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
www.ijiarec.com 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 1763 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, 1764 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 1765 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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