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2019 | OriginalPaper | Buchkapitel

Convex Optimization Algorithm for Wireless Localization by Using Hybrid RSS and AOA Measurements

verfasst von : Lufeng Mo, Xiaoping Wu, Guoying Wang

Erschienen in: Broadband Communications, Networks, and Systems

Verlag: Springer International Publishing

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Abstract

With the development of new array technology and smart antenna, it is easier to obtain the angle of arrival (AOA) measurements. The hybrid received signal strength (RSS) and AOA measurement techniques are proposed for the wireless localization in the paper. By converting the measurement equations and relaxing the optimization function, a second order cone programming and semidefinite programming (SOCPSDP) algorithm is put forward to obtain the position estimate by considering the known or unknown transmit power. The proposed SOCPSDP algorithm provides a solution to the source position estimate and avoids the initialization process. The simulations show that the SOCPSDP algorithm performs better than the semidefinite programming (SDP) algorithm. The accuracy performance of the proposed SOCPSDP algorithm degrades as the measurement noises increase.

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Literatur
1.
Zurück zum Zitat Chan, Y., Chan, F., Read, W., Jackson, B., Lee, B.: Hybrid localization of an emitter by combining angle-of-arrival and received signal strength measurements. In: IEEE Proceeding of CCECE, pp. 1–5 (2014) Chan, Y., Chan, F., Read, W., Jackson, B., Lee, B.: Hybrid localization of an emitter by combining angle-of-arrival and received signal strength measurements. In: IEEE Proceeding of CCECE, pp. 1–5 (2014)
2.
Zurück zum Zitat Dranka, E., Coelho, R.F.: Robust maximum likelihood acoustic energy based source localization in correlated noisy sensing environments. IEEE J. Sel. Top. Sig. Process. 9(2), 259–267 (2015)CrossRef Dranka, E., Coelho, R.F.: Robust maximum likelihood acoustic energy based source localization in correlated noisy sensing environments. IEEE J. Sel. Top. Sig. Process. 9(2), 259–267 (2015)CrossRef
3.
Zurück zum Zitat Huang, H., Zheng, Y.R.: Node localization with AoA assistance in multi-hop underwater sensor networks. Ad Hoc Netw. 78, 32–41 (2018)CrossRef Huang, H., Zheng, Y.R.: Node localization with AoA assistance in multi-hop underwater sensor networks. Ad Hoc Netw. 78, 32–41 (2018)CrossRef
4.
Zurück zum Zitat Le, T.K., Ono, N.: Closed-form and near closed-form solutions for TDOA-based joint source and sensor localization. IEEE Trans. Signal Process. 65(5), 1207–1221 (2017)MathSciNetCrossRef Le, T.K., Ono, N.: Closed-form and near closed-form solutions for TDOA-based joint source and sensor localization. IEEE Trans. Signal Process. 65(5), 1207–1221 (2017)MathSciNetCrossRef
5.
Zurück zum Zitat Li, Y., Qi, G., Sheng, A.: Performance metric on the best achievable accuracy for hybrid TOA/AOA target localization. IEEE Commun. Lett. 22(7), 1474–1477 (2018)CrossRef Li, Y., Qi, G., Sheng, A.: Performance metric on the best achievable accuracy for hybrid TOA/AOA target localization. IEEE Commun. Lett. 22(7), 1474–1477 (2018)CrossRef
6.
Zurück zum Zitat Lin, L., So, H., Chan, Y.: Received signal strength based positioning for multiple nodes in wireless sensor networks. Digit. Signal Proc. 25, 41–50 (2014)MathSciNetCrossRef Lin, L., So, H., Chan, Y.: Received signal strength based positioning for multiple nodes in wireless sensor networks. Digit. Signal Proc. 25, 41–50 (2014)MathSciNetCrossRef
7.
Zurück zum Zitat Naddafzadeh-Shirazi, G., Shenouda, M.B., Lampe, L.: Multiple target counting and localization using variational Bayesian EM algorithm in wireless sensor networks. IEEE Trans. Commun. 65(7), 2985–2998 (2017)CrossRef Naddafzadeh-Shirazi, G., Shenouda, M.B., Lampe, L.: Multiple target counting and localization using variational Bayesian EM algorithm in wireless sensor networks. IEEE Trans. Commun. 65(7), 2985–2998 (2017)CrossRef
