Skip to main content

2022 | OriginalPaper | Buchkapitel

ARTI: One New Adaptive Elliptical Weighting Model Combining with the Tikhonov-p-norm for Image Reconstruction

verfasst von : Chunhua Zhu, Zhen Shi, Weidong Yang

Erschienen in: Broadband Communications, Networks, and Systems

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

To reconstruct the target-induced attenuation image keeping consistent with the observed measurement data, this paper explores the use of a new horizontal distance attenuation-based elliptical weighting model in building an attenuation image, where a horizontal distance attenuation factor and a vertical distance attenuation factor are introduced, respectively, which is able to clear the difference of the voxel weightings perpendicular to the line-of-sight (LOS) direction, as well as the difference of the voxel weightings parallel to the LOS direction. Compared with the existing model, the proposed model can additively reflect the occlusion effect of the radio frequency signal when the target is close to the transceiver nodes. Besides, the Tikhonov-p-norm regularization is incorporated into the image reconstruction, which makes full use of the sparse ability of the p-norm (0 < p < 1) to further reduce the noise interference. The experimental studies on indoor and outdoor scenarios with radio tomographic imaging are presented to validate the effectiveness of the proposed approach.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Wilson, J., Patwari, N.: Radio tomographic imaging with wireless networks. IEEE Trans. Mob. Comput. 9(5), 621–632 (2010)CrossRef Wilson, J., Patwari, N.: Radio tomographic imaging with wireless networks. IEEE Trans. Mob. Comput. 9(5), 621–632 (2010)CrossRef
2.
Zurück zum Zitat Wilson, J., Patwari, N.: Through walls: motion tracking using variance–based radio tomography networks. IEEE Trans. Mob. Comput. 10(5), 612–621 (2011)CrossRef Wilson, J., Patwari, N.: Through walls: motion tracking using variance–based radio tomography networks. IEEE Trans. Mob. Comput. 10(5), 612–621 (2011)CrossRef
3.
Zurück zum Zitat Hamilton, B.R., Ma, X., Baxley, R.J., Matechik, S.M.: Propagation modeling for radio frequency tomography in wireless networks. IEEE J. Sel. Top. Sig. Process. 8(1), 55–65 (2014)CrossRef Hamilton, B.R., Ma, X., Baxley, R.J., Matechik, S.M.: Propagation modeling for radio frequency tomography in wireless networks. IEEE J. Sel. Top. Sig. Process. 8(1), 55–65 (2014)CrossRef
4.
Zurück zum Zitat Tian, X., An, J., Wang, Z.: A const-eccentricity elliptical model in radio tomography imaging. J. Beijing Univ. Technol. 35(07), 725–729 (2015) Tian, X., An, J., Wang, Z.: A const-eccentricity elliptical model in radio tomography imaging. J. Beijing Univ. Technol. 35(07), 725–729 (2015)
5.
Zurück zum Zitat Lei, Q., Zhang, H., Sun, H., Tang, L.: A new elliptical model for device-free localization. Sensors 16(4), 1–12 (2016)CrossRef Lei, Q., Zhang, H., Sun, H., Tang, L.: A new elliptical model for device-free localization. Sensors 16(4), 1–12 (2016)CrossRef
6.
Zurück zum Zitat Zhu, C., Wang, J., Chen, Y.: ARTI (Adaptive Radio Tomographic Imaging): one new adaptive elliptical weighting model combining with tracking estimates. Sensors 19(5), 1–12 (2019)CrossRef Zhu, C., Wang, J., Chen, Y.: ARTI (Adaptive Radio Tomographic Imaging): one new adaptive elliptical weighting model combining with tracking estimates. Sensors 19(5), 1–12 (2019)CrossRef
7.
Zurück zum Zitat Xu, S., Liu, H., Gao, F., Wang, Z.: Compressive sensing based radio tomographic imaging with spatial diversity. Sensors 19(3), 1–15 (2019)CrossRef Xu, S., Liu, H., Gao, F., Wang, Z.: Compressive sensing based radio tomographic imaging with spatial diversity. Sensors 19(3), 1–15 (2019)CrossRef
8.
Zurück zum Zitat Wang, M., Wang, Z., Bu, X., Ding, E.: An adaptive weighting algorithm for accurate radio tomographic image in the environment with multipath and WiFi interference. Int. J. Distrib. Sens. Netw. 13(1), 1–11 (2017) Wang, M., Wang, Z., Bu, X., Ding, E.: An adaptive weighting algorithm for accurate radio tomographic image in the environment with multipath and WiFi interference. Int. J. Distrib. Sens. Netw. 13(1), 1–11 (2017)
9.
