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Keywords: MAGNET MOTOR
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Proceedings of the Institution of Civil Engineers - Municipal Engineer Cover Image
Covers the effect of civil engineering on local communities.
Journal Articles
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A scatter plot comparing actual G values for B R T S boarding with predicted G values and a dashed reference line.
Published: 26 June 2026
Figure 1. Pooled actual vs predicted (transformed-basis linear model) A scatter plot comparing actual G values for B R T S boarding with predicted G values and a dashed reference line. The scatter plot shows predicted G values against actual G values for B R T S boarding. The horizontal axis i... More about this image found in Pooled actual vs predicted (transformed-basis linear model) A scatter pl...
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A scatter plot comparing actual G with predicted G, grouped by cities with a diagonal reference line.
Published: 26 June 2026
Figure 2. Pooled predicted vs actual BRTS boarding (coloured by city) A scatter plot comparing actual G with predicted G, grouped by cities with a diagonal reference line. The scatter plot shows predicted G values against actual G values grouped by cities. The horizontal axis is labelled act... More about this image found in Pooled predicted vs actual BRTS boarding (coloured by city) A scatter ...
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A two-panel chart showing actual versus predicted B R T S boarding and S H A P feature importance values.
Published: 26 June 2026
Figure 3. Actual vs predicted BRTS boarding and SHAP-based feature importance (pooled model) A two-panel chart showing actual versus predicted B R T S boarding and S H A P feature importance values. The left panel shows a scatter plot of predicted B R T S boarding, G, against actual B R T S ... More about this image found in Actual vs predicted BRTS boarding and SHAP-based feature importance (pool...
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A horizontal bar chart showing mean absolute S H A P values for features ranked by impact.
Published: 26 June 2026
Figure 4. Actual vs predicted BRTS boarding and SHAP-based feature importance (pooled model) A horizontal bar chart showing mean absolute S H A P values for features ranked by impact. The horizontal bar chart shows mean absolute S H A P values representing average impact on model output magn... More about this image found in Actual vs predicted BRTS boarding and SHAP-based feature importance (pool...
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A horizontal bar chart showing L I M E explanation for instance 23 with feature contributions to prediction.
Published: 26 June 2026
Figure 5. LIME-based local explanation for Pune, single prediction (Instance 23), presenting the effect of various parameters on BRTS boarding prediction A horizontal bar chart showing L I M E explanation for instance 23 with feature contributions to prediction. The horizontal bar chart show... More about this image found in LIME-based local explanation for Pune, single prediction (Instance 23), pre...
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A horizontal bar chart showing L I M E explanation for Jaipur instance 10 with feature contributions.
Published: 26 June 2026
Figure 6. LIME-based local explanation for Jaipur, single prediction (Instance 10), presenting the effect of various parameters on BRTS boarding prediction A horizontal bar chart showing L I M E explanation for Jaipur instance 10 with feature contributions. The horizontal bar chart shows L I... More about this image found in LIME-based local explanation for Jaipur, single prediction (Instance 10), p...
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A horizontal bar chart showing L I M E explanation for Ahmedabad instance 14 with feature contributions.
Published: 26 June 2026
Figure 7. LIME-based local explanation for Ahmedabad, single prediction (Instance 14), presenting the effect of various parameters on BRTS boarding prediction A horizontal bar chart showing L I M E explanation for Ahmedabad instance 14 with feature contributions. The horizontal bar chart sho... More about this image found in LIME-based local explanation for Ahmedabad, single prediction (Instance 14)...
Journal Articles
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A bar chart showing sensitivity analysis with plus or minus 10 percent variation, where Heavy Vehicles have the largest effect on crash prediction change.
Published: 17 June 2026
Figure 1. Sensitivity analysis plot with dual bars A bar chart showing sensitivity analysis with plus or minus 10 percent variation, where Heavy Vehicles have the largest effect on crash prediction change. The bar chart shows a sensitivity analysis with plus or minus 10 percent variation for f... More about this image found in Sensitivity analysis plot with dual bars A bar chart showing sensitivity...
Journal Articles
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A horizontal bar chart compares yes, no, and not applicable responses across categories labelled C A and C S.
Published: 04 June 2026
Figure 2. Results for critical requirements at bus stops A horizontal bar chart compares yes, no, and not applicable responses across categories labelled C A and C S. The horizontal stacked bar chart displays response distributions across categories labelled C A 1 to C A 5 and C S 1 to C S 8. ... More about this image found in Results for critical requirements at bus stops A horizontal bar chart co...
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A stacked horizontal bar chart compares Yes, No, and N slash A responses across N C A and N C S categories.
Published: 04 June 2026
Figure 5. Results for non-critical requirements at bus stops A stacked horizontal bar chart compares Yes, No, and N slash A responses across N C A and N C S categories. The stacked horizontal bar chart compares response distributions across 7 categories labelled N C A 1, N C A 2, N C S 1, N C ... More about this image found in Results for non-critical requirements at bus stops A stacked horizontal ...
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Two roadside transit signs stand along urban pavements beside parked vehicles and city streets.
Published: 04 June 2026
Figure 8. Different bus stop signpost models within the network Two roadside transit signs stand along urban pavements beside parked vehicles and city streets. The split-panel image shows two roadside transit signs installed along urban pavements. The left panel displays a tall signpost with a... More about this image found in Different bus stop signpost models within the network Two roadside trans...

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