---
_id: '11348'
abstract:
- lang: eng
  text: Lifetime is an important feature defining the reliability of electrical connectors.
    In general practice, the lifetime tests required for reliability estimation are
    time and labor intensive. In our previous work, a data driven method using a statistical
    process, with an application of probability distributions such as standard normal
    distribution and generalized extreme value (GEV) distribution with negative skewness
    to predict degradation paths, was introduced for estimation of the lifetime and
    FIT rate with the help of electrical contact resistance data collected from short
    term tests. The proposed method proved its significance by showing the possibility
    of drastic reduction in the lifetime test duration required for reliability determination.
    In this work, a non-parametric distribution free method using percentiles of actual
    measured contact resistances is used for determining the lifetime as against the
    percentiles of probability distribution used in previous work, thereby simplifying
    the process further and leading to an even more precise estimation. The lifetimes
    calculated from parametric and non-parametric methods are compared to highlight
    the significance of distribution free method in reliability estimation.
article_number: '115216'
article_type: original
author:
- first_name: Abhay Rammurti
  full_name: Shukla, Abhay Rammurti
  id: '74188'
  last_name: Shukla
- first_name: Robert
  full_name: Martin, Robert
  last_name: Martin
- first_name: Roman
  full_name: Probst, Roman
  id: '69156'
  last_name: Probst
- first_name: Jian
  full_name: Song, Jian
  id: '5297'
  last_name: Song
citation:
  ama: Shukla AR, Martin R, Probst R, Song J. Comparison of different statistical
    methods for prediction of lifetime of electrical connectors with short term tests.
    <i>Microelectronics Reliability</i>. 2023;150. doi:<a href="https://doi.org/10.1016/j.microrel.2023.115216">10.1016/j.microrel.2023.115216</a>
  apa: Shukla, A. R., Martin, R., Probst, R., &#38; Song, J. (2023). Comparison of
    different statistical methods for prediction of lifetime of electrical connectors
    with short term tests. <i>Microelectronics Reliability</i>, <i>150</i>, Article
    115216. <a href="https://doi.org/10.1016/j.microrel.2023.115216">https://doi.org/10.1016/j.microrel.2023.115216</a>
  bjps: <b>Shukla AR <i>et al.</i></b> (2023) Comparison of Different Statistical
    Methods for Prediction of Lifetime of Electrical Connectors with Short Term Tests.
    <i>Microelectronics Reliability</i> <b>150</b>.
  chicago: Shukla, Abhay Rammurti, Robert Martin, Roman Probst, and Jian Song. “Comparison
    of Different Statistical Methods for Prediction of Lifetime of Electrical Connectors
    with Short Term Tests.” <i>Microelectronics Reliability</i> 150 (2023). <a href="https://doi.org/10.1016/j.microrel.2023.115216">https://doi.org/10.1016/j.microrel.2023.115216</a>.
  chicago-de: Shukla, Abhay Rammurti, Robert Martin, Roman Probst und Jian Song. 2023.
    Comparison of different statistical methods for prediction of lifetime of electrical
    connectors with short term tests. <i>Microelectronics Reliability</i> 150. doi:<a
    href="https://doi.org/10.1016/j.microrel.2023.115216">10.1016/j.microrel.2023.115216</a>,
    .
  din1505-2-1: '<span style="font-variant:small-caps;">Shukla, Abhay Rammurti</span>
    ; <span style="font-variant:small-caps;">Martin, Robert</span> ; <span style="font-variant:small-caps;">Probst,
    Roman</span> ; <span style="font-variant:small-caps;">Song, Jian</span>: Comparison
    of different statistical methods for prediction of lifetime of electrical connectors
    with short term tests. In: <i>Microelectronics Reliability</i> Bd. 150. Amsterdam,
    Elsevier  (2023)'
  havard: A.R. Shukla, R. Martin, R. Probst, J. Song, Comparison of different statistical
    methods for prediction of lifetime of electrical connectors with short term tests,
    Microelectronics Reliability. 150 (2023).
  ieee: 'A. R. Shukla, R. Martin, R. Probst, and J. Song, “Comparison of different
    statistical methods for prediction of lifetime of electrical connectors with short
    term tests,” <i>Microelectronics Reliability</i>, vol. 150, Art. no. 115216, 2023,
    doi: <a href="https://doi.org/10.1016/j.microrel.2023.115216">10.1016/j.microrel.2023.115216</a>.'
