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Development of a hybrid fuzzy-mathematical cleaner production evaluation tool for surface finishingTelukdarie, Arnesh January 2007 (has links)
Thesis submitted in partial fulfillment of the requirements for the degree of Doctor of Technology: Department of Chemical Engineering, Durban University of Technology, 2007. / The metal finishing industry has been rated among the most polluting industries worldwide. This industry has traditionally been responsible for the release of heavy metals such as chrome, nickel, tin, copper etc into the environment. The application of cleaner production systems to a range of industries, including the metal finishing industry has provided significant financial and environmental benefits. An example of a successful application cleaner production in the metal finishing industry is the reduction in the typical water consumption from 400 1/m² to less than 10 1/m² of plated product.
The successful application of cleaner production to the mental finishing industry has encountered many barriers. These barriers include the need for a highly skilled cleaner production auditor and the need for rigorous plant data to effectively quantify the cleaner production potential of the company under consideration.
This study focuses on providing an alternate user-friendly audit system for the implementation of cleaner production in the mental finishing industry. The audit system proposed eliminates the need for the need for both a technical auditor and rigid plant data. The proposed system functions solely on plant operator inputs. The operator’s knowledge is harnessed and used to conduct an efficient and effective cleaner production audit.
The research is based on expert knowledge, which was gained by conducting audits on some 25 companies using traditional auditing tools. This company audits were used to construct a database of data that was used in the verification of the models developed in this study.
The audit is separated into different focus components. The first system developed was based on fuzzy logic multi variable decision-making. For this system the plant was categorized into different sections and appropriate fuzzy ratings were allocated based on experience. Once the allocations were completed multi variable decision analysis was used to determine the individual variable impact. The output was compared and regressed to the database equivalent. Operator inputs can then be used to determine the individual category outputs for the cleaner for the production rating for the company under consideration.
The second part of this study entails the development of mathematical models for the quantification of chemical and water consumptions. This was based on the present and ideal (cleaner production) plant configuration. Cleaner production operations are compared to present operations and potential savings quantified. Mathematical models were developed based on pilot scale experiments for the acid, degreaser and zinc plating process. The pilot experiments were carried out on a PLC controlled pilot plant. These models were developed form factorial experimentation on the variables of each of the plating processes. The models developed aid in the prediction of the relevant optimum consumptions.
The key challenge in traditional evaluation systems has been the quantification of the plant production. The most effective measure of production is by means of the surface area plated. In this study a novel approach using the modeled acid consumption is proposed.
It was assumed that the operator inputs for the above models would not be precise. The models developed allowed for input variations. These variations were incorporated into the model using the Monte Carlo technique. The entire cleaner production evaluation system proposed is based on an operator questionnaire, which is completed in visual basic. The mathematical model was incorporated into the visual basic model. For the purpose of model verification the mathematical models were programmed and tested using the engineering mathematical software, Mat Lab.
The combined fuzzy logic and mathematical models prove to be a highly effective means of completing the cleaner production evaluation in minimal time and with minimal resources. A comparative case study was conducted at a local metal finishing company.
The case study compares the input requirements and outputs from the traditional systems with the system proposed in this study. The traditional model requires 245 inputs whilst the model proposed in this study is based on 56 inputs. The data requirements for the model proposed in this study is obtained from a plant operator in less than one hour whilst previous models required high level expertise over a period of up to two weeks. The quality of outputs from the model proposed is found to be very comparable to previous models. The model is actually found to be superior to previous models with regards predicting operational variations, water usages, chemical usages and bath chemical evolution.
The research has highlighted the potential to apply fuzzy-mathematical hybrid systems for cleaner production evaluation. The two limitations of the research were found to be the usage of a linear experimental design for model development and the availability of Mat Lab software for future application. These issues can be addressed as future work. It is recommended that a non-linear model be developed for the individual processes so as to obtain more detailed process models. / National Research Foundation, Water Research Commission and Durban University of Technology
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Application of analytical chemistry to waste minimisation in the powder coating industry.January 2005 (has links)
A local company instituted a new chemical procedure in their spray phosphating system
used in the pretreatment of large components for industrial racking systems. An inorganic
conversion coating is deposited on the workpiece surface during phosphating and this
prepares the surface to receive an organic top-coat. The organic coating is applied to the
workpiece surface in the form of a powder and cured to form a continuous film about 80
u.m thick.
