202 research outputs found
Advances in Condition Monitoring, Optimization and Control for Complex Industrial Processes
The book documents 25 papers collected from the Special Issue “Advances in Condition Monitoring, Optimization and Control for Complex Industrial Processes”, highlighting recent research trends in complex industrial processes. The book aims to stimulate the research field and be of benefit to readers from both academic institutes and industrial sectors
Neural network modelling and prediction of the flotation deinking behaviour of complex recycled paper mixes.
Thesis (Ph.D.)-University of KwaZulu-Natal, Durban, 2011.In the absence of any significant legislation, paper recycling in South Africa has grown
to a respectable recovery rate of 43% in 2008, driven mainly by the major paper
manufacturers. Recently introduced legislation will further boost the recovery rate of
recycled paper. Domestic household waste represents the major remaining source of
recycled paper. This source will introduce greater variability into the paper streams
entering the recycling mills, which will result in greater process variability and operating
difficulties. This process variability manifests itself as lower average brightness or
increased bleaching costs. Deinking plants will require new techniques to adapt to the
increasingly uncertain composition of incoming recycled paper streams. As a
developing country, South Africa is still showing growth in the publication paper and
hygiene paper markets, for which recycled fibre is an important source of raw material.
General deinking conditions pertaining to the South African tissue and newsprint
deinking industry were obtained through field surveys of the local industry and
assessment of the current and future requirements for deinking of differing quality
materials.
A large number of operating parameters ranging from waste mixes, process variables
and process chemical additions, typically affect the recycled paper deinking process.
In this study, typical newsprint and fine paper deinking processes were investigated
using the techniques of experimental design to determine the relative effects of
process chemical additions, pH, pulping and flotation times, pulping and flotation
consistencies and pulping and flotation temperatures on the final deinked pulp
properties.
Samples of recycled newsprint, magazines and fine papers were pulped and deinked
by flotation in the laboratory. Handsheets were formed and the brightness, residual ink
concentration and the yield were measured. It was determined that the type of
recycled paper had the greatest influence on final brightness, followed by bleaching
conditions, flotation cell residence time and flotation consistency. The residual ink
concentration and yield were largely determined by residence time and consistency in
the flotation cell.
The laboratory data generated was used to train artificial neural networks which
described the laboratory data as a multi-dimensional mathematical model. It was found
that regressions of approximately 0.95, 0.84 and 0.72 were obtained for brightness,
residual ink concentration and yield respectively.
Actual process data from three different deinking plants manufacturing seven different
grades of recycled pulp was gathered. The data was aligned to the laboratory
conditions to take into account the different process layouts and efficiencies and to
compensate for the differences between laboratory and plant performance. This data
was used to validate the neural networks and select the models which best described
the overall deinking performances across all of the plants. It was found that the
brightness and residual ink concentration could be predicted in a commercial operation
with correlations in excess of 0.9. Lower correlations of ca. 0.5 were obtained for yield.
It is intended to use the data and models to develop a predictive model to facilitate the
management and optimization of a commercial flotation deinking processes with
respect to waste input and process conditions
XVIII International Coal Preparation Congress
Changes in economic and market conditions of mineral raw materials in recent
years have greatly increased demands on the ef fi ciency of mining production. This
is certainly true of the coal industry. World coal consumption is growing faster than
other types of fuel and in the past year it exceeded 7.6 billion tons. Coal extraction
and processing technology are continuously evolving, becoming more economical
and environmentally friendly. “ Clean coal ” technology is becoming increasingly
popular. Coal chemistry, production of new materials and pharmacology are now
added to the traditional use areas — power industry and metallurgy. The leading role
in the development of new areas of coal use belongs to preparation technology and
advanced coal processing. Hi-tech modern technology and the increasing interna-
tional demand for its effectiveness and ef fi ciency put completely new goals for the
University. Our main task is to develop a new generation of workforce capacity and
research in line with global trends in the development of science and technology to
address critical industry issues.
Today Russia, like the rest of the world faces rapid and profound changes
affecting all spheres of life. The de fi ning feature of modern era has been a rapid
development of high technology, intellectual capital being its main asset and
resource. The dynamics of scienti fi c and technological development requires acti-
vation of University research activities. The University must be a generator of ideas
to meet the needs of the economy and national development. Due to the high
intellectual potential, University expert mission becomes more and more called for
and is capable of providing professional assessment and building science-based
predictions in various fi elds.
Coal industry, as well as the whole fuel and energy sector of the global economy
is growing fast. Global multinational energy companies are less likely to be under
state in fl uence and will soon become the main mechanism for the rapid spread of
technologies based on new knowledge. Mineral resources will have an even greater
impact on the stability of the economies of many countries. Current progress in the
technology of coal-based gas synthesis is not just a change in the traditional energy markets, but the emergence of new products of direct consumption, obtained from
coal, such as synthetic fuels, chemicals and agrochemical products. All this requires
a revision of the value of coal in the modern world economy
Advanced Fault Diagnosis and Health Monitoring Techniques for Complex Engineering Systems
Over the last few decades, the field of fault diagnostics and structural health management has been experiencing rapid developments. The reliability, availability, and safety of engineering systems can be significantly improved by implementing multifaceted strategies of in situ diagnostics and prognostics. With the development of intelligence algorithms, smart sensors, and advanced data collection and modeling techniques, this challenging research area has been receiving ever-increasing attention in both fundamental research and engineering applications. This has been strongly supported by the extensive applications ranging from aerospace, automotive, transport, manufacturing, and processing industries to defense and infrastructure industries
The NASA scientific and technical information system: Its scope and coverage
A general description of the subject areas covered in the NASA scientific and technical information system is presented. In addition, it establishes subject-based selection criteria for guiding decisions related to the addition of new documents to the NASA collection
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