Uploaded on Apr 16, 2020
As the use of Recognition system for language has increased, so has the means and the incentive to create methods to formulate designs that incorporate Automatic speech recognition system for various languages that are widely used for communication. Accordingly, there is a great need in building a system that would help in understanding the language Tamil and a design that can automatically recognize the language. This paper presents a systematic new technique known as Hybrid DBN/HMM to improve the accuracy of automatic speech recognition system for the language Tamil. In this method, we use DBN as the posterior probability estimator. DBN is recently proved to be an effective classification technique for different machine learning problems. We apply the Hybrid DBN/HMM Technique on Tamil language speech corpus provided by LDC-IL and the results are compared with other techniques such as GMM/HMM and MLP/HMM. The Hybrid DBN/HMM appears to pay off better results than the other Techniques.
An enhanced hybrid DBN/HMM for Tamil language speech recognition system
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ISSN: 2348-20 79 Volume-5 Issue-2
International Journal of Intellectual Advancements
and Research in Engineering Computations
Fabrication of Desiccant Assisted Cooling system
1 2 2 2 2
K. Ganesan , M. Hariharan , R.Dinesh kumar , V. Tony , S.S. Dhamotharan ,
1 2
Associate Professor, UG Students
Department of Mechanical Engineering, Nandha Engineering College, Erode-52,
Tamil Nadu, India.
1 2
[email protected], [email protected]
Abstract - Solid desiccant cooling (SDC) system is an loads. So desiccants are used to improve the indoor
alternative air conditioning system. Desiccant plays a quality of all types of buildings efficiently controlling
vital role in overall performance of the whole system humidity in large quantities fresh, ventilation air.
particularly in dehumidification and regeneration
capacity. By this review we recapitulate that novel solid
In this method, a desiccant with great
desiccant materials like zeolites, silica can be adopted in
attraction to moisture removes wetness from air via
the SDC system. In order to resolve environmental and
sorption process.
economic issues with the present space cooling system,
This releases heat and increases air
the implementation of the SDC system will be the better
answer to the problem. The Aim of the proposed system temperature. The Fusion of heat exchange with
is to develop drying technology reduce the moisture surrounding air and evaporative or conventional
content in air provider cooling in space and produce a cooling coils then cools and dries air. Humid loads,
good quality cold air. Zeolites are used as moisture temperature are very effectively met by separating this
adsorbents. When this system is build up we can achieve way. This desiccant with hygroscopic material
EEE i.e. Environmental friendly, good Energy efficiency property is dried out to complete cycle using thermal
low power consumption and more Economic cooling energy supplier waste heat. Commercial available
system. This system is used for industrial prevention desiccants include silica gel, zeolite, activated
fungus control and reduces many health affects like alumina, titanium silicate, and lithium chloride.
asthma.
Index words - Solid desiccant cooling, Desiccant
material, dehumidification and regeneration, comfort air
conditioning.
I. INTRODUCTION
In present, Swift growth of society and
environment brings greatest pressure on globe. World
faces more serious environmental problems such as Fig. 1 Desiccant air flow process chart
global warming and haze that is smoke, dust, liquid
moisture droplets. Study on any field must think about
seriously on less contamination of environment by
harmful substances. Researches on air conditioning
are no exception. Till now, commonly adopted
refrigeration air conditioning technology is vapor
compression which consumes lots of electricity and
releases green house gases. Desiccant assisted
refrigeration air conditioning system will be the
promising desirable alternate to commercial vapor
compression refrigeration air conditioning system
.When fresh outdoor air enters into building it comes
with high humid load comparative to building internal
latent load. Conventional vapor compression cooling Fig. 2 Air flow process direction
system is not suited to efficiently treat large humid
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The eminent benefit of this system is being
environmental friendly saving energy and controlling
humidity temperature separately. SDC subjects to less
corrosion it reduces total residential electricity by
25% or more in humid regions. Providing dry, clean
and more comfortable indoor environment with low
electricity bill.
II. LITERATURE SURVEY Fig. 3 Desiccant Wheel is Equally Divided for
Adsorption and Desorption
[1] X. Zheng et al made a study and concluded that
solid desiccant cooling which can be driven by low
grade heat is considered as promising method for
assuring clean and economic air conditioning.
