Male Infertility: A Clinical Reflection

The introduction of intracytoplasmic sperm injection (ICSI) has led to an inappropriate decrease in interest in male fertility. It is apparent that light microscopy provides limited information and molecular techniques show that DNA abnormalities need to be considered further. Abnormalities include not only Yq11 deletions but also DNA strand breaks. Increases in advanced glycation end-products in sperm from well controlled diabetics may provide a mechanism for this damage in non-diabetics. In addition, much publicity is given to decreased male fertility: this is NOT confirmed as technical variations and differences in study populations make it difficult to draw conclusions. The generation of stem cell derived germ cells provides hope for men without germ cells but this is currently only experimental.

Nonlinear PCA with Local Approach for Diesel Engine Fault Detection and Diagnosis

This brief examines the application of nonlinear statistical process control to the detection and diagnosis of faults in automotive engines. In this statistical framework, the computed score variables may have a complicated nonparametric distri- bution function, which hampers statistical inference, notably for fault detection and diagnosis. This brief shows that introducing the statistical local approach into nonlinear statistical process control produces statistics that follow a normal distribution, thereby enabling a simple statistical inference for fault detection. Further, for fault diagnosis, this brief introduces a compensation scheme that approximates the fault condition signature. Experimental results from a Volkswagen 1.9-L turbo-charged diesel engine are included.