Impulse response functions for nonlinear nonstationary and heterogeneous systems

Description

The R script IRFnnhs.R, which efficiently estimates impulse response functions for environmental systems that are nonlinear, nonstationary, or heterogeneous, based on their input and output time series. Scripts and results for a series of benchmark tests are also provided, to accompany Kirchner, J.W., Impulse response functions for heterogeneous, nonstationary, and nonlinear systems, estimated by deconvolution and demixing of noisy time series, _Sensors_, 22(9), 3291, https://doi.org/10.3390/s22093291, 2022.

Resources

Name Format Description Link
0 https://www.envidat.ch/dataset/impulse_response_function_script/resource/de609e80-41d7-41d8-8c73-a58d2c2fdc83
0 https://www.envidat.ch/dataset/impulse_response_function_script/resource/7fb322da-6bd9-4e68-a8e7-33383b1db36c
0 https://www.envidat.ch/dataset/impulse_response_function_script/resource/b2a57bb7-8466-4b71-9837-d500e8fa0226
0 https://www.envidat.ch/dataset/impulse_response_function_script/resource/b2a57bb7-8466-4b71-9837-d500e8fa0226
0 https://www.envidat.ch/dataset/impulse_response_function_script/resource/7fb322da-6bd9-4e68-a8e7-33383b1db36c
0 https://www.envidat.ch/dataset/impulse_response_function_script/resource/de609e80-41d7-41d8-8c73-a58d2c2fdc83
0 https://www.envidat.ch/dataset/impulse_response_function_script/resource/7fb322da-6bd9-4e68-a8e7-33383b1db36c
0 https://www.envidat.ch/dataset/impulse_response_function_script/resource/de609e80-41d7-41d8-8c73-a58d2c2fdc83
0 https://www.envidat.ch/dataset/impulse_response_function_script/resource/b2a57bb7-8466-4b71-9837-d500e8fa0226

Tags

  • transfer-function
  • arma-noise
  • impulse-response-function
  • time-series-analysis
  • nonlinear-deconvolution
  • irfnnhsr
  • system-identification
  • irf
  • deconvolution
  • greens-function
  • de-mixing

Topics

  • EDUC

Categories