Remigiusz Romuald Iwańkowicz and Michał Taraska
The purpose of the paper is to develop a method of automatic classification of the components of the assembly units. The method is crucial for developing an automatic ship…
Abstract
Purpose
The purpose of the paper is to develop a method of automatic classification of the components of the assembly units. The method is crucial for developing an automatic ship assembly planning tools. The proposed method takes into account the assumptions specific for shipbuilding technology processes: high complexity of structures, difficult expert-based classification of components, fixed priority relations between connections resulting from geometrical constraints and demands of welding processes.
Design/methodology/approach
The set of ex post determined liaisons and assembly sequences constitutes the database of structures which have been made-up earlier. The components classification problem is solved using matrix coding of graphs. Information in such form is stored in the database. The minimization of number of cycles in the graph of classes sequence and minimization of diversity of classes within all constructions has been proposed as criteria of optimization. The genetic algorithm has been proposed as a solution method.
Findings
The proposed method solves the problem of components’ classifications. It allows setting the pattern of priorities between classes of various connections. This gives a chance to determine the relationship constraints between the connections of new structures for which assembly sequences are not established.
Research limitations/implications
Mathematical formulation of the database is quite laborious. The possibility of partial automation of this process should be considered. Owing to the complexity of the problem, a relatively simple objective function has been proposed. During a ship hull assembly, additional criteria should be taken into account, what will be the direction of further research.
Practical implications
Automatic classification of components is dedicated for implementation in shipyards and similar assembly systems. Tests performed by the authors confirm efficiency of presented method in supporting management of the database and assembly of new structures planning. Suggested activity-oriented approach allows for easy conversion of any assembly unit structure to the form of a matrix.
Originality/value
The new approach for components classification according to its assembly features distinguishes the proposed method from others. The use of nilpotent matrix theory in an acyclicity of graphs analysis is also a unique achievement. Original crossover and mutation operators for assembly sequence were proposed in the article.
Details
Keywords
The purpose of this paper is to develop the method of generating assembly sequences, which can be used in the shipbuilding industry. The method must take into account the…
Abstract
Purpose
The purpose of this paper is to develop the method of generating assembly sequences, which can be used in the shipbuilding industry. The method must take into account the assumptions specific for assembly processes of large-size steel ship hulls, among others, a large number of connections, multi-stage and parallel assembly, set priority relations between connections.
Design/methodology/approach
The assembly sequence is presented as a directed acyclic graph, whose vertices are mutually uniquely assigned to connections on a hull structure. The minimization of the number of unmet priority precedence of performing connections has been proposed as a criterion of optimization. The genetic algorithm has been proposed as a method to solve problems.
Findings
The proposed method allows to model the acyclic assembly process of welded structures and find solutions minimizing the objective function even for very complex problems. Because of this, the method has a chance to be used in shipbuilding.
Research limitations/implications
Mathematical formulation of priority assumptions is quite laborious. The possibility of partial automation of this process should be considered. Due to the complexity of the problem, a relatively simplified objective function has been proposed. In assembling a hull, additional criteria should be taken into account. It is the direction of further research.
Practical implications
The method can be successfully used in shipbuilding and in planning the production of other steel welded structures, among others, tanks, components of bridges, offshore structures. Examples of calculations were performed on an actual structure of a hull fragment.
Originality/value
A new way of coding the acyclic serial-parallel sequence was designed. The proposed method allows to analyse the sequence using the graph theory. Original, two-part crossover and mutation operators for assembling sequence were proposed.
Details
Keywords
This paper aims to present a model of complex production processes, witch allows permanent optimisation of manufacturing technology to be accomplished.
Abstract
Purpose
This paper aims to present a model of complex production processes, witch allows permanent optimisation of manufacturing technology to be accomplished.
Design/methodology/approach
The paper presents theoretical fundamentals of building the model of manufacturing technology.
Findings
The paper points out the possibilities of using. Leontief's input‐output model in the description of manufacturing technology. Obtained matrix notation allowed the introduction of complex technology concept. The paper presents various forms of combinations and their mathematical notations. It shows the possibility of applying object‐matrix model in the optimisation of ship's hull manufacturing technology.
Research limitations/implications
The proposed method can be applied in modelling and optimisation of any complex production process.
Practical implications
Application of object‐matrix model allows optimisation of manufacturing technology, prediction of costs and supply needs of a production system.
Originality/value
The object‐matrix model is originally developed basing on Leontief's input‐output model. The main contribution of the paper is that the presented model can be applied in the optimisation of any complex production process.
Details
Keywords
Remigiusz Romuald Iwańkowicz and Wlodzimierz Rosochacki
– The purpose of this paper is to develop a risk assessment method for production processes of large-size steel ship hulls.
Abstract
Purpose
The purpose of this paper is to develop a risk assessment method for production processes of large-size steel ship hulls.
Design/methodology/approach
This study uses a quantitative-probabilistic approach with involvement of clustering technique in order to analyse the database of accidents and predict the process risk. The case-based reasoning is used in here. A set of technological hazard classes as a basis for analysing the similarities between the production processes is proposed. The method has been explained using a case study on large-size shipyard.
Findings
Statistical and clustering approach ensures effective risk managing in shipbuilding process designing. Results show that by selection of adequate number of clusters in the database, the quality of predictions can be controlled.
Research limitations/implications
The suggested k-means method using the Euclidean distance measure is initial approach. Testing the other distance measures and consideration of fuzzy clustering method is desirable in the future. The analysis in the case study is simplified. The use of the method according to prediction of risk related to loss of health or life among people exposed to the hazards is presented.
Practical implications
The risk index allows to compare the processes in terms of security, as well as provide significant information at the technology design stage of production task.
Originality/value
There are no studies on quantitative methods developed specifically for managing risks in shipbuilding processes. Proposed list of technological hazard classes allows to utilize database of past processes accidents in risk prediction. The clustering method of analysing the database is agile thanks to the number of clusters parameter. The case study basing on actual data from the real shipyard constitutes additional value of the paper.