Probabilities in Safety of Machinery – Part 1: Risk Profiling and Farmer Matrix Armin Bornemann Deckel Maho, Pfronten, Germany Yannick Froese Fachhochschule Frankfurt am Main, University of Applied Sciences, Germany Luca Landi Department of Engineering, University of Perugia, Italy Heinrich Mödden German Machine Tool Builders´ Association (VDW), Frankfurt am Main, Germany
ABSTRACT
The new control system standard ISO 13849-1 deals REFERENCES with the theoretical probabilities of hypothetical in- dividual events; however, it avoids depicting them EN ISO 13849-1, 2008. Safety of machinery – Safety-related as relative frequencies. For the practical design en- parts of control systems – Part 1: General principles for gineers, a relative frequency approach is a more design. Berlin, Germany; Beuth Verlag GmbH. comprehensible form, because with the relative fre- IEC/ISO 17305, Safety functions of control systems, Joint quency a reconciliation with statistically acquired Working Group 1 (draft 2014) data is possible. This article closes some explanatory Montgomery, D. et al. 2010. Engineering Statistics. gaps caused by the one-sided emphasis on theoreti- Wiley; 5 edition cal probability. In doing so, four contributions are provided in the context of field experience: Günnel, B. et al. 2013. EN ISO 13849-1 – New quantitative requirements for Functional Safety in the ma- chine tool industry, ESREL 2013 1. the concept of probability and the basic principles of distribution functions are elu- Günnel, B. et al. 2014. Proven in use in the machine tool in- cidated using an “hourglass analogy”, dustry for demonstrating the quantitative Functional Safety 2. fitting of an empirical Weibull distribution according to EN ISO 13849 1, ESREL 2014 in order to evidence the theoretical require- ments, EN ISO 12100, 2010. Safety of machinery – General principles 3. risk profiling method: plausibly stretched for design – Risk assessment and risk reduction. Berlin: Beuth Verlag GmbH. “risk snapshots” integrated to a “risk film” over the machine’s lifetime, The European parliament & the council of the European Union 4. proposals for a probabilistically founded 2006. Machinery Directive 2006/42/EC. dimensioning of enclosure. Meyna, A. & Pauli, B. 2010. Zuverlässigkeitstechnik - Quantitative Bewertungsverfahren. Munich: Carl Hanser Verlag. This part 1 shall serve for a better understanding of the probabilistic concept, in particular for ongoing E. Uhlmann, et al. 2012. discussions of the merging of IEC 62061 & ISO Sicherheit an Werkzeugmaschinen: Die Bedeutung der 13849-1 into IEC/ISO 17305 in the Joint Working trennenden Schutzeinrichtung für die Risikoreduktion an Group (JWG 1). Part 2 addresses more the practical Werkzeugmaschinen, ZWF Jahrgang 107, Hanser Verlag design of machine tools and the corresponding standardization work of ISO/TC 39/SC 10 and be- IEC 62061, 2005. Safety of machinery - Functional safety of fore in CEN/TC 143. Together, part 1 and 2 are also electrical, electronic and programmable control systems intended to connect the world of International for machinery. Berlin: Beuth Verlag GmbH. Standardization with the network of International Probabilistic Research, e.g. ESREL. For the sake of ISO/CD 16090, 2014. Machine tools — Safety — Milling ma- comparison with reality, a separate third paper of chines (draft international standard) Berlin, Germany; Beuth Günnel et al. (2014) shows empiric findings of field Verlag GmbH. data analyses. Probabilities in Safety of Machinery – Part 1: Risk Profiling and Farmer Matrix Armin Bornemann Deckel Maho, Pfronten, Germany Yannick Froese Fachhochschule Frankfurt am Main, University of Applied Sciences, Germany Luca Landi Department of Engineering, University of Perugia, Italy Heinrich Mödden German Machine Tool Builders´ Association (VDW), Frankfurt am Main, Germany
The new control system standard ISO 13849-1 deals with the theoretical probabilities of hypothetical individ- ual events; however, it avoids depicting them as relative frequencies. For the practical design engineers, a rel- ative frequency approach is a more comprehensible form, because with the relative frequency a reconciliation with statistically acquired data is possible. This article closes some explanatory gaps caused by the one-sided emphasis on theoretical probability. In doing so, four contributions are provided in the context of field experi- ence: 1. the concept of probability and the basic principles of distribution functions are elucidated using an “hourglass analogy”, 2. fitting of an empirical Weibull distribution in order to evidence the theoretical requirements, 3. risk profiling method: plausibly stretched “risk snapshots” integrated to a “risk film” over the ma- chine’s lifetime, 4. proposals for a probabilistically founded dimensioning of enclosure.
