Application of Monte Carlo Simulation in Industrial Microbiological Exposure Assessment

نویسندگان

  • Javier Collado
  • Antonio Falcó
  • Dolores Rodrigo
  • Fernando Sampedro
  • M. Consuelo Pina
  • Antonio Martínez
چکیده

1.1 Food safety systems: HACCP and risk analysis Nowadays, modern societies pay great attention to food safety. For this reason, tools such as Hazard Analysis and Critical Control Points (HACCP) and Risk Analysis (RA) have been developed, helping the production of safer foodstuffs and, consequently, reducing the number of foodborne illnesses. Nevertheless, there are certain differences between HACCP and RA, HACCP system is the main tool in evaluating and controlling foodborne hazards in food industries while risk analysis demonstrate to be an effective tool in designing, developing and evaluating control measures protecting public health inside a country or region. In addition, RA has been used for seeking solutions in commercial litigation as an objective tool to assess the risk that a food has to the consumer (Zwietering & Nauta, 2007). HACCP systems do however have some limitations, such as the inability to be linked with public health goals and the incapability to deal with the inherent variability in food systems due to its qualitative nature (Buchanan & Whiting, 1998; Hoornstra et al. 2001). Risk analysis is a complex process consisting of three interconnected components: risk assessment (scientific component), risk management (legal component) and risk communication. Risk assessment consists of four steps, hazard identification where the hazard is related to the onset of illness by using data from foodborne outbreaks caused by food contaminated with the hazard, as well as its taxonomy and virulence factors associated with the development of the disease. Having identified the hazard, a hazard characterisation is carried out which identifies the aetiology of the disease caused by the biological agent, the influence of different subgroups on the disease symptoms and the dose-response relationship. The third step is the exposure assessment which deals with the ecology of the biological hazard, the critical steps of the production chain in which the hazard could be present or proliferate, and the control measures which determine the influence of environmental factors and process conditions on the survival of the biological agent. Finally, all the information gathered in the previous sections is used to produce an estimation of the

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Application of Monte Carlo Simulation in the Assessment of European Call Options

In this paper, the pricing of a European call option on the underlying asset is performed by using a Monte Carlo method, one of the powerful simulation methods, where the price development of the asset is simulated and value of the claim is computed in terms of an expected value. The proposed approach, applied in Monte Carlo simulation, is based on the Black-Scholes equation which generally def...

متن کامل

Monte Carlo Simulation to Compare Markovian and Neural Network Models for Reliability Assessment in Multiple AGV Manufacturing System

We compare two approaches for a Markovian model in flexible manufacturing systems (FMSs) using Monte Carlo simulation. The model which is a development of Fazlollahtabar and Saidi-Mehrabad (2013), considers two features of automated flexible manufacturing systems equipped with automated guided vehicle (AGV) namely, the reliability of machines and the reliability of AGVs in a multiple AGV jobsho...

متن کامل

Spatiotemporal Analysis and Health Risk Assessment of Nitrate in Kan River Basin, Tehran: Application of IRWQI and Monte Carlo Simulation

Introduction: Monitoring and controlling water resources and using health risk assessment approaches for water pollutants are essential for health promotion programs. This study aims to determine the water quality status and its spatiotemporal variation across the Kan River Basin, explore the interrelationship between surface and groundwater quality indices, and assess the nitrate health risk i...

متن کامل

Assessment of Critical Fire Risks in an Industrial Estate Using a Combination of Fuzzy Logic, Expert Elicitation, Bow-tie, and Monte Carlo Methods

Background and Objective: Industrial estates have been described as highly prone to fire incidents. According to the baseline studies, more than 85% of the industrial accidents occurring in industrial estates during the 80s and 90s were fire incidents affecting more than one factory in 10% of the cases.   Materials and Methods: After the identification of 30 high-risk industries in Abbasabad i...

متن کامل

Loss of Load Expectation Assessment in Deregulated Power Systems Using Monte Carlo Simulation and Intelligent Systems

Deregulation policy has caused some changes in the concepts of power systems reliability assessment and enhancement. In this paper, generation reliability is considered, and a method for its assessment using intelligent systems is proposed. Also, because of power market and generators’ forced outages stochastic behavior, Monte Carlo Simulation is used for reliability evaluation. Generation r...

متن کامل

Monitoring and Risk Assessment of Lead and Cadmium in Milks from East of Iran Using Monte Carlo Simulation Method

Background and Objectives: Milk is an important component of the human diet. Exposure to heavy metals through dairy consumption of contaminated foods endangers human health. The aim of this study was to assess concentrations of lead and cadmium in raw milk samples from east of Iran and their safety risks. Materials and Methods: In this study, 54 raw milk samples from five regions were selected...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2012