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信息融合技术在锅炉故障诊断中的应用 总被引:1,自引:0,他引:1
为满足锅炉故障诊断的要求,用信息融合技术,提出了具有数据挖掘功能的锅炉故障诊断系统的一般模型。在对锅炉故障诊断中的信息进行分类的基础上,详细阐述了模型中各功能模块的作用以及它们之间的层次关系,并提出了模型中关键技术的实现方法。实例分析表明,信息融合技术用于锅炉故障诊断对提高诊断的可靠性和准确性有重要作用。 相似文献
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针对海洋平台安全仪表系统安全可靠性要求的提高,分析海洋平台安全仪表系统SIL评估及HAZOP分析方法,对SIL评估的必要性、目的和内容、方法与流程进行论述,对SIL等级选择的HAZOP和LOPA分析方法进行介绍,对SIL评估过程中的重要数据问题进行阐述,对SIL等级验证中各参数和失效数据的选取进行说明。通过案例进一步论述SIL评估及HAZOP分析技术的要点和实施步骤,针对该案例提出了提高SIL等级的建议和措施,为海洋平台安全仪表系统的SIL评估提供重要的参考和依据。 相似文献
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根据海上油气生产平台的特点及灭火需求,分析了海上平台现有灭火系统及灭火剂的综合性能及缺陷,对新型灭火系统的安全性、环保特性、灭火剂的毒性及灭火效能等方面进行对比和分析,对采用新灭火技术替代平台现有灭火装置的应用可行性进行探讨,分析显示:新型灭火剂Novec1230比目前海上平台应用的其他气体灭火剂在安全环保灭火性能上更具优势。 相似文献
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通过对某铜矿水平矿柱回采中的结构稳定性问题的研究,探讨了有限元计算结合结构可靠性分析的研究方法。研究表明,这对矿山工程的可靠性分析提供了新的思路和方法。 相似文献
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正前言随着轨道安防系统逐步发展和高清监控技术的完善,目前轨道视频监控正处在由标清"看得见"到高清"看得清"的发展历程中。轨道监控高清化带来了实实在在的画面革新,高清摄像机采集的图像细节更多,对监控对象局部特征的展现更为细致。高清监控系统给视频智能分析应用提供了坚实的基础。现阶段,视频智能分析在轨道交通行业中主要应用包含三大类:行为分析即拥挤侦测、徘徊侦测、逆向侦测等;特征识别即人脸识别系统等;图像 相似文献
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石油作为重要的矿产能源和战略性资源在国际上具有特殊地位,而石油的开发和生产是一项高技术、高风险的工作。本文以某海上石油工程的采油平台导管架为例,分析了开采过程可能存在的风险和预防措施。 相似文献
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Like all hazardous installations, inherently safer design (ISD) is one of the key tools in offshore oil and gas projects to minimize risks in offshore facilities. As the life cycle of offshore facilities is relatively short compared with onshore counterparts and there are many projects running every year, the potential is high for raising inherent safety standards and lowering safety risks throughout the offshore industry as old facilities are phased out. This paper gives an overview of offshore facilities and examples of implementation of ISD. Good examples of ISD are numerous. Industry guidance on ISD implementation abound. Yet, the systematic implementation of it in the industry is patchy. There are many reasons for factors which impede the effective, efficient and consistent implementation of ISD in projects. This paper describes some of them and proposes solution to address them. They include (a) the effective integration of ISD into hazard management systems with appropriate language to engage all disciplines in projects, (b) the phasing of resources to enable the project to capture ISD measures which are only available during early phases, (c) application of appropriate ISD goals and ISD performance metrics at various stages and (d) the appropriate use of quantified risk assessment to support ISD. 相似文献
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Accident investigations indicate that inadequate barrier management has been a main cause of many accidents in the process industry. In 2013, the Norwegian Petroleum Safety Authority issued a barrier management framework for the offshore oil and gas industry. The framework describes principles related to barrier management and may be a valuable guide for the entire process industry. However, the offshore industry faces several challenges when implementing the framework. This paper discusses these challenges and clarifies the central concepts and steps of barrier management. A key message is the need for clarity and integration in a systematic approach to risk and barrier management. 相似文献
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S.M. Miri Lavasani Z. Yang J. Finlay J. Wang 《Process Safety and Environmental Protection》2011,89(5):277-294
Risk evaluation of offshore wells is a challenging task, given that much of the available data is highly uncertain and vague, and many of the mechanisms are complex and difficult to understand. Consequently, a systematic approach is required to handle both quantitative and qualitative data as well as means to update existing information when new knowledge and data become available. Each Basic Risk Item (BRI) in a hierarchical framework is expressed as a fuzzy number, which is a combination of the likelihood of a failure event and the associated failure consequence. Analytical Hierarchy Process (AHP) is used to estimate weights required for grouping non-commensurate risk sources. Evidential Reasoning (ER) is employed to incorporate new data for updating existing risk estimates. It is envisaged that the proposed approach could serve as a basis for benchmarking acceptable risks in offshore wells. 相似文献
