Open Access

Table 5

Real world usability test results.

Test dimension Specific indicators Test results Compliance status Remarks
Typical scenario testing Optimization task of residential area layout
effectiveness Task completion rate of 92% ✓ Meet the standard 7/10 User completed independently
efficiency The average operation time is 12.3 minutes ✓ Exceeding expectations 58% faster than manual design
Satisfaction level ASQ scale mean 4.2/5 ✓ Meet the standard User reviews are positive
Typical scenario testing Adjustment of plot ratio for commercial complexes
Compliance with specifications 96% ✓ Meet the standard Highly consistent with planning standards
BIM nesting accuracy 89% ✓ Meet the standard A small amount of manual adjustment is required
user feedback Recognize the simulation function of fire escape routes ✓ Meet the standard Suggest enhancing the parking space algorithm
Typical scenario testing Historic district renovation
Traditional element retention rate 91% ✓ Meet the standard Horse head walls/carved window frames, etc
Facade material matching rate 87% ✓ Meet the standard Accurate material selection
Conflict resolution ability 80% of users successfully mediated ✓ Meet the standard High user satisfaction
System level performance Overall availability SUS Scale 83 points ✓ Meet the standard Good user experience
System level performance Operational efficiency Scheme generation speed 9.8 seconds/hectare ✓ Exceeding expectations Fast response speed
System level performance Decision support Key parameter modification times ≤ 3 times/task ✓ Meet the standard Convenient user decision-making
System level performance Resource consumption GPU memory occupies 8.2GB Need to optimize High usage of video memory
Core issues Visual bottleneck 3D model rendering frame rate 22FPS Need to optimize Suggest increasing the frame rate
Core issues Limitations in semantic understanding Abstract requirement output solution requires manual intervention Need to optimize 32% of the plan needs to be adjusted
Core issues Mobile adaptation Touch operation error rate 18.7% Need to optimize Time consumption for recognizing toolbar icons
User Value Planner feedback Shorten the design cycle to 4 hours Highly recognized by users
User Value Feedback from Green Building Consultant Reduce air conditioning load by 19.8% Positive user feedback

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