Zurück zum Zitat Zhu, C., Chen, Y.: Distance attenuation-based elliptical weighting model in radio tomography imaging. IEEE Access 6, 34691–34695 (2018)CrossRef Zhu, C., Chen, Y.: Distance attenuation-based elliptical weighting model in radio tomography imaging. IEEE Access 6, 34691–34695 (2018)CrossRef
10.
Zurück zum Zitat Ke, W., Zuo, H., Chen, M., Wang, Y.: Enhanced radio tomographic imaging method for device-free localization using a gradual-changing weight model. Progr. Electromagn. Res. M 82, 39–48 (2019)CrossRef Ke, W., Zuo, H., Chen, M., Wang, Y.: Enhanced radio tomographic imaging method for device-free localization using a gradual-changing weight model. Progr. Electromagn. Res. M 82, 39–48 (2019)CrossRef
11.
Zurück zum Zitat Kaltiokallio, O., Jantti, R., Patwari, N.: ARTI: an adaptive radio tomographic imaging system. IEEE Trans. Veh. Technol. 66(8), 7302–7316 (2017)CrossRef Kaltiokallio, O., Jantti, R., Patwari, N.: ARTI: an adaptive radio tomographic imaging system. IEEE Trans. Veh. Technol. 66(8), 7302–7316 (2017)CrossRef
12.
Zurück zum Zitat Wang, J., Gao, Q., Pan, M., Zhang, X., Yu, Y., Wang, H.: Toward accurate device-free wireless localization with a saddle surface model. IEEE Trans. Veh. Technol. 65(8), 6665–6677 (2016)CrossRef Wang, J., Gao, Q., Pan, M., Zhang, X., Yu, Y., Wang, H.: Toward accurate device-free wireless localization with a saddle surface model. IEEE Trans. Veh. Technol. 65(8), 6665–6677 (2016)CrossRef
13.
Zurück zum Zitat Wang, Z., Liu, H., Xu, S., Bu, X., An, J.: A diffraction measurement model and particle filter tracking method for RSS-based DFL. IEEE J. Sel. Areas Commun. 33(11), 2391–2403 (2015)CrossRef Wang, Z., Liu, H., Xu, S., Bu, X., An, J.: A diffraction measurement model and particle filter tracking method for RSS-based DFL. IEEE J. Sel. Areas Commun. 33(11), 2391–2403 (2015)CrossRef
14.
Zurück zum Zitat Savazzi, S., Nicoli, M., Carminati, F., Riva, M.: A Bayesian approach to device-free localization: Modeling and experimental assessment. IEEE J. Sel. Top. Sig. Process. 8(1), 16–29 (2014)CrossRef Savazzi, S., Nicoli, M., Carminati, F., Riva, M.: A Bayesian approach to device-free localization: Modeling and experimental assessment. IEEE J. Sel. Top. Sig. Process. 8(1), 16–29 (2014)CrossRef
15.
Zurück zum Zitat Wang, Z., Qin, L., Guo, X., Wang, G.: Dual-radio tomographic imaging with shadowing-measurement awareness. IEEE Trans. Instrum. Meas. 69(7), 4453–4464 (2020)CrossRef Wang, Z., Qin, L., Guo, X., Wang, G.: Dual-radio tomographic imaging with shadowing-measurement awareness. IEEE Trans. Instrum. Meas. 69(7), 4453–4464 (2020)CrossRef
16.
Zurück zum Zitat Wang, J., et al.: E-HIPA: an energy-efficient framework for high-precision multi-target-adaptive device-free localization. IEEE Trans. Mob. Comput. 16(3), 716–729 (2017)CrossRef Wang, J., et al.: E-HIPA: an energy-efficient framework for high-precision multi-target-adaptive device-free localization. IEEE Trans. Mob. Comput. 16(3), 716–729 (2017)CrossRef
17.
Zurück zum Zitat Huang, K., Tan, S., Luo, Y., Guo, X., Wang, G.: Enhanced radio tomographic imaging with heterogeneous Bayesian compressive sensing. Pervasive Mob. Comput. 40, 450–463 (2017)CrossRef Huang, K., Tan, S., Luo, Y., Guo, X., Wang, G.: Enhanced radio tomographic imaging with heterogeneous Bayesian compressive sensing. Pervasive Mob. Comput. 40, 450–463 (2017)CrossRef
18.
Zurück zum Zitat Kaltiokallio, O., Bocca, M., Patwari, N.: Enhancing the accuracy of radio tomographic imaging using channel diversity. In: 2012 IEEE 9th International Conference on Mobile Ad-Hoc and Sensor Systems (MASS 2012), pp. 254–262. IEEE, Las Vegas (2012) Kaltiokallio, O., Bocca, M., Patwari, N.: Enhancing the accuracy of radio tomographic imaging using channel diversity. In: 2012 IEEE 9th International Conference on Mobile Ad-Hoc and Sensor Systems (MASS 2012), pp. 254–262. IEEE, Las Vegas (2012)
19.
Zurück zum Zitat Bocca, M., Luong, A., Patwari, N., Schmid, T.: Dial it in: rotating RF sensors to enhance radio tomography. In: 2014 Eleventh Annual IEEE International Conference on Sensing, Communication, and Networking (SECON), pp. 600–608. IEEE, Singapore (2014) Bocca, M., Luong, A., Patwari, N., Schmid, T.: Dial it in: rotating RF sensors to enhance radio tomography. In: 2014 Eleventh Annual IEEE International Conference on Sensing, Communication, and Networking (SECON), pp. 600–608. IEEE, Singapore (2014)