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M.F. Kujath P.R. Amyotte F.I. Khan 《Journal of Loss Prevention in the Process Industries》2010,23(2):323-330
The purpose of this paper is to present and discuss an accident prevention model for offshore oil and gas processing environments. The accidents that are considered in this work relate specifically to hydrocarbon release scenarios and any escalating events that follow. Using reported industry data, the elements to prevent an accident scenario are identified and placed within a conceptual model to depict the accident progression. The proposed accident model elements are represented as safety barriers designed to prevent the accident scenario from developing. The accident model is intended to be a tool for highlighting vulnerabilities of oil and gas processing operations and to provide guidance on how to minimize their hazards. These vulnerabilities are discussed by applying the 1988 Piper Alpha and the 2005 BP Texas City disaster scenarios to the model. 相似文献
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《Safety Science》2001,37(1):39-57
Management commitment to safety is recognised as a fundamental component of an organisation's safety culture (Reason, 1997. Managing the Risks of Organisational Accidents. Ashgate, Aldershot, UK). However, the role and experiences of site managers in relation to safety have rarely been examined. A survey questionnaire was conducted of 200 Offshore Installation Managers (OIMs) from 157 offshore oil and gas installations belonging to 36 organisations operating on the United Kingdom Continental Shelf. The questionnaire gathered data relating to OIMs' level of experience and style of leadership as well as their knowledge and experience of safety and leadership within the industry. The aims of the study are twofold. The first aim is to investigate the relationship between managers' level of experience and style of leadership with their safety attitudes and behaviour. The second aim is to investigate managers' perceptions of best practice in safety leadership and their beliefs about the key outstanding safety issues. Findings suggest that experience is not the dominant factor in determining leadership style or attitudes to safety, however, the less experienced OIMs and those with more directive styles of leadership were found to overestimate their ability to influence and motivate the workforce. It seems that although managers are aware of best practice in safety leadership, they do not always act in ways consistent with this. They report having considerable difficulty in motivating and controlling some safety crucial aspects of workforce behaviour such as getting workers to accept ownership of safety and getting workers to report near misses. In terms of outstanding safety issues, it appears that improvements still need to be made in a number of areas such as the standardisation of safety culture; the harmonisation of safety practices and procedures across the industry; improved workforce competency and increased workforce involvement in safety activities and decision making. 相似文献
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This paper reports the first investigation of risk perception by workers on offshore oil and gas installations on the UK Continental Shelf, following changes in offshore safety legislation in the wake of the Piper Alpha disaster in 1988. The Offshore Safety Case regulations (Health and Safety Executive, 1992, A Guide to the Offshore Installations (Safety Case) Regulations) put the onus on the operator to identify the major hazards and to reduce the risks to As Low As is Reasonably Practicable (ALARP). The regulations specifically state that Quantitative Risk Assessments (QRA) must be used when preparing the Safety Case. However, people do not use QRA when making everyday judgements about risk; they make subjective judgements known as risk perceptions, which are influenced by a number of different factors. This study was designed to complement the extensive QRA calculations that have already been carried out in the development of Safety Cases. The aim was to measure subjective risk perception in offshore personnel and examine how this relates to the more objective risk data available, namely accident records and QRA calculations. This paper describes the Offshore Risk Perception Questionnaire developed to collect the data and reports on UK offshore workers' perceptions of the risks associated with major and minor hazards, work tasks and other activities aboard production platforms. 相似文献
