Product Demand Forecasting Using Artificial Neural Network (ANN)
This thesis is to forecast the product demand using Artificial Neural Networks (ANN). This thesis helps readers to understand Artificial Neural Network (ANN). Question about what is ANN, how ANN work and how to used ANN to predict and simulate the data to forecast the product demand can be fou...
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| Format: | Monograph |
| Language: | English |
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Universiti Sains Malaysia
2005
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| Online Access: | http://eprints.usm.my/58165/ http://eprints.usm.my/58165/1/Product%20Demand%20Forecasting%20Using%20Artificial%20Neural%20Network%20%28ANN%29_Zulhanim%20Zainal%20Abidin.pdf |
| _version_ | 1848883824287547392 |
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| author | Zainal Abidin, Zulhanim |
| author_facet | Zainal Abidin, Zulhanim |
| author_sort | Zainal Abidin, Zulhanim |
| building | USM Institutional Repository |
| collection | Online Access |
| description | This thesis is to forecast the product demand using Artificial Neural Networks
(ANN). This thesis helps readers to understand Artificial Neural Network (ANN).
Question about what is ANN, how ANN work and how to used ANN to predict and
simulate the data to forecast the product demand can be found in this thesis. General use of
ANN in other fields also include in this thesis.
This thesis also includes the literature review from many journals by researchers in
forecasting which proves that ANN is really suitable for forecasting because of its
accuracy.
By using the Neural Network Toolbox in the Math lab, Feedforward Back
propagation Neural Network is chosen for forecast and simulates the data to complete this
project. The data used for training ANN are is the actual data from the production line.
After the training, the forecast data compared well with the actual data. |
| first_indexed | 2025-11-15T18:56:57Z |
| format | Monograph |
| id | usm-58165 |
| institution | Universiti Sains Malaysia |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-15T18:56:57Z |
| publishDate | 2005 |
| publisher | Universiti Sains Malaysia |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | usm-581652023-04-20T05:16:16Z http://eprints.usm.my/58165/ Product Demand Forecasting Using Artificial Neural Network (ANN) Zainal Abidin, Zulhanim T Technology TJ Mechanical engineering and machinery This thesis is to forecast the product demand using Artificial Neural Networks (ANN). This thesis helps readers to understand Artificial Neural Network (ANN). Question about what is ANN, how ANN work and how to used ANN to predict and simulate the data to forecast the product demand can be found in this thesis. General use of ANN in other fields also include in this thesis. This thesis also includes the literature review from many journals by researchers in forecasting which proves that ANN is really suitable for forecasting because of its accuracy. By using the Neural Network Toolbox in the Math lab, Feedforward Back propagation Neural Network is chosen for forecast and simulates the data to complete this project. The data used for training ANN are is the actual data from the production line. After the training, the forecast data compared well with the actual data. Universiti Sains Malaysia 2005-03-04 Monograph NonPeerReviewed application/pdf en http://eprints.usm.my/58165/1/Product%20Demand%20Forecasting%20Using%20Artificial%20Neural%20Network%20%28ANN%29_Zulhanim%20Zainal%20Abidin.pdf Zainal Abidin, Zulhanim (2005) Product Demand Forecasting Using Artificial Neural Network (ANN). Project Report. Universiti Sains Malaysia, Pusat Pengajian Kejuruteraan Mekanikal. (Submitted) |
| spellingShingle | T Technology TJ Mechanical engineering and machinery Zainal Abidin, Zulhanim Product Demand Forecasting Using Artificial Neural Network (ANN) |
| title | Product Demand Forecasting Using Artificial Neural Network (ANN) |
| title_full | Product Demand Forecasting Using Artificial Neural Network (ANN) |
| title_fullStr | Product Demand Forecasting Using Artificial Neural Network (ANN) |
| title_full_unstemmed | Product Demand Forecasting Using Artificial Neural Network (ANN) |
| title_short | Product Demand Forecasting Using Artificial Neural Network (ANN) |
| title_sort | product demand forecasting using artificial neural network (ann) |
| topic | T Technology TJ Mechanical engineering and machinery |
| url | http://eprints.usm.my/58165/ http://eprints.usm.my/58165/1/Product%20Demand%20Forecasting%20Using%20Artificial%20Neural%20Network%20%28ANN%29_Zulhanim%20Zainal%20Abidin.pdf |