The solution chemistry of the phosphating system was monitored by sampling and
chemical analysis and taking direct reading instrumental measurements on the process
and rinse solutions. The process was also evaluated using the results of a waste
minimisation audit. This involved gathering data on composition, flow rates and costs of
inputs and outputs of the process. Two types of information were collected and used
during the audit, namely chemical monitoring (concentration levels of Na, Fe, Zn, Mo,
Mn and Cr and measurements of conductivity, TDS, SS and pH) and water usage data on
the Phosphating Line and existing data (raw materials, workpieces and utility inputs as
well as domestic waste, factory waste and scrap metal outputs). The data were analysed
using four established waste minimisation techniques. The Scoping Audit and the Water
Economy Assessment results were determined using empirically derived models. The
Mass Balance and the True Cost of Waste findings were obtained through more detailed
calculations using the results of the chemical analysis.
The results of the audit showed that the most important area for waste minimsation in the
Phosphating Line was the (dragged-out phosphating chemicals present in) wastewater
stream. According to the scoping audit, water usage had the third highest waste
minimisation potential behind powder and steel consumption for the entire powder
coating process. While the scoping audit and the specific water intake value showed that
water consumption for the process was not excessive, it did not indicate that the pollution
level in the rinse waters was high. Further, drag-out calculations showed that drag-out
volumes were typical of those found in the metal finishing industry. However the presence of high levels of metal species in the rinse waters was highlighted through the
chemical monitoring of the Phosphating Line. The True Cost of Waste Analysis
estimated potential financial savings for the effluent stream at about R8000 for a period
of 105 days. However this does not take into consideration the cost of the liability
associated with this stream when exceeding effluent discharge limits (given in the Trade
Effluent Bylaws) or of the chemical treatment necessary to render this stream suitable for
discharge to sewer. Intervention using only "low-cost-no-cost" waste minimisation
measures was recommended as a first step before contemplating further areas for
technical or economic feasibility studies. However, a further study involving monitoring
the sludge was recommended in order to establish the potential financial savings offered
by this waste stream. / Thesis (M.Sc.)-University of KwaZulu-Natal, Pietermaritzburg, 2005.
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Industrial waste minimisation in South Africa : a case study in the textile and metal finishing sectors.Reiner, Monika. January 2002 (has links)
Environmental legislation is becoming more stringent as people are realising the need for
conservation and a reduction of environmental degradation in order to facilitate sustainable
development. To ease legislative pressures, companies need to work together in symbiotic networks,
whereby co-operation between companies results in far more innovative practices than if the
companies acted individually. Success in an industrial network is largely dependent on cleaner
production, where industries seek to redirect from waste treatment to waste minimisation. Cleaner
production has already received international recognition and waste minimisation initiatives have
been used as a tool of cleaner production. Two polluting industrial sectors within South Africa, the
textile and metal finishing sectors, were chosen to investigate waste minimisation concepts. One
company from each sector was used as a case study. The dissertation followed company network
identification, potential to participate within an industrial symbiotic network, and waste
minimisation opportunities. Suppliers and buyers, up and down the product line were identified.
Relationships with these partners should be advanced such that environmental concerns are at the
forefront of any decision-making. In light of developing industrial networks and maintaining
symbiotic relationships, the company's potential was investigated by interviewing employees of
various ranks. Both companies were partially suited to participate within an industrial symbiotic
network and company-specific barriers were identified, such as ineffective internal communication.