  mla: Shukla, Abhay Rammurti, et al. “Comparison of Different Statistical Methods
    for Prediction of Lifetime of Electrical Connectors with Short Term Tests.” <i>Microelectronics
    Reliability</i>, vol. 150, 115216, 2023, <a href="https://doi.org/10.1016/j.microrel.2023.115216">https://doi.org/10.1016/j.microrel.2023.115216</a>.
  short: A.R. Shukla, R. Martin, R. Probst, J. Song, Microelectronics Reliability
    150 (2023).
  ufg: '<b>Shukla, Abhay Rammurti u. a.</b>: Comparison of different statistical methods
    for prediction of lifetime of electrical connectors with short term tests, in:
    <i>Microelectronics Reliability</i> 150 (2023).'
  van: Shukla AR, Martin R, Probst R, Song J. Comparison of different statistical
    methods for prediction of lifetime of electrical connectors with short term tests.
    Microelectronics Reliability. 2023;150.
date_created: 2024-04-18T08:55:38Z
date_updated: 2025-06-26T07:51:25Z
department:
- _id: DEP6012
doi: 10.1016/j.microrel.2023.115216
external_id:
  isi:
  - '001106942700001'
has_accepted_license: '1'
intvolume: '       150'
isi: '1'
keyword:
- Electrical and Electronic Engineering
- Surfaces
- Coatings and Films
- Safety
- Risk
- Reliability and Quality
- Condensed Matter Physics
- Atomic and Molecular Physics
- and Optics
- Electronic
- Optical and Magnetic Materials
language:
- iso: eng
place: Amsterdam
publication: Microelectronics Reliability
publication_identifier:
  issn:
  - 0026-2714
  unknown:
  - 1872-941X
publication_status: published
publisher: 'Elsevier '
status: public
title: Comparison of different statistical methods for prediction of lifetime of electrical
  connectors with short term tests
type: scientific_journal_article
user_id: '83781'
volume: 150
year: '2023'
...
---
_id: '8353'
abstract:
- lang: eng
  text: A new model for the reliability prediction was developed and validated in
    previous investigations in order to enable the determination of the failure in
    time (FIT) of electrical connectors from highly accelerated life tests (HALT).
    The established testing method considers the influence of temperature, thermal
    cycling and vibration on the failure rates of electrical connectors. Various stress
    levels, i.e. the combinations of different test parameters, were derived from
    the ZVEI Technical Guideline TLF 0214 for low voltage automotive connectors. The
    applied vibrational load was initially defined as a sinusoidal test mode. The
    aim of this study is to investigate the influence of the vibration test mode on
    the failure rates. Two commonly used automotive connectors are chosen and subjected
    to stresses in HALT under two different types of vibrational load. The sinusoidal
    test mode along with the random vibration test mode are taken into account. The
    influence of the vibration test modes is subsequently determined by comparing
    the numbers of failures. Additionally, the principles of determining the coefficient
    of vibration are discussed and the specific coefficients for the chosen connectors
    are calculated based on the test results. A guideline, derived from this investigation,
    to select an appropriate vibration mode and vibration level is provided in order
    to compare the reliability of different electrical connectors.
article_number: '114567'
article_type: original
author:
- first_name: Kevin
  full_name: Krüger, Kevin
  id: '76831'
  last_name: Krüger
- first_name: Haomiao
  full_name: Yuan, Haomiao
  id: '61860'
  last_name: Yuan
- first_name: Jian
  full_name: Song, Jian
  id: '5297'
  last_name: Song
citation:
  ama: 'Krüger K, Yuan H, Song J. The influence of the vibration test mode on the
    failure rate of electrical connectors. <i>Microelectronics reliability : an internat
    journal &#38; world abstracting service</i>. 2022;135(8). doi:<a href="https://doi.org/10.1016/j.microrel.2022.114567">https://doi.org/10.1016/j.microrel.2022.114567</a>'
  apa: 'Krüger, K., Yuan, H., &#38; Song, J. (2022). The influence of the vibration
    test mode on the failure rate of electrical connectors. <i>Microelectronics Reliability :
    An Internat. Journal &#38; World Abstracting Service</i>, <i>135</i>(8), Article
    114567. <a href="https://doi.org/10.1016/j.microrel.2022.114567">https://doi.org/10.1016/j.microrel.2022.114567</a>'
  bjps: '<b>Krüger K, Yuan H and Song J</b> (2022) The Influence of the Vibration
    Test Mode on the Failure Rate of Electrical Connectors. <i>Microelectronics reliability :
    an internat. journal &#38; world abstracting service</i> <b>135</b>.'
