TY - JOUR
T1 - A proposed approach for approximating lower truncated normal cumulative distribution based on Hamaker’s Model
AU - Hamasha, Mohammad M.
AU - Aqlan, Faisal
AU - Ahmed, Abdulaziz
N1 - Publisher Copyright:
Copyright © 2021 Inderscience Enterprises Ltd.
PY - 2021
Y1 - 2021
N2 - In various workplaces, reliability engineers face many cases where the normal distribution is truncated from the lower side. For example, the distribution of used devices is a truncated distribution. Moreover, the distribution of products after screening and removing the unfit products is truncated distribution. Although there are many mathematical models and algorithms to approximate normal cumulative distribution, there is a limited number of approximations for truncated normal distributions. This paper proposes a new accurate approximation for the lower truncated normal distribution. The proposed model is simple and easy to implement. Numerical experiments show that the model accuracy, represented by the maximum absolute deviation from the true values, is about 0.00124 for the entire definition domain [ZL : ∞], where ZL is the point at truncation, and it takes values up to zero (i.e., ZL [–∞: 0]). The proposed model can be used for quick manual calculations, especially if the intention is to avoid purchasing an expensive specialised program/software.
AB - In various workplaces, reliability engineers face many cases where the normal distribution is truncated from the lower side. For example, the distribution of used devices is a truncated distribution. Moreover, the distribution of products after screening and removing the unfit products is truncated distribution. Although there are many mathematical models and algorithms to approximate normal cumulative distribution, there is a limited number of approximations for truncated normal distributions. This paper proposes a new accurate approximation for the lower truncated normal distribution. The proposed model is simple and easy to implement. Numerical experiments show that the model accuracy, represented by the maximum absolute deviation from the true values, is about 0.00124 for the entire definition domain [ZL : ∞], where ZL is the point at truncation, and it takes values up to zero (i.e., ZL [–∞: 0]). The proposed model can be used for quick manual calculations, especially if the intention is to avoid purchasing an expensive specialised program/software.
UR - http://www.scopus.com/inward/record.url?scp=85132140026&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85132140026&partnerID=8YFLogxK
U2 - 10.1504/IJRS.2021.123285
DO - 10.1504/IJRS.2021.123285
M3 - Article
AN - SCOPUS:85132140026
SN - 1479-389X
VL - 15
SP - 170
EP - 182
JO - International Journal of Reliability and Safety
JF - International Journal of Reliability and Safety
IS - 3
ER -