AIRPA: An Architecture to Support the Execution and Maintenance of AI-Powered RPA Robots

被引:5
|
作者
Martinez-Rojas, A. [1 ]
Sanchez-Oliva, J. [2 ]
Lopez-Carnicer, J. M. [1 ]
Jimenez-Ramirez, A. [1 ]
机构
[1] Escuela Tecn Super Ingn Informat, Dept Lenguajes & Sistemas Informat, Ave Reina Mercedes S-N, Seville 41012, Spain
[2] Servinform SA, Calle Manufactura, Parque Ind PISA,5,Mairena del Aljarafe, Seville 41927, Spain
关键词
Robotic Process Automation; Artificial Intelligence; Industrial project;
D O I
10.1007/978-3-030-85867-4_4
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Robotic Process Automation (RPA) has quickly evolved from automating simple rule-based tasks. Nowadays, RPA is required to mimic more sophisticated human tasks, thus implying its combination with Artificial Intelligence (AI) technology, i.e., the so-called intelligent RPA. Putting together RPA with AI leads to a challenging scenario since (1) it involves professionals from both fields who typically have different skills and backgrounds, and (2) AI models tend to degrade over time which affects the performance of the overall solution. This paper describes the AIRPA project, which addresses these challenges by proposing a software architecture that enables (1) the abstraction of the robot development from the AI development and (2) the monitor, control, and maintain intelligent RPA developments to ensure its quality and performance over time. The project has been conducted in the Servinform context, a Spanish consultancy firm, and the proposed prototype has been validated with reality settings. The initial experiences yield promising results in reducing AHT (Average Handle Time) in processes where AIRPA deployed cognitive robots, which encourages exploring the support of intelligent RPA development.
引用
收藏
页码:38 / 48
页数:11
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