  chicago: 'Krüger, Kevin, Haomiao Yuan, and Jian Song. “The Influence of the Vibration
    Test Mode on the Failure Rate of Electrical Connectors.” <i>Microelectronics Reliability :
    An Internat. Journal &#38; World Abstracting Service</i> 135, no. 8 (2022). <a
    href="https://doi.org/10.1016/j.microrel.2022.114567">https://doi.org/10.1016/j.microrel.2022.114567</a>.'
  chicago-de: 'Krüger, Kevin, Haomiao Yuan und Jian Song. 2022. The influence of the
    vibration test mode on the failure rate of electrical connectors. <i>Microelectronics
    reliability : an internat. journal &#38; world abstracting service</i> 135, Nr.
    8. doi:<a href="https://doi.org/10.1016/j.microrel.2022.114567">https://doi.org/10.1016/j.microrel.2022.114567</a>,
    .'
  din1505-2-1: '<span style="font-variant:small-caps;">Krüger, Kevin</span> ; <span
    style="font-variant:small-caps;">Yuan, Haomiao</span> ; <span style="font-variant:small-caps;">Song,
    Jian</span>: The influence of the vibration test mode on the failure rate of electrical
    connectors. In: <i>Microelectronics reliability : an internat. journal &#38; world
    abstracting service</i> Bd. 135. Amsterdam, Elsevier (2022), Nr. 8'
  havard: 'K. Krüger, H. Yuan, J. Song, The influence of the vibration test mode on
    the failure rate of electrical connectors, Microelectronics Reliability : An Internat.
    Journal &#38; World Abstracting Service. 135 (2022).'
  ieee: 'K. Krüger, H. Yuan, and J. Song, “The influence of the vibration test mode
    on the failure rate of electrical connectors,” <i>Microelectronics reliability :
    an internat. journal &#38; world abstracting service</i>, vol. 135, no. 8, Art.
    no. 114567, 2022, doi: <a href="https://doi.org/10.1016/j.microrel.2022.114567">https://doi.org/10.1016/j.microrel.2022.114567</a>.'
  mla: 'Krüger, Kevin, et al. “The Influence of the Vibration Test Mode on the Failure
    Rate of Electrical Connectors.” <i>Microelectronics Reliability : An Internat.
    Journal &#38; World Abstracting Service</i>, vol. 135, no. 8, 114567, 2022, <a
    href="https://doi.org/10.1016/j.microrel.2022.114567">https://doi.org/10.1016/j.microrel.2022.114567</a>.'
  short: 'K. Krüger, H. Yuan, J. Song, Microelectronics Reliability : An Internat.
    Journal &#38; World Abstracting Service 135 (2022).'
  ufg: '<b>Krüger, Kevin/Yuan, Haomiao/Song, Jian</b>: The influence of the vibration
    test mode on the failure rate of electrical connectors, in: <i>Microelectronics
    reliability : an internat. journal &#38; world abstracting service</i> 135 (2022),
    H. 8.'
  van: 'Krüger K, Yuan H, Song J. The influence of the vibration test mode on the
    failure rate of electrical connectors. Microelectronics reliability : an internat
    journal &#38; world abstracting service. 2022;135(8).'
date_created: 2022-06-14T14:59:08Z
date_updated: 2024-08-08T08:45:25Z
ddc:
- '620'
department:
- _id: DEP6012
doi: https://doi.org/10.1016/j.microrel.2022.114567
has_accepted_license: '1'
intvolume: '       135'
issue: '8'
keyword:
- Acceleration factor
- Coefficient of vibration
- Sine sweep
- Random vibration
- Failure rate
language:
- iso: eng
place: Amsterdam
publication: 'Microelectronics reliability : an internat. journal & world abstracting
  service'
publication_identifier:
  issn:
  - 0026-2714
publication_status: published
publisher: Elsevier
status: public
title: The influence of the vibration test mode on the failure rate of electrical
  connectors
type: scientific_journal_article
user_id: '83781'
volume: 135
year: '2022'
...
