An Innovative Method for Enterprise Resource Planning (ERP) for Business and knowledge Management Based on Tree MLP Model
This strategy highlights the benefits of utilizing cutting-edge IT to back up company goals and genuinely assist in changing internal procedures by implementing an ERP-appropriate solution. Any organization, no matter how big or little, can benefit from an enterprise resource planning (ERP) system, which is an integrated suite of tools designed to streamline and improve internal business operations. Staying true to this approach will ensure that you get the greatest results while training the model, selecting features, and doing preprocessing. In order to use dense vector embedding for preparing the raw system logs, ERP system logs are typically represented by a combination of alphanumeric characters. While selecting features, SIM uses Particle Swarm Optimization (PSO) to create uniform product configurations. Using a Tree-MLP, the model was trained. This new strategy outperforms the old one, including Decision Tree and MLP. A 94.30% improvement in accuracy was achieved after implementing the technique.
Authors
- R. Thiru Murugan
- Jagbir Ahlawat
- Sushma Sawadatkar
- P. B. Narendra Kiran (ORCID: https://orcid.org/0000-0002-9883-3240)
- K. Sundaresh
- Amruta Kundalik Mule
Institutions
- Dr. D. Y. Patil Medical College, Hospital and Research Centre (IN)
- SRM University (IN)
- Christ University (IN)
- Kalasalingam Academy of Research and Education (IN)
Publication Details
- Published
- 2024-08-23
- DOI
- https://doi.org/10.1109/iacis61494.2024.10721644
- Citations
- 3
- Primary Topic
- ERP Systems Implementation and Impact
- Type
- article
- Field-Weighted Citation Impact
- 1.59