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THE HYBRID AGGLOMERATIVE NESTING ALGORITHM AND LOCATION-BASED SERVICES (LBS) FOR ONLINE BLOOD DONOR IDENTIFICATION
Authors
Bindhu A,Sreeja S S
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Keywords
GPS Tracking, LBS, K -means algorithm, AGNES
Abstract
The Location Based Online blood donor identification system is a mobile application that is hooked on the location of a mobile device. This application is part of the larger service viz. the location-based services (LBS). This system uses the location based services to help user to find donors from their current location which saves his/her time by making him the facility of fast access of blood donors. Instead of searching throughout manually, one can use the gps enabled mobile device to identify the blood donors and blood bank. The Mobile devices are navigation devices normally carried by a moving vehicle or person, that uses the (GPS) to track the available services such blood bank, donors and determine its location. The proposed framework includes three user-facing components: 1) an energy-aware Android application for end users to recognize their locations and access the services available to them 2) the application, which enables end users to search for donors or blood bank available on their current location and 3)the application for donors and blood bank to specify the availability of them and in which areas. To perform faster detection of the service the proposed system is modeled with a hybrid algorithm. However, it is difficult for old clustering algorithms to handle the significant data with various information and high noise. Therefore, a three-layer hybrid algorithm is used to tackle this problem. In the first layer, it use the K -means algorithm, in which the initial center selection optimized to group the shops based on the location efficiently. Then subdivide big clusters and isolate noise to get purer clusters. In the second layer, it adopt the agglomerative nesting (AGNES) algorithm to merge the small clusters referring to near by locations. Then, it exclude most noise, reducing their further impact on the K -means in the third layer which corrects the erroneous merging occurring in AGNES.
IJCRT's Publication Details
Unique Identification Number - IJCRT2507620
Paper ID - 291401
Author type - Indian Author
Page Number(s) - f419-f426
Pubished in - Volume 13 | Issue 7 | July 2025
DOI (Digital Object Identifier) -
No Of Downloads - 72
Author Country - India, 629177, Marthandam, Marthandam, 629177, Science and Technology
Publisher Name - IJPUBLICATION | www.ijcrt.org | ISSN : 2320-2882
E-ISSN Number - 2320-2882
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Bindhu A,Sreeja S S, "THE HYBRID AGGLOMERATIVE NESTING ALGORITHM AND LOCATION-BASED SERVICES (LBS) FOR ONLINE BLOOD DONOR IDENTIFICATION", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.13, Issue 7, pp.f419-f426, July 2025, Available at :http://www.ijcrt.org/papers/IJCRT2507620.pdf
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