Massive Sensor Array Fault Tolerance: Tolerance Mechanism and Fault Injection for Validation
As today's machines become increasingly complex in order to handle intricate tasks, the number of sensors must increase for intelligent operations. Given the large number of sensors, detecting, isolating, and then tolerating faulty sensors is especially important. In this paper, we propose faul...
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Format: | Article |
Language: | English |
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Wiley
2010-01-01
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Series: | Journal of Robotics |
Online Access: | http://dx.doi.org/10.1155/2010/745834 |
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author | Dugan Um |
author_facet | Dugan Um |
author_sort | Dugan Um |
collection | DOAJ |
description | As today's machines become increasingly complex in order to handle intricate tasks, the number of sensors must increase for intelligent operations. Given the large number of sensors, detecting, isolating, and then tolerating faulty sensors is especially important. In this paper, we propose fault tolerance architecture suitable for a massive sensor array often found in highly advanced systems such as autonomous robots. One example is the sensitive skin, a type of massive sensor array. The objective of the sensitive skin is autonomous guidance of machines in unknown environments, requiring elongated operations in a remote site. The entirety of such a system needs to be able to work remotely without human attendance for an extended period of time. To that end, we propose a fault-tolerant architecture whereby component and analytical redundancies are integrated cohesively for effective failure tolerance of a massive array type sensor or sensor system. In addition, we discuss the evaluation results of the proposed tolerance scheme by means of fault injection and validation analysis as a measure of system reliability and performance. |
format | Article |
id | doaj-art-05a21f7d89e44fd6aad212143a05da21 |
institution | Kabale University |
issn | 1687-9600 1687-9619 |
language | English |
publishDate | 2010-01-01 |
publisher | Wiley |
record_format | Article |
series | Journal of Robotics |
spelling | doaj-art-05a21f7d89e44fd6aad212143a05da212025-02-03T01:13:03ZengWileyJournal of Robotics1687-96001687-96192010-01-01201010.1155/2010/745834745834Massive Sensor Array Fault Tolerance: Tolerance Mechanism and Fault Injection for ValidationDugan Um0Mechanical Engineering, Texas A&M University-Corpus Christi, 6300 Ocean Drive Unit 5797, Corpus Christi, TX 78412, USAAs today's machines become increasingly complex in order to handle intricate tasks, the number of sensors must increase for intelligent operations. Given the large number of sensors, detecting, isolating, and then tolerating faulty sensors is especially important. In this paper, we propose fault tolerance architecture suitable for a massive sensor array often found in highly advanced systems such as autonomous robots. One example is the sensitive skin, a type of massive sensor array. The objective of the sensitive skin is autonomous guidance of machines in unknown environments, requiring elongated operations in a remote site. The entirety of such a system needs to be able to work remotely without human attendance for an extended period of time. To that end, we propose a fault-tolerant architecture whereby component and analytical redundancies are integrated cohesively for effective failure tolerance of a massive array type sensor or sensor system. In addition, we discuss the evaluation results of the proposed tolerance scheme by means of fault injection and validation analysis as a measure of system reliability and performance.http://dx.doi.org/10.1155/2010/745834 |
spellingShingle | Dugan Um Massive Sensor Array Fault Tolerance: Tolerance Mechanism and Fault Injection for Validation Journal of Robotics |
title | Massive Sensor Array Fault Tolerance: Tolerance Mechanism and Fault Injection for Validation |
title_full | Massive Sensor Array Fault Tolerance: Tolerance Mechanism and Fault Injection for Validation |
title_fullStr | Massive Sensor Array Fault Tolerance: Tolerance Mechanism and Fault Injection for Validation |
title_full_unstemmed | Massive Sensor Array Fault Tolerance: Tolerance Mechanism and Fault Injection for Validation |
title_short | Massive Sensor Array Fault Tolerance: Tolerance Mechanism and Fault Injection for Validation |
title_sort | massive sensor array fault tolerance tolerance mechanism and fault injection for validation |
url | http://dx.doi.org/10.1155/2010/745834 |
work_keys_str_mv | AT duganum massivesensorarrayfaulttolerancetolerancemechanismandfaultinjectionforvalidation |