Towards Automated Planning for Enterprise Services: Opportunities and Challenges

被引：3

作者：

Vukovic, Maja ^{[1
]}

Gerard, Scott ^{[1
]}

Hull, Rick ^{[1
]}

Katz, Michael ^{[1
]}

Shwartz, Laura ^{[1
]}

Sohrabi, Shirin ^{[1
]}

Muise, Christian ^{[1
]}

Rofrano, John ^{[1
]}

Kalia, Anup ^{[1
]}

Hwang, Jinho ^{[1
]}

Dang Yabin ^{[2
]}

Ma Jie ^{[2
]}

Jiang Zhuoxuan ^{[2
]}

机构：

[1] IBM TJ Watson Res Ctr, Yorktown Hts, NY 10598 USA

[2] IBM China Res Lab, Beijing, Peoples R China

来源：

SERVICE-ORIENTED COMPUTING (ICSOC 2019) | 2019年 / 11895卷

关键词：

Enterprise services; Change and event management; Migration; AI planning;

D O I：

10.1007/978-3-030-33702-5_6

中图分类号：

TP39 [计算机的应用];

学科分类号：

081203 ; 0835 ;

摘要：

Existing Artificial Intelligence (AI) driven automation solutions in enterprises employ machine learning, natural language processing, and chatbots. There is an opportunity for AI Planning to be applied, which offers reasoning about action trajectories to help build automation blueprints. AI Planning is a problem-solving technique, where knowledge about available actions and their consequences is used to identify a sequence of actions, which, when applied in a given initial state, satisfy a desired goal. AI Planning has successfully been applied in a number of domains ranging from space applications, logistics and transportation, manufacturing, robotics, scheduling, e-learning, enterprise risk management, and service composition. In this paper, we discuss experience in building automation solutions that employ AI planning for use in enterprise IT and business services, such as change and event management, migration and transformation and RPA composition. We discuss challenges in adoption of AI planning across the enterprise from implementation and deployment perspectives.

引用

下载

页码：64 / 68

页数：5

共 50 条

[31] Challenges and opportunities for environmental services in Brazil
Camelo, Diego
O Papel, 2024, 85 (06): : 33 - 34
[32] Urban design and planning: challenges and opportunities
不详
PROCEEDINGS OF THE INSTITUTION OF CIVIL ENGINEERS-URBAN DESIGN AND PLANNING, 2009, 162 (01) : 35 - +
[33] Urban design and planning: challenges and opportunities
不详
PROCEEDINGS OF THE INSTITUTION OF CIVIL ENGINEERS-URBAN DESIGN AND PLANNING, 2008, 161 (02) : 85 - 88
[34] Urban design and planning: challenges and opportunities
不详
PROCEEDINGS OF THE INSTITUTION OF CIVIL ENGINEERS-URBAN DESIGN AND PLANNING, 2010, 163 (01) : 39 - +
[35] Urban design and planning: challenges and opportunities
不详
PROCEEDINGS OF THE INSTITUTION OF CIVIL ENGINEERS-URBAN DESIGN AND PLANNING, 2008, 161 (03) : 141 - 142
[36] Urban design and planning: challenges and opportunities
不详
PROCEEDINGS OF THE INSTITUTION OF CIVIL ENGINEERS-URBAN DESIGN AND PLANNING, 2008, 161 (01) : 27 - 30
[37] Towards automated choreography of Web services using planning in large scale service repositories
Zou, Guobing
Gan, Yanglan
Chen, Yixin
Zhang, Bofeng
Huang, Ruoyun
Xu, You
Xiang, Yang
APPLIED INTELLIGENCE, 2014, 41 (02) : 383 - 404
[38] Towards automated choreography of Web services using planning in large scale service repositories
Guobing Zou
Yanglan Gan
Yixin Chen
Bofeng Zhang
Ruoyun Huang
You Xu
Yang Xiang
Applied Intelligence, 2014, 41 : 383 - 404
[39] Morpheus: Towards Automated SLOs for Enterprise Clusters
Jyothi, Sangeetha Abdu
Curino, Carlo
Menache, Ishai
Narayanamurthy, Shravan Matthur
Tumanov, Alexey
Yaniv, Jonathan
Mavlyutov, Ruslan
Goiri, Inigo
Krishnan, Subru
Kulkarni, Janardhan
Rao, Sriram
PROCEEDINGS OF OSDI'16: 12TH USENIX SYMPOSIUM ON OPERATING SYSTEMS DESIGN AND IMPLEMENTATION, 2016, : 117 - 134
[40] Erratum to: Opportunities and challenges for mainstreaming ecosystem services in development planning: perspectives from a landscape level
Nadia Sitas
Heidi E. Prozesky
Karen J. Esler
Belinda Reyers
Landscape Ecology, 2014, 29 (8) : 1333 - 1333

← 1 2 3 4 5 →