The waste minimisation investigation followed a four-phase approach of planning and organisation;
pre-assessment; assessment; and feasibility study. In both the companies investigated, water savings
were identified as the waste minimisation focus area with potential for improvement. In total,
potential water savings of over R80 000 per annum were identified. In the textile company, the
weaving department and bleach house were further investigated. Cloth weaving errors were
attributed to machine stops, as each stop has the potential to result in a cloth fault. In the bleach
house the potential existed to reduce the number of rinse tanks. Although a modem and automated
process, the plating plant in the metal finishing company was identified as having potential waste
minimisation opportunities. Of particular interest was the reduction of solution carry over from the
plating tanks into subsequent tanks. Extended drip times were investigated. Additional waste
minimisation opportunities included repairing pipe leaks, replacing the degreasing solvent,
trichloroethylene, with a less harmful cleaning agent and establishing a symbiotic relationship with
the oil supplier, Castrol. Over and above the main waste minimisation opportunities highlighted,
other recommendations and potential savings were identified. Each case study emphasises that
simple waste minimisation initiatives, without expending capital, reduce demands on natural
resource, such as water, and benefit the company financially. Successful waste minimisation leads to
further cleaner production initiatives, which may then initiate better network interactions with the
further potential of promoting sustainable development. / Thesis (M.Sc.Eng.)-University of Natal, Durban, 2002.
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An investigation of a waste minimisation club for the metal finishing industry.Thambiran, Namo. January 2002 (has links)
Take care how you place your moccasins upon the earth, step with care, for the faces of the
future generations are looking upfrom the earth waitingfor their turnfor life - Lyoru, 1988
Increasing levels of pollution and the increase in demand for water and other resources by
industry led to a number of policies and regulations being developed and revised in South
Africa. According to the Constitution of the Republic of South Africa (Act 108 of 1996),
everyone has the right to an environment that is not harmful to health or wellbeing. In order to
have the environment protected and sustained for future use, it became necessary to move away
from the traditional fragmented approach to pollution and waste management and focus on an
integrated strategy aimed at achieving a balance between ecological sustainability and socioeconomic
development.
In the Durban Metropolitan Area (DMA) , the Durban Metropolitan Council (Metro)
incorporated pollution prevention in their bylaws, which contained stringent discharge limits for
heavy metal concentrations. This posed a potential problem for metal fmishers who were
concerned about complying with these discharge standards. In addition, the metal finishing
industry was considered to be a significant contributor to the pollution load in the DMA, and
therefore needed to find suitable solutions to dealing with environmental problems, especially
waste management. Waste minimisation was believed to be a good tool for this industry to
utilise in order to reduce its pollution load. It was seen from the literature and case studies from
international initiatives that waste minimisation results in an improvement in process efficiency
and reductions in production costs and environmental impacts, generally at minimal costs.
A waste minimisation club was initiated for the metal finishing industry in the DMA in June
1998. The club consisted of twenty-nine members of which the majority were small and
medium sized companies. The club was run over a period of thirty months. A core group of
sixteen companies actively participated in the activities of the club.
During the period of investigation, a total of 391 waste minimisation options were identified for
club members and 147 of these options were implemented. This resulted in a total financial
saving in excess of R 4 million for the duration of the club's existence. The saving represents
combined savings in water, chemicals, metals, energy, effluent treatment, and waste disposal.
Corresponding environmental benefits were achieved including a reduced demand for water,
reduced toxicity of effluent from chemical and metal reduction, and a reduction in energy
requirements.
Four companies were investigated in detail and presented as case studies. These companies
showed that the payback on implementing waste minimisation options was mostly immediate.
The size of the companies was not critical in determining the level of success from running
waste minimisation programmes. Success depended mainly on commitment from companies
and motivation of project champions. It was found that the greatest barriers to implementing waste minimisation, as identified by
companies, were a lack of time, resources, and commitment. Companies joined the club mainly
for benefit of reducing costs and complying with legal standards.
Aside from successfully raising awareness and promoting the concept of waste minimisation,
the waste minimisation club also resulted in an improvement in the relationship between the
metal finishing industry and the Metro, and among club members.
Based on the results achieved by club members, and from managing the club, it was evident that
the club was effective in promoting waste minimisation in industry. For the future running of
clubs, it is recommended that waste minimisation assessment training be given to all employees
of a company. It would also be more useful if companies reported savings on a more regular
basis and more formally. In addition it is recommended that club membership should be limited
to between ten and fifteen companies to facilitate improved management of the club. / Thesis (M.Sc.Eng.)-University of Natal,Durban, 2002.
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