[2] Hazeeb Halid et al, conducted an experimental
analysis of solid desiccant wheel dehumidifier and
stated that regeneration temperature increases more
moisture is removed from the process air due to
enhanced heating of desiccant wheel surface.
Fig. 4 Psychometric changes occurring in the
desiccant wheel
[3] A.Z. Zainal et al, have found that desiccant
dehumidifier has the ability to reduce humidity within
a period of time.
IV. DESICCANT MATERIAL
[4] M.A.Mandegari et al, have carried out many There are several commercially available
experiments using both liquid and solid desiccants in desiccants. The most commonly applied in desiccant
air conditioning systems concluded that the solid wheels are silica gel and lithium chlorides. Activated
desiccants show considerable promise producing a carbon, activated alumina, molecular sieves, activated
higher degree of the humidification than the liquid clay and calcium chlorides are also used. The material
desiccants. The electrical energy requirement can be used in this wheel is a Zeolite which has one of the
very low comparing with conventional cooling hygroscopic characters. Zeolites are synthetic
systems. The origin of thermal energy can be distinct desiccants derived from sodium or calcium crystalline
(i.e., solar, waste heat, natural gas). and can be manufactured with specific pore sizes so as
to allow
[5] Kodama A et al showed that the dehumidifier is for the adsorption of a particular molecule
the prime component of a desiccant cooling system characteristic. For instance, decreasing the Si/Al ratio
and the cooling COP (coefficient of performance) is in alumino silicate zeolites results in a structure with
significantly improved by enhancing the performance increased hydrophilic characteristics. They have a
of this component. good adsorption capacity over low levels of air
relative humidity. When compared to silica gel, it
III. DESICCANT WHEEL exhibits half of average capacity per unit weight,
although it also exhibits an adsorption capacity less
Desiccant wheel is an air to air heat and mass
sensible to increased temperatures. It is an efficient
exchanger, with a relatively low rotation speed. Wheel
desiccant, allowing for the humidity to be lowered
has a frame with film of desiccant material layered on
beyond detectable levels. Moreover, it can be shaped
the same. The channels in the frame come in various
to 3 Å, providing a selective sorption of 2.8 Å water
shapes such as sinusoidal, honeycomb, triangular etc.
molecules, mitigating indirect contamination.
The frame Wheel is axially crossed by two main
streams. The porous desiccant medium of the matrix is
V. DEHUMIDIFICATION
cylindrically operated for adsorption and desorption.
In process part of the wheel, dehumidification of air Air dehumidification can be achieved by two
takes place, and in the reactivation part of the wheel methods: (1) Cooling the air below its dew point and
humidification of the air takes place. The rotation of removing moisture by condensation
the wheel causes periodic reactivation of the (2) Absorption by a desiccant material.
adsorption part. D e h u m i d ification is the process of removing
water vapor from moist air. Here, absorption method
is used due to the easiness created by the solid
desiccants. In absorption method of dehumidification,
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desiccant particle (zeolite) absorbs the water vapor in
air. The solid desiccant particle is a compact packed Fig. 6 Fabricated Desiccant Wheel
arrangement, where cold and moist air enters which
interacts with the desiccant and loses the moisture to Zeolites are solid desiccant and that can carry
the desiccant. As the desiccant absorbs water. To water in crystalline structure. Zeolites have a very
maintain the dehumidifying capacity of the system, high capacity of absorbing moisture more strongly
the absorbed water must be removed from the than the silica or clay. Zeolites are most economic
desiccant. This is achieved by regenerating the desiccants because of its high adsorption capacity at
desiccant particle where the water vapor in the lower relative humidity. It has hygroscopic property
desiccant is evaporated. The wheel is then rotated so that water is absorbed or deabsorbed by the micro
that the desiccant portion that has picked up moisture capillary until vapor pressure equilibrium is achieved
is exposed to hot reactivation air and its moisture with relative humidity of surrounding air. Channel
removed. Another desirable situation is when the cost size of zeolite is 2.5 to 4.3 angstroms in dia. The
of dehumidification with a desiccant is lower than the rotational speed of the rotary desiccant dehumidifier is
cost of dehumidification with a refrigeration system. inversely proportional to sorption time. When the
The figure-8 shows the concept of dehumidification. desiccant wheel rotates must faster than the optimum
speed, the adsorption and regeneration process will
VI. EXPERIMENTAL SETUP too small which results in poor performance. From the
An experimental set up is established as previous study the optimum rotational speed of
shown in figure. The experimental set up consists of desiccant wheel is calculated around 25-30 rph. In our
main components like desiccant wheel, compressor, project for obtaining this rph a small DC motor of 12v
condenser, evaporator, blower, insulation air duct. is used and a pulley of dia 3cm is connected to shaft of
The operation of system includes 2 modes one is the motor. The desiccant wheel is of 30cm dia and by
operating in dehumidification process and second is using belt drive to drive wheel thereby obtaining
regeneration process. A desiccant wheel of 300 mm necessary speed reduction. Calculation of RPM of
dia has been constructed using 100 mm width and desiccant wheel is 5RPM.Thermocouples and subzero
2.5 mm thickness. The desiccant wheel has four is used for measuring the hot and cold temperatures.
