Title: Research Overview
1Research Overview
2Main Research Areas
- Simulation / modelling of systems
- Scheduling / planning and control
- Manufacturing Layout
- Supply chain management
- IT implementation
3Other areas
- Company classification
- Manufacturing strategy
- Business Process Analysis
- Benchmarking in the semiconductor industry
- Web-based teaching
4Capital Goods Companies Generic Issues
- Products are highly customised and are produced
on a make, or engineer to order basis. - Lead time reduction and cost increasingly
important. - International competition effective and
efficient use of resources is very important. - Product offering broadened over recent years to
include service elements. - Complex and dynamic supply chains.
- Production facilities include jobbing, batch,
flow and assembly systems as well as
construction.
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7Simulation of Systems
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9Key Features
- Large scale model allows whole manufacturing
facilities to be represented. - Models facilities, products, processes, layout
and planning and control systems. - Many product families can be represented with
shallow, medium or deep product structure. - Hierarchical description of products and
resources. - Allows variety of planning and control methods to
meet local requirements. - Integrated with scheduling and layout
optimisation tools. - Comprehensive stochastic modelling.
10Schedule Optimisation
11Schedule optimisation using Genetic Algorithms
12Initial Schedule
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14New schedule from GA
15Stochastic Planning Methods
- Risk management is an important issue in capital
goods companies. Developed stochastic models of
risk due to uncertainties in process times. - Developed methods that either meet a service
target or minimise the combination of earliness
and tardiness costs. - Investigated approaches for infinite capacity,
finite capacity and dynamic scheduling cases. - Planning methods investigated and validated
through simulation modelling.
16Manufacturing Layout
- Clustering
- Matrix-based methods
- Similarity coefficient methods
- Optimisation
- Genetic Algorithm
- Simulated Annealing
17Genetic Algorithm Procedure
18Placement Algorithm
19Initial Layout
20Total rectilinear distance travelled vs.
generation (brown field)
21Resultant Brown-field layout
22Total rectilinear distance travelled vs.
generation (green field)
23Supply Chain Management
24Supply Chain Management
- Modelled business processes using SSADM
- Company structures range from vertically
integrated to project integrators that outsource
all manufacturing. - Important factors include available capital,
risk, potential utilisation of plant,
capabilities, flexibility. - Three stages of interaction with customers
marketing, tendering and contract execution - Normal / radical design
- Functional vs. technical specifications
- Procurement decisions made by customers,
designers, procurement departments
25Summary of contributions
- Planning, control and layout problems in capital
goods companies. - Outcome first large-scale simulation model of
manufacturing in capital goods companies - Scheduling complex products in deterministic and
stochastic environments. - Developed first optimisation techniques.
- Layout analysis and optimisation.
- Developed integrated tool.
- Supply chain management in capital goods
companies. - New models proposed and linked to strategic
issues.
26Classification
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28Simulation
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31Representation of Resources
32Representation of Products
33Stochastic Simulation
- Several random number generators Knuth, Wichman
Hill, SunOs. - Normal polar form of Box-Muller (Marsaglia and
Bray 1964) Beta (Press, et al. 1989, p188),
Gamma (Press, et al. 1989, p228), Poisson (Press,
et al. 1989, p230) as well as Log normal,
Multi-modal, Exponential, and empirical (based
on historical data). - Full / fractional factorial designs
- ANOVA / Regression analysis
34Scheduling
35Chromosome representation
36Crossover Operations
37Mutation Operations
38Fitness function
Minimise ? Pe(EcEp) ? Pt(Tp) Where Ec
max (0, Dc - Fc) Ep max (0, Dp -
Fp) Tp max (0, Fp - Dp)
39An Example of Production Plan
40Layout
41Rank Order Clustering (King 1980)
42Case Study
- 52 Machine tools
- 3408 complex components
- 734 part types
- Complex product structures
- Total distance travelled
- Direct distance 232Km
- Rectilinear distance 642Km
43Total rectilinear distance travelled vs.
generation (green field)
44Resultant green field layout
Note that brown field constraints, such as
walls have been ignored.
45Supply Chain Management
46Collaborating Companies
- NEI Parsons
- AMEC Offshore
- NEI International Combustion
- Clarke Chapman
- Wellman Booth
- Control Systems
- Reyrolle (VA Tech)
47Supply Chain Management
- Identified the characteristics of the companies
in terms of products, processes, markets, level
of outsourcing etc. - Investigated buyer/supplier relationships in
terms of supplier base, strategic alliances,
partnership and single sourcing agreements etc. - 3 stages marketing, tendering, contract
execution - Physical / non-physical processes,
- Differing levels of vertical integration
- Procurement often reactive rather than strategic
48SCM (continued)
- Majority of controllable cost committed at the
design stage. - Normal / Radical design
- Established / ad-hoc business processes
- Product offering broadening shift from just
hardware to retrofit, service and operations. - There are high levels of uncertainty and sparse
knowledge, particularly at the tendering stage. - Tendering is often subject to severe time
pressure and resource constraints.
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52IT Implementation in Small Companies
- Selection and implementation of Accounting,
planning and control systems and EDI in surgical
shoe manufacturing company. - Selection and implementation of a cost estimating
system in a precision machining company. - Selection and implementation of accounting and
order processing systems in an electrical cable
manufacturing company.
53Benchmarking in the semiconductor industry
- Benchmarking survey of four Siemens plants
WhiteOak (USA), ProMos (Taiwan), Siemec (Germany)
and NTS (England). - The design, construction, and operation of the
plants are different leading to different
consequences in terms of capital and operating
costs, quality, etc. - The research aims to establish the relationship
between capital cost, construction lead-time and
operating costs and performance.
54Postgraduate Students
- Dong Ping Song Stochastic Models in Planning
Complex Engineer-to-Order Products - Pupong Pongcharoen Genetic Algorithms for
Scheduling in the Capital Goods Industry - Tony Wells Benchmarking in the Semiconductor
Industry - Fouzi Hossen Risk Management in Capital Goods
Companies - Thanawat Muangman Supply Chain Management in the
Capital Goods Industry
55Research Grants
- An investigation into the design change
management process and the relationship to
resultant cost of change for capital equipment at
BNFL, 160,000, 2003, (CH/PMB/WO) - Harris Sheldon TCS, 2000-2, 81,408,
discontinued, (RID/CH/PMB) - Haani Cables TCS, 98-2000, 141,760,
(CH/TMcG/MG/PMB) - SCM at Wellman Booth, 1997, 2,000, (CH/TMcG)
- Mectonics Instruments TCS, 95-7, 65,000
(CH,CFE,WH) - Innovation in Design, 1996-9, 10,000 (JNF/CH)
- JC Peacocks Sons TCS, 91-5 122,552 (GRJ/CH)
- Total income 490,000 Principle investigator
368,000