2023-09-17-IBM-电力公用事业为能源转型做好准备_26页_1mb

总结

This report details the 'Clean Electrification Maturity Model' (CEMM), a joint initiative from the IBM Institute for Business Value (IBV) and the American Productivity & Quality Center (APQC).

1. Report Context & Purpose:

   • There's a global push for decarbonization and increasing clean electricity use (solar, wind now >12% global electricity).
   • Utilities face challenges: reducing emissions (Paris Agreement goals), increasing clean generation, meeting rising electricity demand, and building resilience/sustainability.
   • IBM and APQC created CEMM as a comprehensive self-assessment tool to measure performance, identify improvement areas, prioritize transformation, and track progress across eight key domains reflecting utility imperatives.

2. Key Findings from the 2023 T&D CEMM Survey:

   • Overall Maturity is Low: Average maturity score < Developing (Level 2), indicating significant improvement space.
   • Capability Gaps: Significant differences between top-tier (Top 25%) utilities and others, with gaps of 2x-3x in many domains where leadership is more advanced. Technology and Grid Operations are major challenges despite not always having the highest maturity disparity.
   • AI and Data Analytics Differentiate Leaders: Top utilities are 5.7 times more likely to use AI/ML for optimization, 2.7 times more likely to use real-time analytics.
   • Strategic Leadership: Most mature utilities have clear organization-wide vision/strategy, fund transformation via new tariffs (2.4x more common), and actively engage stakeholders (2.8x rate) on regulations & legislation.
   • Organization & Culture: Top utilities more often use agile teams (2x rate), provide real-time dashboards (4.1x rate), and employ real-time analytics for safety risk minimization.
   • Sustainability: Leaders are fully committed (100%), engage stakeholders/partners 2.5-3.4x more, and actively build required skills.
   • Technology: Utilize enterprise architecture (100% vs. N/A for others), integrate more IT/OT, and more broadly use automated cybersecurity (2.9x).
   • Grid Operations: Clearly lead in DER/Microgrid (95% penetration) and ADMS/DERMS systems (95%) compared to (12%) and (26% respectively). They also excel in automated market bidding.
   • Work & Asset Management: Pioneer asset health predictive maintenance (82% vs. 22%), optimize processes via AI/ML (5.7x), field crews use cognitive tools (3.4x).
   • Market Innovation: Focus more on balancing/physical trading research (86% vs. 26%), e-mobility services (86% vs. 28%), and tokenization dynamic transactions (77%).
   • Customer Experience: Implement customer service platforms (86% vs. 21%) and use analytics for personalization (100%).

3. What Drives Success (Leading Practices):

   • A clear, organization-wide strategy for innovation, modernization, and sustainability is foundational.
   • Willingness to invest and fund transformation (e.g., new tariffs).
   • Prioritizing key operational domains like IT/OT integration, data analytics, real-time grid management, and AI/ML applications.
   • Active engagement with stakeholders and development of cross-functional teams.

4. Action Guide:

   • Step 1: Assess current maturity using CEMM against benchmarks.
   • Step 2: Set maturity targets in priority domains.
   • Step 3: Conduct quick-win projects to demonstrate progress.
   • Step 4: Oversee and drive initiatives across the organization.

5. Key Takeaways:

   • Utilities are modernizing but progress is uneven and generally slow towards clean electrification and sustainability goals.
   • Technology, grid operations, and data analytics represent the largest gaps between mature and less mature organizations.
   • Data analytics, particularly AI/ML, and derived capabilities like real-time dashboards and predictive analytics provide significant competitiveness.
   • Leadership, investment, strategic planning, and strategic prioritization are critical success factors.

6. Methodology:

   • Based on input from experts and analysis using benchmarking standards from APQC against responses from 90 global T&D utilities (representing ~15% of global electricity).
   • IBM IBV and APQC are highlighted as leading authorities in benchmarking, best practices, and performance improvement.