major parts outer layer, separation part, sheet metal
with fine holes and rod. It is circular plate with
honey comb structure the zeolites and carbon are
stuffed in place between the spokes in wheel. The
frame has made for 3feet in mild steel width of
frame is 400mm and its height is 750 mm.
Desiccant wheel is placed in middle of the frame
where 12V D.C motor is used to rotate the wheel.
The wheel and its supporting structures are welded.
Fig. 7 Overall Setup
VII. WORKING PRINCIPLE
Fig. 5 Inner partition of Desiccant wheel The rotor is made up of corrugated sheets,
which are filled with desiccant. It is divided into two
sectors which are separated with the help of seals, the
dehumidifier or process zone (approx. 75%) and the
reactivation or regeneration zone ( approx. 25%) as
shown in fig. Air passes through the rotating desiccant
wheel (approx.0.5-1rpm), its moisture is transferred to
the desiccant wheel then warm & dry air is passed to
the part2 (conditioned air). In desiccant wheel the hot
and humid air is passed where the desiccants will
remove the moisture present in it now the temperature
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increases. The process air temperature is now hotter REFERENCES
and drier this is reduced to the comfort condition by [1]. M.A. Mandegari, H. Pahlavanzadeh, Introduction
means of sensible coolers (E.g. Cooling coils, heat of a New Definition Effectiveness of Desiccant
exchangers). The warm and humid return air from Wheels, Energy 34 (2009) 797e803
conditioned space is further heated up of the required
regeneration temperature of desiccant and this [2]. Kodama A, Goto M, Hirose T, Kuma T.,
regeneration steam of air is passed through desiccant Experimental Study of Optimal Operation for a
to remove the moisture from desiccant. Honeycomb Absorber Operated with Thermal
Swing. J Chem Eng Jpn 1993; 26:530e5.
VIII. RESULTS AND DISCUSSIONS [3]. Hazeeb Halid., Experimental Analysis of solid
As the moisture being removed in desiccant, desiccant wheel dehumidifier Volume 4, Issue 3,
the process air outlet temperature is more compared to May- June, 2016, pp.104-109 6, DOA: 27052016
the inlet air temperature. Experimental values of the
inlet air and outlet process air temperature is measured
using the thermocouple and tabulation is made. The
final cooling temperature is measured with the help of
the sub zero measuring equipment. As the moisture is
removed in air the cooling takes place rapidly and the
efficiency of the system is more and low power
consumption.
TABLE I. Experimental Values of Outlet and Inlet
Temperature
Inlet Temperature(°C) Outlet temperature(°C)
30.4 40.6
31.7 43.9
TABLE II. Experimental Values of inlet temperature &
final cooling temperature
Inlet Temperature(°C) Cooling
temperature(°C)
30.4 10
31.7 11.5
IX. CONCLUSIONS
Rotary desiccant cooling system is typically a
thermal activated method mainly consumes low grade
heat sources. There by alleviating the peak electrical
demand caused by the traditional cooling systems.
Due to moisture removal the corrosion problem in
equipments may be reduced. We achieved improved
indoor quality by implementing this system. It has
huge application in food processing industry, Dairy,
schools, and Meteorological laboratories and in many
other domestic applications. In conclusion, further
improvement in energy utilization rate, reduction in
cost and size, standardization in design and production
are the key issues faced by the rotary desiccant air
conditioning technology for achieving more extensive
application.
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