20.
Zurück zum Zitat Chartrand, R., Yin, W.: Iteratively reweighted algorithms for compressive sensing. In: 2008 IEEE International Conference on Acoustics, Speech and Signal Processing, pp. 3869–3872. IEEE, Las Vegas (2008) Chartrand, R., Yin, W.: Iteratively reweighted algorithms for compressive sensing. In: 2008 IEEE International Conference on Acoustics, Speech and Signal Processing, pp. 3869–3872. IEEE, Las Vegas (2008)
21.
Zurück zum Zitat Li, Z., Tang, J.: Unsupervised feature selection via nonnegative spectral analysis and redundancy control. IEEE Trans. Image Process. 24(12), 5343–5355 (2015)MathSciNetCrossRef Li, Z., Tang, J.: Unsupervised feature selection via nonnegative spectral analysis and redundancy control. IEEE Trans. Image Process. 24(12), 5343–5355 (2015)MathSciNetCrossRef
22.
Zurück zum Zitat Chen, G., Chen, S.: Regularization method with ℓp-norm sparsity constraints for potential field data reconstruction. J. ZheJiang Univ. (Eng. Sci.) 48(4), 748–756 (2014) Chen, G., Chen, S.: Regularization method with p-norm sparsity constraints for potential field data reconstruction. J. ZheJiang Univ. (Eng. Sci.) 48(4), 748–756 (2014)
23.
Zurück zum Zitat Zhang, T., Wu, H., Liu, Y., Peng, L., Yang, C., Peng, Z.: Infrared small target detection based on non-convex optimization with Lp-norm constraint. Remote Sens. 11(5), 559 (2019)CrossRef Zhang, T., Wu, H., Liu, Y., Peng, L., Yang, C., Peng, Z.: Infrared small target detection based on non-convex optimization with Lp-norm constraint. Remote Sens. 11(5), 559 (2019)CrossRef
24.
Zurück zum Zitat Vogel, C.R.: Computational Methods for Inverse Problems. SIAM (2002) Vogel, C.R.: Computational Methods for Inverse Problems. SIAM (2002)
26.
Zurück zum Zitat Ma, M., Li, M., He, X., Liu, Y., Chen, X.: Research on ECT image reconstruction algorithm based on compression sensing and adaptive Lp norm. J. Mach. Tool Hydraulic Pressure 46(12), 25–31 (2018) Ma, M., Li, M., He, X., Liu, Y., Chen, X.: Research on ECT image reconstruction algorithm based on compression sensing and adaptive Lp norm. J. Mach. Tool Hydraulic Pressure 46(12), 25–31 (2018)
27.
Zurück zum Zitat Alippi, C., Bocca, M., Boracchi, G., Patwari, N., Rover, M.: RTI goes wild: radio tomographic imaging for outdoor people detection and localization. IEEE Trans. Mob. Comput. 15(10), 2585–2598 (2015)CrossRef Alippi, C., Bocca, M., Boracchi, G., Patwari, N., Rover, M.: RTI goes wild: radio tomographic imaging for outdoor people detection and localization. IEEE Trans. Mob. Comput. 15(10), 2585–2598 (2015)CrossRef
28.
Zurück zum Zitat Denis, S., Berkvens, R., Ergeerts, G., Weyn, M.: Multi-frequency sub-1 GHz radio tomographic imaging in a complex indoor environment. In: 2017 International Conference on Indoor Positioning and Indoor Navigation (IPIN), pp. 1–8. IEEE, Sapporo, Japan (2017) Denis, S., Berkvens, R., Ergeerts, G., Weyn, M.: Multi-frequency sub-1 GHz radio tomographic imaging in a complex indoor environment. In: 2017 International Conference on Indoor Positioning and Indoor Navigation (IPIN), pp. 1–8. IEEE, Sapporo, Japan (2017)
29.
Zurück zum Zitat Cao, Z., Wang, Z., Fei, H., Guo, X., Wang, G.: Generative model based attenuation image recovery for device-free localization with radio tomographic imaging. Pervasive Mob. Comput. 66, 1–13 (2020)CrossRef Cao, Z., Wang, Z., Fei, H., Guo, X., Wang, G.: Generative model based attenuation image recovery for device-free localization with radio tomographic imaging. Pervasive Mob. Comput. 66, 1–13 (2020)CrossRef
30.
Zurück zum Zitat Ding, X., Choi, T. M., Tian, Y.: HRI: Hierarchic radio imaging-based device-free localization. IEEE Trans. Syst. Man Cybern. Syst. 1–14 (2020) Ding, X., Choi, T. M., Tian, Y.: HRI: Hierarchic radio imaging-based device-free localization. IEEE Trans. Syst. Man Cybern. Syst. 1–14 (2020)
Metadaten
Titel
ARTI: One New Adaptive Elliptical Weighting Model Combining with the Tikhonov-ℓp-norm for Image Reconstruction
verfasst von
Chunhua Zhu
Zhen Shi
Weidong Yang
Copyright-Jahr
2022
DOI
https://doi.org/10.1007/978-3-030-93479-8_14

Premium Partner