Table 12 Environmental characteristics and risk assessment indicators: a statistical reference for industrial maintenance

From: Survival analysis framework for sewer failure time: evidence from Hong Kong

Categories

Subcategories

Types

Risk characteristics

Maintenance strategies

Environmental factors

Land use

Industrial areas

Earliest warning threshold at 41 years

Rapid risk increase over the next 20 years

Accelerated risk for 60–70 years

Prioritize monitoring from age 41

Enhance inspections during the acceleration phase

Age 60 with replacement, when necessary

Commercial areas

Warning threshold at age 46

Slow growth 46–61 years

Steady growth 61–76 years

Conduct regular monitoring until age 76

Significantly increase inspection frequency after age 76

Residential areas

Warning threshold at age 47

Steady growth by age 65

Slightly accelerated growth after 65

Schedule regular periodic inspections after the warning level

Moderately increase monitoring after age 65

Green open spaces

Warning threshold at age 48

Most stable risk pattern

Uniform growth rate between ages 48 and 70

Regular periodic inspection after the warning level

Consistent maintenance intervals due to stable progression

Humidity

High humidity

Earliest critical threshold at age 43

Accelerated risk between 60 and 70 years

Moderate progression pattern

Provide consistent maintenance throughout the service life

Pay particular attention after age 60

Medium humidity

Critical threshold at 48 years

Gradual growth 48–60 years

Sharp acceleration after 60 years

Intensively monitor and prevent around age 60

Enhance measures during the risk acceleration phase

Low humidity

Critical threshold at 45 years

Rapid in early stages before stabilizing around age 63

Maintains a relatively low final risk level

Establish regular inspection schedules

After stabilization, maintain standardized maintenance intervals

District

New Territories

Earliest warning level at 42 years

Steady risk increase until age 63

Lowest final risk among all regions

Conduct routine maintenance between the ages 42 and 63

Implement enhanced preventive measures after age 63

Kowloon

Warning level at 47 years

Moderate risk growth until age 59

Sharp upward trend after age 59

Perform moderate maintenance between the ages 47 and 59

Significantly enhance interventions after age 59

Intensify maintenance after age 60

Hong Kong Island

Warning level at 48 years

Steady, slow growth until age 68

Significant turning point at 68

Standard maintenance before age 68

Reinforced measures after age 68

Renewal plans after age 76

Island

Latest warning period at 49 years

Best early survival characteristics

Most dramatic risk increase after age 59

Apply moderate interventions before age 59

Intensify maintenance after age 60

Develop comprehensive renewal plans for the highest risk period

Temperature

High temperature

Latest warning threshold at 49 years

Better reliability until age 75

Rapid deterioration after age 75

Enhance preventive maintenance from age 49

Prioritize replacement planning after age 75

Replacement after 75 years

Medium temperature

Warning threshold at 46 years

Most stable risk progression

Schedule regular maintenance intervals from age 46

Consistent monitoring throughout the lifecycle

Low temperature

Earliest warning threshold at 43 years

Gradual risk increase between ages 43 and 61

Rapid risk ascent after age 61

Initiate intensive early-stage monitoring from age 43

Sustain attention throughout the lifecycle

Enhance monitoring during the acceleration phase

Traffic load

Heavy traffic

Earliest warning threshold in 44 years

Risk increases between the ages 44 and 60

Significant risk acceleration after age 60

Commence rigorous monitoring from age 44

Prioritize for replacement after age 60

Moderate traffic

Warning threshold at 48 years

Most stable risk growth pattern

Scheduled inspections from age 48

Longer maintenance intervals permitted

Light traffic

Warning threshold at 47 years

Stable late-stage risk growth

Scheduled inspections from age 47

Longer maintenance intervals permitted

No traffic

Warning threshold at 46 years

Moderate risk growth

Regular maintenance from age 46

Standard inspection protocols

Moderate maintenance frequency

Rainfall

High rainfall

Latest warning threshold at 48 years

Risk remains stable until age 64

Sharp increase between ages 65 and 79

Maintain standard maintenance until age 64

Implement intensive preventive maintenance after age 65 with replacement consideration when necessary

Medium rainfall

Earliest warning threshold in 44 years

Risk remains stable until age 64

Moderate, steady increase thereafter

Conduct moderate preventive maintenance

Schedule regular inspection intervals

Low rainfall

Warning threshold at 46 years

Risk remains stable until age 64

Most gradual risk progression thereafter

Extend preventive maintenance cycles

Optimize inspection frequencies

Soil

Graphite-bearing

Earliest warning threshold at 33 years

Minimal risk increase

Remarkable long-term stability

Initiate basic monitoring from age 33

Conduct periodic structural integrity checks

Implement preventive measures only when necessary

Backfilled areas

Warning threshold at 42 years

Accelerated degradation 50–70 years

Begin preventive maintenance from age 42

Focus on compaction testing and soil improvement for 50–70 years

Perform regular density assessments

Tuff and lava

Warning threshold at 44 years

Sharp risk increase between 55 and 70 years

Start monitoring from age 44

Implement weathering prevention measures during the 55–70 years

Conduct regular strength assessments

Granodiorite

Warning threshold at 45 years

Rapid risk increase between 45 and 58 years

Risk stabilizes after age 58

Monitor from age 45

Intensify inspections between the ages 45 and 58

Reduce inspection frequency after age 65

Superficial deposits

Warning threshold at 47 years

Sharp rise 72–75 years

Late-stage deterioration

Monitoring from age 47

Implement ground stabilization before 72–75 years

Perform regular settlement control

Granite

Latest warning threshold at 49 years

Moderate risk increase between 60-65 years

Begin monitoring from age 49

Monitor stress concentration after age 65