Research and Design of Process Automation Robots Based on BiLSTM-CRF

In response to the low level of automation and intelligence in traditional financial cash flow collection methods, which leads to low efficiency in financial cash flow collection, a process automation robot based on BiLSTM-CRF is designed by combining the characteristics of RPA technology. Firstly, based on RPA technology, the overall structure of the financial cash flow collection robot is designed. The BiLSTM-CRF model is used to extract data, and the yamail method is used to send reports. The business process automation of data extraction, report production, and report sending is designed and implemented to complete the financial cash flow collection robot. The experimental results show that combining RPA technology with artificial intelligence algorithms can achieve intelligent financial cash flow collection and better improve financial efficiency.

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Publication Details

Published
2024-09-20
DOI
https://doi.org/10.1109/icbase63199.2024.10761987
Primary Topic
Robotic Process Automation Applications
Type
article
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Research and Design of Process Automation Robots Based on BiLSTM-CRF

Xueying Song, Peipei Tian, Dandan Song, Yining Wei et al.
Robotic Process Automation Applications
article

Research and Design of Process Automation Robots Based on BiLSTM-CRF

Xueying Song, Peipei Tian, Dandan Song, Yining Wei, Zheng Liu, Jianan Zhou, Zhiqiang Sheng
article en

Abstract

In response to the low level of automation and intelligence in traditional financial cash flow collection methods, which leads to low efficiency in financial cash flow collection, a process automation robot based on BiLSTM-CRF is designed by combining the characteristics of RPA technology. Firstly, based on RPA technology, the overall structure of the financial cash flow collection robot is designed. The BiLSTM-CRF model is used to extract data, and the yamail method is used to send reports. The business process automation of data extraction, report production, and report sending is designed and implemented to complete the financial cash flow collection robot. The experimental results show that combining RPA technology with artificial intelligence algorithms can achieve intelligent financial cash flow collection and better improve financial efficiency.

Zhong Ke San Huan (China) (CN)
Industry, innovation and infrastructure
Openalex Percentile: Top 69%
Robotic Process Automation Applications
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Research and Design of Process Automation Robots Based on BiLSTM-CRF — Xueying Song, Peipei Tian, et al. · (2024) | TGRS Research Map | TGRS