---
_id: '9206'
abstract:
- lang: eng
  text: Failure in time (FIT) is an important measure for the reliability of electrical
    connectors. Due to the very long lifetime of connectors, the tests for the determination
    of FIT rate are time and labour intensive. In this paper a data driven method
    using a statistical process to estimate the FIT rate of electrical connectors
    with data of electrical contact resistance development in short term tests is
    proposed. The results of prediction are then compared with the results from long
    term tests. The study shows a strong correlation between contact resistance development
    in short term tests and the development of the number of failures in later stages
    of tests. In order to predict the development of degradation precisely, the distribution
    of resistance data in many different tests with different connectors is investigated.
    The Generalized Extreme Value Distribution, which reveals an ideal fitting, has
    been implemented for the prediction of the failure rates of connectors, thereby
    enabling a remarkable time-lapse of lifetime tests. This method can also be employed
    in the prognosis and management of system health through the forecast of health
    of connectors in different systems in operation.
article_number: '114684'
author:
- first_name: Jian
  full_name: Song, Jian
  id: '5297'
  last_name: Song
- first_name: Abhay Rammurti
  full_name: Shukla, Abhay Rammurti
  id: '72757'
  last_name: Shukla
- first_name: Roman
  full_name: Probst, Roman
  id: '69156'
  last_name: Probst
citation:
  ama: 'Song J, Shukla AR, Probst R. Prediction of failure in time (FIT) of electrical
    connectors with short term tests. <i>Microelectronics reliability : an internat
    journal &#38; world abstracting service</i>. 2022;138(November 2022). doi:<a href="https://doi.org/10.1016/j.microrel.2022.114684">10.1016/j.microrel.2022.114684</a>'
  apa: 'Song, J., Shukla, A. R., &#38; Probst, R. (2022). Prediction of failure in
    time (FIT) of electrical connectors with short term tests. <i>Microelectronics
    Reliability : An Internat. Journal &#38; World Abstracting Service</i>, <i>138</i>(November
    2022), Article 114684. <a href="https://doi.org/10.1016/j.microrel.2022.114684">https://doi.org/10.1016/j.microrel.2022.114684</a>'
  bjps: '<b>Song J, Shukla AR and Probst R</b> (2022) Prediction of Failure in Time
    (FIT) of Electrical Connectors with Short Term Tests. <i>Microelectronics reliability :
    an internat. journal &#38; world abstracting service</i> <b>138</b>.'
  chicago: 'Song, Jian, Abhay Rammurti Shukla, and Roman Probst. “Prediction of Failure
    in Time (FIT) of Electrical Connectors with Short Term Tests.” <i>Microelectronics
    Reliability : An Internat. Journal &#38; World Abstracting Service</i> 138, no.
    November 2022 (2022). <a href="https://doi.org/10.1016/j.microrel.2022.114684">https://doi.org/10.1016/j.microrel.2022.114684</a>.'
  chicago-de: 'Song, Jian, Abhay Rammurti Shukla und Roman Probst. 2022. Prediction
    of failure in time (FIT) of electrical connectors with short term tests. <i>Microelectronics
    reliability : an internat. journal &#38; world abstracting service</i> 138, Nr.
    November 2022. doi:<a href="https://doi.org/10.1016/j.microrel.2022.114684">10.1016/j.microrel.2022.114684</a>,
    .'
  din1505-2-1: '<span style="font-variant:small-caps;">Song, Jian</span> ; <span style="font-variant:small-caps;">Shukla,
    Abhay Rammurti</span> ; <span style="font-variant:small-caps;">Probst, Roman</span>:
    Prediction of failure in time (FIT) of electrical connectors with short term tests.