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Managing the oil and gas pipelines against corrosion is one of the major challenges of the oil and gas sector because of the complexities associated with the initiation, stabilization, and growth of the corrosion defects. The present research attempts to develop a model for predicting the maximum depth of pitting corrosion in oil and gas pipelines using SVM algorithm. In order to improve the SVM performance, Hybrid PSO and GA was utilized. Monte Carlo simulation was used to determine the time lapse for the pit depth growth. In order to implement the above modeling approaches and to prove their efficiency and accuracy against a large database, a total of 340 data samples for corrosion depth and rate are retrieved from the Iranian Oilfields. The performance of the new algorithm shows that it has higher stability and accuracy. In addition, the forecasting results of the new algorithm are compared with the 11 intelligent optimization algorithms, it shows that the novel hybrid algorithm has higher accuracy, better generalization ability, and stronger robustness. The coefficient of determination (R2) value in the testing phase for SVM-HGAPSO was estimated by 0.99. Proposed hybrid model and Monte-Carlo simulations pitting corrosion based on Poisson square wave process have been used to predict the time evolution of the mean value of the pit depth distribution for different categories of maximum pitting rates (low, moderate, high and sever). The models was validated with 4 field data for each of the pitting corrosion categories and the results agreed well. The pipelines under severe pitting corrosion rate were, more conservatively predicted by HGAPSO-SVR than those under low, moderate and high pitting corrosion rates. The results obtained demonstrate the potentials of this technique for the integrity management of corroded aged pipelines. 相似文献
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An important question with respect to the Macondo blowout is whether the accident is a symptom of systemic safety problems in the deepwater drilling industry. An answer to such a question is hard to obtain unless the risk level of the oil and gas (O&G) industry is monitored and evaluated over time. This article presents information and indicators from the Risk Level Project (RNNP) in the Norwegian O&G industry related to safety climate, barriers and undesired incidents, and discusses the relevance for deepwater drilling. The main focus of the major hazard indicators in RNNP is on production installations, whereas only a limited number of incident indicators and barrier indicators are related to mobile drilling units. The number of kicks is an important indicator for the whole drilling industry, because it is an incident with the potential to cause a blowout. Currently, the development and monitoring of safety indicators in the O&G industry seems to be limited to a short list of “accepted” indicators, but there is a need for more extensive monitoring and understanding. This article suggests areas of extensions of the indicators in RNNP for drilling based on experience from the Macondo blowout. The areas are related to schedule and cost, well planning, operational aspects, well incidents, operators’ well response, operational aspects and status of safety critical equipment. Indicators are suggested for some of the areas. For other areas, more research is needed to identify the indicators and their relevance and validity. 相似文献
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为了强化海洋油气项目集的风险管理,以海洋油气田固定区块开发为范围,基于甲方油气田单位和乙方服务单位立场,对项目集进行全生命周期的风险管理;将海洋油气项目集生命周期划分为6个阶段;提出了滚动风险管理模式,给出各阶段风险分解结构和风险应对策略;以时间、成本、质量为控制要素,建立项目整体风险动态评估方法。研究结果表明:通过生命周期6个阶段和整体2级动态迭代风险控制,能更早发现项目集各级过程风险,有助于避免或降低风险事故带来的损失,更有效地保障项目集收益和组织战略实现,可为我国海上油气田开发风险管理提供新参考。 相似文献
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为提高海洋油气管道外腐蚀速率预测的精度和效率,建立基于因子分析(FA)和天牛须搜索算法(BAS)的极限学习机(ELM)腐蚀速率预测模型。利用FA对影响因素数据集进行降维处理,确定预测模型的输入变量;建立ELM预测模型,并采用BAS对ELM模型的参数进行优化,避免参数取值随机性对模型预测性能的影响;以实海挂片试验为例,通过建模仿真评价模型的预测性能,并与其他模型进行对比分析。结果表明:FA-BAS-ELM预测模型的平均绝对误差(MAPE)仅为1.92%,决定系数R2高达0.994 9,相比于其他模型,该模型具有更优的预测性能。 相似文献