8.
Zurück zum Zitat Shao, H.J., Zhang, X.P., Wang, Z.: Efficient closed-form algorithms for AOA based self-localization of sensor nodes using auxiliary variables. IEEE Trans. Signal Process. 62(10), 2580–2594 (2014)MathSciNetCrossRef Shao, H.J., Zhang, X.P., Wang, Z.: Efficient closed-form algorithms for AOA based self-localization of sensor nodes using auxiliary variables. IEEE Trans. Signal Process. 62(10), 2580–2594 (2014)MathSciNetCrossRef
9.
Zurück zum Zitat Shen, J., Molisch, A.F., Salmi, J.: Accurate passive location estimation using TOA measurements. IEEE Trans. Wireless Commun. 11(6), 2182–2192 (2012)CrossRef Shen, J., Molisch, A.F., Salmi, J.: Accurate passive location estimation using TOA measurements. IEEE Trans. Wireless Commun. 11(6), 2182–2192 (2012)CrossRef
10.
Zurück zum Zitat Shi, X., Mao, G., Anderson, B.D.O., Yang, Z., Chen, J.: Robust localization using range measurements with unknown and bounded errors. IEEE Trans. Wirelss Commun. 16(6), 4065–4078 (2017)CrossRef Shi, X., Mao, G., Anderson, B.D.O., Yang, Z., Chen, J.: Robust localization using range measurements with unknown and bounded errors. IEEE Trans. Wirelss Commun. 16(6), 4065–4078 (2017)CrossRef
11.
Zurück zum Zitat Simonetto, A., Leus, G.: Distributed maximum likelihood sensor network localization. IEEE Trans. Signal Process. 62(6), 1424–1437 (2014)MathSciNetCrossRef Simonetto, A., Leus, G.: Distributed maximum likelihood sensor network localization. IEEE Trans. Signal Process. 62(6), 1424–1437 (2014)MathSciNetCrossRef
12.
Zurück zum Zitat Tomic, S., Beko, M., Dinis, R.: Distributed RSS-based localization in wireless sensor networks based on second-order cone programming. Sensors 14(10), 18410–18432 (2014)CrossRef Tomic, S., Beko, M., Dinis, R.: Distributed RSS-based localization in wireless sensor networks based on second-order cone programming. Sensors 14(10), 18410–18432 (2014)CrossRef
13.
Zurück zum Zitat Tomic, S., Beko, M., Dinis, R.: RSS-based localization in wireless sensor networks using convex relaxation: noncooperative and cooperative schemes. IEEE Trans. Veh. Technol. 64(5), 2037–2050 (2015)CrossRef Tomic, S., Beko, M., Dinis, R.: RSS-based localization in wireless sensor networks using convex relaxation: noncooperative and cooperative schemes. IEEE Trans. Veh. Technol. 64(5), 2037–2050 (2015)CrossRef
14.
Zurück zum Zitat Tomic, S., Beko, M., Dinis, R.: 3-D target localization in wireless sensor network using RSS and AoA measurements. IEEE Trans. Veh. Technol. 66(4), 3197–3210 (2017)CrossRef Tomic, S., Beko, M., Dinis, R.: 3-D target localization in wireless sensor network using RSS and AoA measurements. IEEE Trans. Veh. Technol. 66(4), 3197–3210 (2017)CrossRef
15.
Zurück zum Zitat Tomic, S., Beko, M., Tuba, M.: A linear estimator for network localization using integrated RSS and AOA measurements. IEEE Signal Process. Lett. 26(3), 405–409 (2019)CrossRef Tomic, S., Beko, M., Tuba, M.: A linear estimator for network localization using integrated RSS and AOA measurements. IEEE Signal Process. Lett. 26(3), 405–409 (2019)CrossRef
16.
Zurück zum Zitat Vaghefi, R.M., Gholami, M.R., Buehrer, R., Strom, E.G.: Cooperative received signal strength-based sensor localization with unknown transmit powers. IEEE Trans. Signal Process. 61(6), 1389–1403 (2013)MathSciNetCrossRef Vaghefi, R.M., Gholami, M.R., Buehrer, R., Strom, E.G.: Cooperative received signal strength-based sensor localization with unknown transmit powers. IEEE Trans. Signal Process. 61(6), 1389–1403 (2013)MathSciNetCrossRef
17.
