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Generating Executable Robotic Process Automation Scripts from Unsegmented User Interface Logs de Simone Agostinelli

Generating Executable Robotic Process Automation Scripts from Unsegmented User Interface Logs: Lecture Notes in Business Information Processing, cartea 522

Autor Simone Agostinelli
en Limba Engleză Paperback – 21 iul 2024

Considerăm că principala provocare în implementarea Robotic Process Automation (RPA) rămâne identificarea și traducerea precisă a acțiunilor umane repetitive în scripturi executabile, fără intervenție manuală laborioasă. Volumul Generating Executable Robotic Process Automation Scripts from Unsegmented User Interface Logs de Simone Agostinelli atacă direct această problemă tehnică: cum putem procesa log-uri de interfață nesegmentate pentru a genera automat roboți software funcționali. Această lucrare, bazată pe o teză de doctorat premiată internațional în 2023, propune o metodologie riguroasă pentru înțelegerea rutinelor complexe din date brute.

Structura volumului reflectă o progresie logică de la fundamentul teoretic la validarea practică. Apreciem în mod deosebit capitolele dedicate identificării tiparelor frecvente și utilizării algoritmilor de aliniere a urmelor (trace alignment) pentru detectarea rutinelor. Un punct central al lucrării este prezentarea smartRPA, un instrument cross-platform care demonstrează viabilitatea abordării propuse prin generarea de scripturi gata de execuție. Spre deosebire de alte lucrări ale autorului, precum Business Process Management: Blockchain, Robotic Process Automation, Central and Eastern European, Educators and Industry Forum, care oferă o perspectivă largă de tip conferință asupra domeniului, volumul de față este o cercetare profundă, focalizată pe o singură soluție tehnică inovatoare.

Complementar volumului Learning Robotic Process Automation de Alok Mani Tripathi, care servește ca un ghid introductiv pentru platforme precum UiPath, lucrarea lui Agostinelli acoperă zona avansată de automatizare a procesului de design în sine. În timp ce literatura convențională se concentrează pe configurarea manuală a boților, acest titlu din seria Lecture Notes in Business Information Processing explorează frontiera inteligentă a extragerii automate de cunoștințe din interacțiunea om-calculator.

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Specificații

ISBN-13: 9783031613678
ISBN-10: 3031613678
Pagini: 132
Ilustrații: Approx. 110 p.
Dimensiuni: 155 x 235 x 8 mm
Greutate: 0.21 kg
Ediția:2024
Editura: Springer
Colecția Lecture Notes in Business Information Processing
Seria Lecture Notes in Business Information Processing

Locul publicării:Cham, Switzerland

De ce să citești această carte

Recomandăm această carte profesioniștilor în automatizarea proceselor și cercetătorilor care doresc să depășească etapa configurării manuale a scripturilor. Cititorul câștigă o înțelegere profundă a modului în care log-urile UI pot fi transformate automat în roboți executabili prin intermediul smartRPA, economisind timp critic în faza de analiză și implementare a proiectelor de enterprise software.

Descriere scurtă

This book is a revised version of the PhD dissertation written by the author at Sapienza – Università di Roma in Italy.
Robotic Process Automation (RPA) is an automation technology in the field of BPM that creates software robots to automate rule-based and repetitive tasks performed by human users in their applications’ user interfaces (UIs). The research underlying this thesis is targeted to: (i) automatically understand which user actions contribute to which routines inside a UI log and (ii) automatically generate executable RPA scripts directly from the UI logs. To this end, a cross-platform software tool called smartRPA was developed, which is able to generate executable RPA scripts, and then validated on four non-functional requirements to measure the quality of the underlying approach.
In 2023, the PhD dissertation won the “BPM Dissertation Award”, granted to outstanding PhD theses in the field of Business Process Management.

Cuprins

1) Introduction.- 2) Background.- 3) Segmentation in RPA.- 4) Segments Discovery through Frequent-Pattern Identification.- 5) Human-in-the-loop Interaction through SCAN.- 6) Routine Traces Detection through Trace Alignment.- 7) SmartRPA: Automated Generation of SW Robots.- 8) Realizing and Evaluating SmartRPA.- 9) Conclusion.

Caracteristici

Received the BPM 2023 Dissertation award for an outstanding thesis in the field of business process management Applies principles, methods and techniques in robotic process automation Introduces SmartRPA, a tool to generate RPA scripts from UI logs