    In: <i>Microelectronics reliability : an internat. journal &#38; world abstracting
    service</i> Bd. 138. Amsterdam, Elsevier (2022), Nr. November 2022'
  havard: 'J. Song, A.R. Shukla, R. Probst, Prediction of failure in time (FIT) of
    electrical connectors with short term tests, Microelectronics Reliability : An
    Internat. Journal &#38; World Abstracting Service. 138 (2022).'
  ieee: 'J. Song, A. R. Shukla, and R. Probst, “Prediction of failure in time (FIT)
    of electrical connectors with short term tests,” <i>Microelectronics reliability :
    an internat. journal &#38; world abstracting service</i>, vol. 138, no. November
    2022, Art. no. 114684, 2022, doi: <a href="https://doi.org/10.1016/j.microrel.2022.114684">10.1016/j.microrel.2022.114684</a>.'
  mla: 'Song, Jian, et al. “Prediction of Failure in Time (FIT) of Electrical Connectors
    with Short Term Tests.” <i>Microelectronics Reliability : An Internat. Journal
    &#38; World Abstracting Service</i>, vol. 138, no. November 2022, 114684, 2022,
    <a href="https://doi.org/10.1016/j.microrel.2022.114684">https://doi.org/10.1016/j.microrel.2022.114684</a>.'
  short: 'J. Song, A.R. Shukla, R. Probst, Microelectronics Reliability : An Internat.
    Journal &#38; World Abstracting Service 138 (2022).'
  ufg: '<b>Song, Jian/Shukla, Abhay Rammurti/Probst, Roman</b>: Prediction of failure
    in time (FIT) of electrical connectors with short term tests, in: <i>Microelectronics
    reliability : an internat. journal &#38; world abstracting service</i> 138 (2022),
    H. November 2022.'
  van: 'Song J, Shukla AR, Probst R. Prediction of failure in time (FIT) of electrical
    connectors with short term tests. Microelectronics reliability : an internat journal
    &#38; world abstracting service. 2022;138(November 2022).'
date_created: 2022-12-11T13:13:46Z
date_updated: 2024-08-05T07:30:51Z
department:
- _id: DEP6012
doi: 10.1016/j.microrel.2022.114684
intvolume: '       138'
issue: November 2022
keyword:
- Electrical connectors
- Prediction of lifetime
- FIT
- Correlation between data in short and long term tests
- Time-lapse of lifetime tests
language:
- iso: eng
place: Amsterdam
publication: 'Microelectronics reliability : an internat. journal & world abstracting
  service'
publication_identifier:
  issn:
  - 0026-2714
publication_status: published
publisher: Elsevier
status: public
title: Prediction of failure in time (FIT) of electrical connectors with short term
  tests
type: scientific_journal_article
user_id: '83781'
volume: 138
year: '2022'
...
---
_id: '9207'
abstract:
- lang: eng
  text: A new acceleration model for the reliability prediction of electrical connectors
    has recently been published. This model enables the evaluation of failure rates
    gained in highly accelerated life tests (HALT) and considers thermal and vibrational
    loading. However, since the initial study only covered a small set of test parameters,
    further study of the model is required. Previous studies have sufficiently investigated
    the influence of the vibration test mode on the failure rate of electrical connectors.
    Therefore, this study now focuses on the influence of the thermal cycling test.
    A commonly used automotive connector is chosen and subjected to stresses in HALT
    covering various upper temperatures, test durations and thermal cycling frequencies.
    Additionally, the principles of determining the coefficient of temperature difference
    and the coefficient of the thermal cycling frequency are presented, since these
    coefficients are connector specific and required for the acceleration model. Based
    on the numbers of failures in test, the influence of the various thermal cycling
    tests is discussed, and the coefficients are calculated for the chosen connector.
    In conclusion a guideline to select an appropriate upper temperature and test
    duration in order to compare the reliability of different electrical connectors
    is provided.
article_number: '114633'
author:
- first_name: Kevin
  full_name: Krüger, Kevin
  id: '76831'
  last_name: Krüger
- first_name: Jian
  full_name: Song, Jian
  id: '5297'
  last_name: Song
citation:
  ama: 'Krüger K, Song J. The influence of thermal cycling test parameters on the
    failure rate of electrical connectors. <i>Microelectronics reliability : an internat
    journal &#38; world abstracting service</i>. 2022;138(November 2022). doi:<a href="https://doi.org/10.1016/j.microrel.2022.114633">https://doi.org/10.1016/j.microrel.2022.114633</a>'
  apa: 'Krüger, K., &#38; Song, J. (2022). The influence of thermal cycling test parameters
    on the failure rate of electrical connectors. <i>Microelectronics Reliability :
    An Internat. Journal &#38; World Abstracting Service</i>, <i>138</i>(November
    2022), Article 114633. <a href="https://doi.org/10.1016/j.microrel.2022.114633">https://doi.org/10.1016/j.microrel.2022.114633</a>'
  bjps: '<b>Krüger K and Song J</b> (2022) The Influence of Thermal Cycling Test Parameters
    on the Failure Rate of Electrical Connectors. <i>Microelectronics reliability :
    an internat. journal &#38; world abstracting service</i> <b>138</b>.'
