
  • Zhao, T., and Y. Wang. 2019. “Determination of Efficient Sampling Locations in Geotechnical Site Characterization Using Information Entropy and Bayesian Compressive Sampling.” Canadian Geotechnical Journal 56 (11): 1622–1637.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.