This part 1 shall serve for a better understanding of the probabilistic concept, in particular for ongoing discus- sions of the merging of IEC 62061 & ISO 13849-1 into IEC/ISO 17305 in the Joint Working Group (JWG 1). Part 2 addresses more the practical design of machine tools and the corresponding standardization work of ISO/TC 39/SC 10 and before in CEN/TC 143. Together, part 1 and 2 are also intended to connect the world of International Standardization with the network of International Probabilistic Research, e.g. ESREL. For the sake of comparison with reality, a separate third paper of (Günnel et al. 2014) shows empiric findings of field data analyses. figures are recorded as frequencies, too, (with histo- grams), and they show two important results: 1 INTRODUCTION a) a continuous improvement in safety due to de- 1.1 Practical application problems creased relative frequencies, The one-sided polarisation of ISO 13849-1 towards theoretical probabilities is a disadvantage, because b) an almost constant mutual relative percentage the relative frequencies would enable the theory to content of frequencies for individual degrees of seri- be objectively verified. For the practical design en- ousness (accident pyramids). gineer, a reconciliation with statistically acquired da- ta or experimental results is necessary, as well as 1.2 Probability with subjective empirical values, e.g. by enumerat- ing the relevant events (in the numerator) with re- Mathematically viewed, probability has its unique gard to the total quantity of all events (in the denom- definition within an axiomatic calculus. Yet, it is not inator). This fraction is the original definition of a at all clear what the term probability means, if it is probability (see e.g. Montgomery), and it is a realis- applied to a non-mathematical situation (Main tic introduction to probability theory, as also shown 2012). by the study of VDW (German Machine Tool Build- As far as machine tools’ safety is concerned, the er Builders Association) on operational dependabil- terms “probability” or “likelihood” have not very of- ity (Günnel et al. 2014). At the German Social Acci- ten been used in developing the former product safe- dent Insurance Scheme (BAuA 2010), the accident ty standards in CEN/TC 143. Their worldwide unique state of the art was established on a determin- it has been compiled in very easily comprehensible istic approach of the kind “identify hazard + com- form e.g. in Montgomery: several practical examples pensate it with a bundle of safety measures = a safe are adduced to explain how Bernoulli’s Law of machine” and is well-tried for more than a decade, Large Numbers can be used to proceed from exper- now. Only when a second disconnecting channel in imentally determined frequencies to theoretical the control chains was discussed, the probability of a probabilities and vice versa. In doing so, distribu- simultaneous failure of both channels was consid- tion functions can be derived, e.g. the normal distri- ered negligibly low. In contrast to this, since 2011 bution curve of Gauss. ISO 13849-1 made probability a key term in the ISO 13849-1 uses the Exponential distribution as standardization world. Most of the experts in the a basis for describing the safety related reliability, former deterministic approach are still in uncharted without pointing it out. The probability of failure is waters, when discussions circle around obviously then different meanings of probability. In doing so, the failure rate λ plays an important Here, in excerpted form only, the various mani- role, several roles respectively, and it a priori festations of probability and certain fundamental re- assumes pure random failures. For the scope of the lationships are explained: Probability as a theoretical standard, which is „safety related parts of control value according to Laplace and Pascal is: systems“, this is a very simple comparison standard. It fits quite well, if a constant failure rate λ can be (1) suggested, e.g. for electronical products, which can
be connected to the horizontal part of the „bathtub e.g. rolling the dice . (2) curve “. In the VDW’s study on operational depend- ability, by contrast, the Weibull distribution is used, Probability as a relative frequency, e.g. of an exper- because at machine tools the failures are not purely iment, according to von Mises: random, but the failure rate rises as the operating hours increase (as a consequence of wear and tear, (3) ageing).