  chicago: 'Krüger, Kevin, and Jian Song. “The Influence of Thermal Cycling Test Parameters
    on the Failure Rate of Electrical Connectors.” <i>Microelectronics Reliability :
    An Internat. Journal &#38; World Abstracting Service</i> 138, no. November 2022
    (2022). <a href="https://doi.org/10.1016/j.microrel.2022.114633">https://doi.org/10.1016/j.microrel.2022.114633</a>.'
  chicago-de: 'Krüger, Kevin und Jian Song. 2022. The influence of thermal cycling
    test parameters on the failure rate of electrical connectors. <i>Microelectronics
    reliability : an internat. journal &#38; world abstracting service</i> 138, Nr.
    November 2022. doi:<a href="https://doi.org/10.1016/j.microrel.2022.114633">https://doi.org/10.1016/j.microrel.2022.114633</a>,
    .'
  din1505-2-1: '<span style="font-variant:small-caps;">Krüger, Kevin</span> ; <span
    style="font-variant:small-caps;">Song, Jian</span>: The influence of thermal cycling
    test parameters on the failure rate of electrical connectors. In: <i>Microelectronics
    reliability : an internat. journal &#38; world abstracting service</i> Bd. 138.
    Amsterdam, Elsevier (2022), Nr. November 2022'
  havard: 'K. Krüger, J. Song, The influence of thermal cycling test parameters on
    the failure rate of electrical connectors, Microelectronics Reliability : An Internat.
    Journal &#38; World Abstracting Service. 138 (2022).'
  ieee: 'K. Krüger and J. Song, “The influence of thermal cycling test parameters
    on the failure rate of electrical connectors,” <i>Microelectronics reliability :
    an internat. journal &#38; world abstracting service</i>, vol. 138, no. November
    2022, Art. no. 114633, 2022, doi: <a href="https://doi.org/10.1016/j.microrel.2022.114633">https://doi.org/10.1016/j.microrel.2022.114633</a>.'
  mla: 'Krüger, Kevin, and Jian Song. “The Influence of Thermal Cycling Test Parameters
    on the Failure Rate of Electrical Connectors.” <i>Microelectronics Reliability :
    An Internat. Journal &#38; World Abstracting Service</i>, vol. 138, no. November
    2022, 114633, 2022, <a href="https://doi.org/10.1016/j.microrel.2022.114633">https://doi.org/10.1016/j.microrel.2022.114633</a>.'
  short: 'K. Krüger, J. Song, Microelectronics Reliability : An Internat. Journal
    &#38; World Abstracting Service 138 (2022).'
  ufg: '<b>Krüger, Kevin/Song, Jian</b>: The influence of thermal cycling test parameters
    on the failure rate of electrical connectors, in: <i>Microelectronics reliability :
    an internat. journal &#38; world abstracting service</i> 138 (2022), H. November
    2022.'
  van: 'Krüger K, Song J. The influence of thermal cycling test parameters on the
    failure rate of electrical connectors. Microelectronics reliability : an internat
    journal &#38; world abstracting service. 2022;138(November 2022).'
date_created: 2022-12-11T13:17:29Z
date_updated: 2024-08-05T07:33:56Z
department:
- _id: DEP6012
doi: https://doi.org/10.1016/j.microrel.2022.114633
intvolume: '       138'
issue: November 2022
keyword:
- Electrical connectors
- Life test
- Thermal cycling
- Upper temperature Duration
- Temperature difference
- Cycling frequency
language:
- iso: eng
place: Amsterdam
publication: 'Microelectronics reliability : an internat. journal & world abstracting
  service'
publication_identifier:
  issn:
  - 0026-2714
publication_status: published
publisher: Elsevier
status: public
title: The influence of thermal cycling test parameters on the failure rate of electrical
  connectors
type: scientific_journal_article
user_id: '83781'
volume: 138
year: '2022'
...
