Embedding Artificial Intelligence Into Erp Software: A Conceptual View on Business AI with Examples from SAP S/4hana

Sarferaz, Siar

  • 出版商: Springer
  • 出版日期: 2024-05-31
  • 售價: $2,380
  • 貴賓價: 9.5$2,261
  • 語言: 英文
  • 頁數: 434
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 3031542487
  • ISBN-13: 9783031542480
  • 相關分類: SAP人工智慧
  • 海外代購書籍(需單獨結帳)

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商品描述

This book explains how to embed artificial intelligence in digitized business processes of ERP software by solving the two related substantial challenges: how can artificial intelligence be systematically integrated into ERP business processes for ease of consumption, and how can artificial intelligence be made enterprise-ready by covering ERP qualities like compliance, lifecycle management, extensibility, or scalability?

As a general introduction, the first part of this book takes the reader through a historical journey towards intelligent ERP systems. In addition, reference processes and a reference architecture for ERP systems are proposed which build the foundation for the suggested subsequent solution concept, including a method for operationalizing intelligence for ERP business processes. Subsequently, in the second part detailed concepts of embedding artificial intelligence into ERP software are proposed. In this context the suggested solution architecture is depicted, and specific topics are resolved like data integration, model validation, explainability, data protection and privacy, model degradation and performance. In the last part an implementation framework is suggested which enables the previously introduced concepts and harmonizes the development and operations of artificial intelligent ERP applications. This part concludes with case studies considering artificial intelligence scenarios of SAP S/4HANA in the areas of logistics, finance and sales which apply the defined solution approach and shows its real-world feasibility.

This book is written for professionals who want to implement (as developers) or exploit (as business analysts or consultants) or consider/plan the implementation/exploitation (as managers) of artificial intelligence in business information systems.


商品描述(中文翻譯)

本書解釋了如何將人工智能嵌入ERP軟件的數字化業務流程中,並解決了兩個相關的重大挑戰:如何將人工智能系統地集成到ERP業務流程中以便輕鬆使用,以及如何使人工智能具備企業級的特性,如合規性、生命周期管理、可擴展性和可擴展性。

作為一個總體介紹,本書的第一部分帶領讀者穿越智能ERP系統的歷史之旅。此外,提出了ERP系統的參考流程和參考架構,為後續提出的解決方案概念奠定了基礎,包括一種將智能操作化應用於ERP業務流程的方法。隨後,在第二部分中,提出了將人工智能嵌入ERP軟件的詳細概念。在這個背景下,描述了建議的解決方案架構,並解決了特定的主題,如數據集成、模型驗證、可解釋性、數據保護和隱私、模型退化和性能。在最後一部分中,提出了一個實施框架,該框架使之前介紹的概念得以實現,並協調了人工智能ERP應用程序的開發和運營。本部分以案例研究結束,考慮了SAP S/4HANA在物流、財務和銷售領域的人工智能場景,應用了定義的解決方案方法,並展示了其在現實世界中的可行性。

本書針對希望在業務信息系統中實施(作為開發人員)、利用(作為業務分析師或顧問)或考慮/計劃實施/利用(作為管理人員)人工智能的專業人士撰寫。

作者簡介

Siar Sarferaz is a chief software architect for the enterprise resource planning (ERP) solution SAP S/4HANA, working in the research and development department of SAP's headquarter in Walldorf, Germany. In this role he drives the digital transformation by defining the solution architecture for the product and by providing inventive concepts scaling for mission critical business processes. For example, he is the lead architect for artificial intelligence implementations in SAP S/4HANA and is responsible for all conceptions how to add intelligence to business processes. In the context of ERP software, he owns 30+ patents. Siar had studied computer science and philosophy and holds a Ph.D. in computer science. He began his career as a method researcher at Siemens, before moving to SAP, where he has now worked for more than 20 years.


作者簡介(中文翻譯)

Siar Sarferaz是SAP S/4HANA企業資源規劃(ERP)解決方案的首席軟體架構師,目前在德國Walldorf的SAP總部的研發部門工作。在這個角色中,他通過定義產品的解決方案架構和提供創新概念來推動數字化轉型,以擴展關鍵業務流程。例如,他是SAP S/4HANA中人工智慧實現的首席架構師,負責所有關於如何為業務流程增加智能的概念。在ERP軟體的背景下,他擁有30多項專利。Siar曾經學習過計算機科學和哲學,並擁有計算機科學博士學位。他的職業生涯始於西門子的方法研究員,後來轉到SAP,在那裡已經工作了20多年。