Fuzzy logic based energy saving technique for a central air conditioning system
In this paper a scheme has been proposed to maintain the temperature and the humidity, in each of the rooms served by a central Air Conditioner (AC) unit, close to the targeted values, and reduce the electrical energy intake of the AC compressor. The upper limits of the comfort zone, typically marke...
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Pergamon-Elsevier Science Ltd, the Boulevard, Langford Lane, Kidlington, Oxford Ox5 1gb, England
2007
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author | Ahmed, S. Shahnawaz Majid, Md. Shah Novia, Hendri Abd. Rahman, Hasimah |
author_facet | Ahmed, S. Shahnawaz Majid, Md. Shah Novia, Hendri Abd. Rahman, Hasimah |
author_sort | Ahmed, S. Shahnawaz |
collection | ePrints |
description | In this paper a scheme has been proposed to maintain the temperature and the humidity, in each of the rooms served by a central Air Conditioner (AC) unit, close to the targeted values, and reduce the electrical energy intake of the AC compressor. The upper limits of the comfort zone, typically marked at a temperature of 25 degrees C and a relative humidity of 70%, are used as the targets. It should be noted that a conventional AC system controls humidity in its own way without giving the users any scope for changing the set point for the targeted humidity unlike the scope it offers to change the set point for the targeted temperature through a thermostat. But in this work this limitation has been taken into cognizance and overcome to a great extent using fuzzy logic to represent the intricate influences of temperature on the humidity of the space being cooled and correct the thermostat setting. In the developed scheme, the sensor captured temperature and humidity readings for each room are compared against the targets at the selected intervals of time, and the corresponding differences are fuzzified. These differences are used to decide the fuzzy qualifier, which is decoded into a crisp value that is the change required in the setting of the thermostat of the AC. As a result, each room will maintain a temperature near 25 degrees C and a relative humidity near 70% while the compressor will remain off for an appreciable period leading to a saving of energy. Though a thermostat with programmable setting for an AC unit dedicated to a single room has been reported in the literature, the same for a central AC unit that serves more than one room appears to have not yet been presented. The advantages of the scheme proposed for programming a thermostat under central air conditioning system are that it (i) requires for each room only a pair of input data i.e. the sensor captured temperature and humidity readings for each room, (ii) controls humidity indirectly and (iii) leads to a saving in energy consumption while maintaining a comfortable level of cooling in each of the rooms though their occupancy, size and the thermal conditions are different from one another. (C) 2006 Elsevier Ltd. All rights reserved. |
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format | Article |
id | utm.eprints-8654 |
institution | Universiti Teknologi Malaysia - ePrints |
last_indexed | 2024-03-05T18:13:59Z |
publishDate | 2007 |
publisher | Pergamon-Elsevier Science Ltd, the Boulevard, Langford Lane, Kidlington, Oxford Ox5 1gb, England |
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spelling | utm.eprints-86542017-10-19T00:57:59Z http://eprints.utm.my/8654/ Fuzzy logic based energy saving technique for a central air conditioning system Ahmed, S. Shahnawaz Majid, Md. Shah Novia, Hendri Abd. Rahman, Hasimah TK Electrical engineering. Electronics Nuclear engineering In this paper a scheme has been proposed to maintain the temperature and the humidity, in each of the rooms served by a central Air Conditioner (AC) unit, close to the targeted values, and reduce the electrical energy intake of the AC compressor. The upper limits of the comfort zone, typically marked at a temperature of 25 degrees C and a relative humidity of 70%, are used as the targets. It should be noted that a conventional AC system controls humidity in its own way without giving the users any scope for changing the set point for the targeted humidity unlike the scope it offers to change the set point for the targeted temperature through a thermostat. But in this work this limitation has been taken into cognizance and overcome to a great extent using fuzzy logic to represent the intricate influences of temperature on the humidity of the space being cooled and correct the thermostat setting. In the developed scheme, the sensor captured temperature and humidity readings for each room are compared against the targets at the selected intervals of time, and the corresponding differences are fuzzified. These differences are used to decide the fuzzy qualifier, which is decoded into a crisp value that is the change required in the setting of the thermostat of the AC. As a result, each room will maintain a temperature near 25 degrees C and a relative humidity near 70% while the compressor will remain off for an appreciable period leading to a saving of energy. Though a thermostat with programmable setting for an AC unit dedicated to a single room has been reported in the literature, the same for a central AC unit that serves more than one room appears to have not yet been presented. The advantages of the scheme proposed for programming a thermostat under central air conditioning system are that it (i) requires for each room only a pair of input data i.e. the sensor captured temperature and humidity readings for each room, (ii) controls humidity indirectly and (iii) leads to a saving in energy consumption while maintaining a comfortable level of cooling in each of the rooms though their occupancy, size and the thermal conditions are different from one another. (C) 2006 Elsevier Ltd. All rights reserved. Pergamon-Elsevier Science Ltd, the Boulevard, Langford Lane, Kidlington, Oxford Ox5 1gb, England 2007 Article PeerReviewed Ahmed, S. Shahnawaz and Majid, Md. Shah and Novia, Hendri and Abd. Rahman, Hasimah (2007) Fuzzy logic based energy saving technique for a central air conditioning system. Energy conversion and management, 32 (7). pp. 1222-1234. ISSN 0360-5442 http://dx.doi.org/10.1016/j.energy.2006.07.025 10.1016/j.energy.2006.07.025 |
spellingShingle | TK Electrical engineering. Electronics Nuclear engineering Ahmed, S. Shahnawaz Majid, Md. Shah Novia, Hendri Abd. Rahman, Hasimah Fuzzy logic based energy saving technique for a central air conditioning system |
title | Fuzzy logic based energy saving technique for a central air conditioning system |
title_full | Fuzzy logic based energy saving technique for a central air conditioning system |
title_fullStr | Fuzzy logic based energy saving technique for a central air conditioning system |
title_full_unstemmed | Fuzzy logic based energy saving technique for a central air conditioning system |
title_short | Fuzzy logic based energy saving technique for a central air conditioning system |
title_sort | fuzzy logic based energy saving technique for a central air conditioning system |
topic | TK Electrical engineering. Electronics Nuclear engineering |
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