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Accelerating End-User Development of Analytic Models for Industrial Systems
1.
[1] May 13,
2016 © ABB Corporate Research ALL RIGHTS RESERVED. Closing the Gap: Accelerating End- User Development of Analytic Models ICSE16-CSED-3, Austin, TX, USA ABB Corporate Research / Karen Smiley, Pankesh Patel, and Jeff Harding May 14, 2016
2.
[2] May 13,
2016 © ABB Corporate Research ALL RIGHTS RESERVED. Motivation and Context ABB, Industrial Analytics, & IoTSP ABB – Industrial sensors, Industrial robots, process control systems, etc. Blending business solutions with industrial analytics that incorporate deep knowledge of ABB’s technical SMEs on equipment and verticals.
3.
[3] May 13,
2016 © ABB Corporate Research ALL RIGHTS RESERVED. Closing the Gap between SMEs and Solutions Key Goals Accelerate creation, reuse, evolution, and delivery of analytic module plugins Minimize SME (Subject Matter Expert) effort to share, evolve, and reuse knowledge Complement (do not reinvent or replace) existing third party tools and technologies Accelerate integration of analytics into ABB systems and solutions Maximize business value of knowledge for ABB customers Streamline V&V and deployment of analytic models Continuous evolution and deployment of advanced industrial analytics via “end-user development”
4.
[4] May 13,
2016 © ABB Corporate Research ALL RIGHTS RESERVED. Closing the Gap between SMEs and Solutions The old lifecycle : solution development Solution Development (Domain Engineering and Application Engineering) Full software development lifecycle Installation and Configuration of Integrated Solution Run Time! Customer/User Solution Development Team Solution Typical software development scenario: Solution development teams work across the full software development lifecycle
5.
[5] May 13,
2016 © ABB Corporate Research ALL RIGHTS RESERVED. Closing the Gap between SMEs and Solutions The old lifecycle: solution & analytic development Solution Development (Domain Engineering and Application Engineering) Full software development lifecycle Installation and Configuration of Integrated Solution Run Time! Customer/User Solution Subject Matter Expert (SMEs) Analytic Module Development and Evolution (Domain-specific or Application-specific) Solution Development Team Blending business solutions and industrial analytics, SME wrote logic in a flowchart diagram and hired a developer. The developer iterated with the SME to get the logic right.
6.
[6] May 13,
2016 © ABB Corporate Research ALL RIGHTS RESERVED. Closing the Gap between SMEs and Solutions The old lifecycle: integrating analytics into solutions Solution Development (Domain Engineering and Application Engineering) Full software development lifecycle Installation and Configuration of Integrated Solution Run Time! Customer/User Solution Subject Matter Expert (SMEs) Analytic Module Development and Evolution (Domain-specific or Application-specific) Analytic Module Integration and Validation (Solution-specific) Validation of Integrated Solution Solution Development Team To integrate the module into a solution, the developer iterated with the solution team until they got it working.
7.
[7] May 13,
2016 © ABB Corporate Research ALL RIGHTS RESERVED. Closing the Gap between SMEs and Solutions The old lifecycle: integrating analytics into solutions Solution Development (Domain Engineering and Application Engineering) Full software development lifecycle Installation and Configuration of Integrated Solution Run Time! Customer/User Solution Subject Matter Expert (SMEs) Analytic Module Development and Evolution (Domain-specific or Application-specific) Analytic Module Integration and Validation (Solution-specific) Validation of Integrated Solution Solution Development Team Months later …
8.
[8] May 13,
2016 © ABB Corporate Research ALL RIGHTS RESERVED. Closing the Gap between SMEs and Solutions The old lifecycle: integrating analytics into solutions Solution Development (Domain Engineering and Application Engineering) Full software development lifecycle Installation and Configuration of Integrated Solution Run Time! Customer/User Solution Subject Matter Expert (SMEs) Analytic Module Development and Evolution (Domain-specific or Application-specific) Analytic Module Integration and Validation (Solution-specific) Validation of Integrated Solution Solution Development Team
9.
[9] May 13,
2016 © ABB Corporate Research ALL RIGHTS RESERVED. Closing the Gap between SMEs and Solutions The New Lifecycle: Integrating Analytics and Solution Analytic Module Development, Evolution, Verification and Validation using SME Workbench and SME Test Bench Analytic Module Integration using Solution-specific deployment extensions for SME Workbench Minutes later … Development lifecycle for Analytic Module plugins is now decoupled from Solution Development lifecycle! Run Time! Solution Developers build and validate Solution and Solution-specific deployment extensions for SME Workbench Solution Development Team SMEs Customer/User
10.
[10] May 13,
2016 © ABB Corporate Research ALL RIGHTS RESERVED. Closing the Gap between SMEs and Solutions Example: Creating An Analytic Model SMEs can drag-and-drop to develop and evolve their Analytic Modules in the SME Workbench
11.
[11] May 13,
2016 © ABB Corporate Research ALL RIGHTS RESERVED. Closing the Gap between SMEs and Solutions Example: Deploying An Analytic Model Analytic Module Integration is supported via Solution-specific SME Workbench extensions:
12.
[12] May 13,
2016 © ABB Corporate Research ALL RIGHTS RESERVED. Closing the Gap between SMEs and Solutions Thoughts on Role of End-User Developers in CSED (1/2) Enabling runtime integration of end-user components can greatly increase agility and speed from idea to implementation: Empowering an SME as an end-user developer (EUD) eliminates intermediate documentation, handoffs, and iterations Technical SMEs’ ideas can be deployed in minutes, not months Solution developers don’t have to wait on SMEs to be able to deliver X X X How to measure ease of development, debugging, integration? Some key elements could be considered while measuring usability. SME’s cognitive framework & technical background Complexity of the analytic model the SME intends to build Learning curve of the toolset
13.
[13] May 13,
2016 © ABB Corporate Research ALL RIGHTS RESERVED. Closing the Gap between SMEs and Solutions EUD ecosystem architecture, tooling, and processes are key. However, there are risk associated with the EUD. • End-user contribution could potentially have adverse impacts on functionality or performance such as execution efficiency, security, accuracy. • SME created software must be verified and validated. • EUD toolsets need to provide SMEs with protections & insights into the quality of modules. Thoughts on Role of End-User Developers in CSED (2/2)
14.
[14] May 13,
2016 © ABB Corporate Research ALL RIGHTS RESERVED. Closing the Gap between SMEs and Solutions Two Challenges for the CSED Community [How] can support for end-user development enhance achievement of CSED goals? [How] can application of CSED principles and tactics enhance ecosystems for end-user development? Continuous Software Evolution & Deployment End-User Development Ecosystems
15.
[15] May 13,
2016 © ABB Corporate Research ALL RIGHTS RESERVED.