Service Operations Planning

Public-safe materials only: figures are selected from project materials and model outputs without sensitive operations records.

Application Context

This applied case focuses on a public-service scenario where planning decisions must balance service quality, resource cost, and operational stability.

Representative service-area map

Representative service-area map for a public-service planning scenario.

中文图注：公共服务场景的示范区域示意图。

Workflow Overview

Representative planning workflow framework

Workflow from multi-source inputs and event triggers to plan generation.

中文图注：多源输入、事件触发与方案生成的方法框架。

  • Prediction and planning workflow connecting demand forecasting and routine decisions.
  • Rule-aware planning with configurable settings.
  • Integration with dashboard-based review and fallback options.

Forecasting Example

Representative forecasting example with MAPE shown on figure

Forecasting example with low MAPE across the full study period.

中文图注：全时段预测示例图，图中保留 MAPE 指标作为结果摘要。

Review Interfaces

Representative operations dashboard

Dashboard for routine planning status, area map, and execution review.

中文图注：运行总览界面，包含区域状态分布与例行记录。

Representative evaluation panel

Evaluation panel supporting routine review of plan quality and summary indicators.

中文图注：评估界面，用于查看方案质量与汇总指标。

Observed Outcomes

  • Observable quality and efficiency improvements were reported in routine use.
  • Better interpretability was supported through dashboard and evaluation modules.
  • Reusable templates supported recurring operating patterns.