Zurück zum Zitat Wang, Z., Zhang, H., Lu, T., Gulliver, T.A.: Cooperative RSS-based localization in wireless sensor networks using relative error estimation and semidefinite programming. IEEE Trans. Veh. Technol. 68(1), 483–497 (2019)CrossRef Wang, Z., Zhang, H., Lu, T., Gulliver, T.A.: Cooperative RSS-based localization in wireless sensor networks using relative error estimation and semidefinite programming. IEEE Trans. Veh. Technol. 68(1), 483–497 (2019)CrossRef
18.
Zurück zum Zitat Wu, X., Wang, S., Feng, H., Hu, J., Wang, G.: Motion parameter capturing of multiple mobile targets in robotic sensor networks. IEEE Access 6, 24375–24390 (2018)CrossRef Wu, X., Wang, S., Feng, H., Hu, J., Wang, G.: Motion parameter capturing of multiple mobile targets in robotic sensor networks. IEEE Access 6, 24375–24390 (2018)CrossRef
19.
Zurück zum Zitat Xiong, Y., Wu, N., Wang, H., Kuang, J.: Cooperative detection-assisted localization in wireless networks in the presence of ranging outliers. IEEE Trans. Commun. 65(12), 5165–5179 (2017)CrossRef Xiong, Y., Wu, N., Wang, H., Kuang, J.: Cooperative detection-assisted localization in wireless networks in the presence of ranging outliers. IEEE Trans. Commun. 65(12), 5165–5179 (2017)CrossRef
20.
Zurück zum Zitat Xu, E., Ding, Z., Dasgupta, S.: Reduced complexity semidefinite relaxation algorithms for source localization based on time difference of arrival. IEEE Trans. Mob. Comput. 10(9), 1276–1282 (2011)CrossRef Xu, E., Ding, Z., Dasgupta, S.: Reduced complexity semidefinite relaxation algorithms for source localization based on time difference of arrival. IEEE Trans. Mob. Comput. 10(9), 1276–1282 (2011)CrossRef
21.
Zurück zum Zitat Xu, Y., Zhou, J., Zhang, P.: RSS-based source localization when path-loss model parameters are unknown. IEEE Commun. Lett. 18(6), 1055–1058 (2014)CrossRef Xu, Y., Zhou, J., Zhang, P.: RSS-based source localization when path-loss model parameters are unknown. IEEE Commun. Lett. 18(6), 1055–1058 (2014)CrossRef
22.
Zurück zum Zitat Zhang, Y., Li, Y., Zhang, Y., Jiang, T.: Underwater anchor-AUV localization geometries with an isogradient sound speed profile: a CRLB-based optimality analysis. IEEE Trans. Wireless Commun. 17(12), 8228–8238 (2018)CrossRef Zhang, Y., Li, Y., Zhang, Y., Jiang, T.: Underwater anchor-AUV localization geometries with an isogradient sound speed profile: a CRLB-based optimality analysis. IEEE Trans. Wireless Commun. 17(12), 8228–8238 (2018)CrossRef
23.
Zurück zum Zitat Zhang, Y., Xing, S., Zhu, Y., Yan, F., Shen, L.: RSS-based localization in WSNs using gaussian mixture model via semidefinite relaxation. IEEE Commun. Lett. 21(6), 1329–1332 (2017)CrossRef Zhang, Y., Xing, S., Zhu, Y., Yan, F., Shen, L.: RSS-based localization in WSNs using gaussian mixture model via semidefinite relaxation. IEEE Commun. Lett. 21(6), 1329–1332 (2017)CrossRef
24.
Zurück zum Zitat Zhao, J., et al.: Localization of wireless sensor networks in the wild: pursuit of ranging quality. IEEE/ACM Trans. Network. 21(1), 311–323 (2013)CrossRef Zhao, J., et al.: Localization of wireless sensor networks in the wild: pursuit of ranging quality. IEEE/ACM Trans. Network. 21(1), 311–323 (2013)CrossRef
25.
Zurück zum Zitat Zheng, J., Wu, X.: Convex optimization algorithms for cooperative RSS-based sensor localization. Pervasive Mob. Comput. 37, 78–93 (2017)CrossRef Zheng, J., Wu, X.: Convex optimization algorithms for cooperative RSS-based sensor localization. Pervasive Mob. Comput. 37, 78–93 (2017)CrossRef
26.
Zurück zum Zitat Zhu, S., Ding, Z.: Distributed cooperative localization of wireless sensor networks with convex hull constraint. IEEE Trans. Wireless Commun. 10(7), 2150–2161 (2011)CrossRef Zhu, S., Ding, Z.: Distributed cooperative localization of wireless sensor networks with convex hull constraint. IEEE Trans. Wireless Commun. 10(7), 2150–2161 (2011)CrossRef
Metadaten
Titel
Convex Optimization Algorithm for Wireless Localization by Using Hybrid RSS and AOA Measurements
verfasst von
Lufeng Mo
Xiaoping Wu
Guoying Wang
Copyright-Jahr
2019
DOI
https://doi.org/10.1007/978-3-030-36442-7_3