Cities100: Hong Kong - Landslide Protection with Low-Impact Design

Hong Kong is protecting residents from deadly, rain-induced landslides by strategically installing barriers and drainage tunnels.

The Challenge

Hong Kong is a mountainous city with dense urban development built on steep man-made and natural terrain. Many of the man-made slopes were constructed 50 years ago without proper engineering, and with the city's high rainfall, landslides are common and cause extensive socio-economic damage and fatalities.

The Solution

The topography across Hong Kong's land area is dramatic: more than 60% of the land is steeper than 15 degrees and 30% is steeper than 30 degrees. Very high rainfall on this hilly natural and man-made terrain has resulted in frequent and disastrous landslides across the densely developed city. Quantitative risk assessments had predicted up to 2,500 landslides per year and identified high-risk zones. To mitigate these risks, the city is implementing low-impact and effective landslide protection solutions. Using remote sensing tools and GIS-based landslide modeling, the city has designed and strategically placed both flexible and rigid barriers to resist the impacts of landslides. This approach was chosen in favor of slope stabilization, which is not only costly but also requires extensive earthworks and tree felling. In addition, drainage tunnels and smart monitoring technology enable better control of groundwater in the city's slopes, one of the primary drivers of landslides.

Economic Benefits – The project lowered the landslide risk to 'as low as reasonably practicable', reducing direct and indirect economic losses associated with landslides. The project also created 550 jobs during construction.

Health Benefits – Reduced landslide risk has improved public safety and created a more livable environment for Hong Kong citizens.

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The following two articles provide an overview of the landslip problem in Hong Kong and measures taken by government to reduce the risk from landslip hazard . Both articles were written by Dr A.W. Malone, an Honorary Associate Professor in the Department of Earth Sciences, University of Hong Kong and former Director of the Hong Kong Geotechnical Engineering Office.

Slope Safety Systems for Asian Cities

by Dr Andrew Malone

A methodology based on systems concepts and risk management principles is presented here for the design of slope safety management systems for cities where rain-induced landsliding is a serious social problem. A model action plan is suggested as a guide to setting up such a safety system and the associated costs are given. keywords: landslides, safety management, system design

Introduction

Many cities in Asia have experienced strong economic and population growth in recent decades, including a number in tropical and sub-tropical Asia with adverse terrain and climate. Some city governments have been forced into permitting the exploitation of hillslope land to provide housing and roads but the control regimes needed to ensure a good quality built environment, well protected against intense rainstorms, have not been put in place. Such polices leave a legacy of unsafe cut slopes, loose fill embankments on sloping ground and substandard retaining structures. Rain-induced landsliding is becoming a serious social problem in a number of these cities because of multi-fatality building collapses caused by landslide impact and a growing landslide death toll on the roads. How are city governments to respond? How are limited resources best invested in slope safety? One of the first cities in the region to face these problems was Hong Kong, which began to tackle the issue in the 1970s. A well-developed safety regime is now in place (I]. Hong Kong's comprehensive slope safety regime is taken as a model by other growing cities in the region with an adverse climate and terrain where rain-induced landsliding is commonplace. In Hong Kong new slope works are tightly controlled, old slopes are being brought up to modern safety standards under a long-term works programme, routine slope maintenance is encouraged, hillside shantytowns are being progressively cleared and rainstorm emergency preparedness measures are in place. The regime is supported by a strong research effort and its effectiveness is monitored systematically. The slope safety regime in Hong Kong appears to be the product of a comprehensive design. But it is not the creation of a grand plan, rather it is the result of step-wise evolution over a thirty-year period. Each step, every new element of the regime, came about as a reaction to one or more multi-fatality landslides that had aroused strong public concern [2]. Hong Kong's case is not unusual in this regard - looking at safety regimes in other disaster scenarios we find that crisis-driven evolution is the norm. However, as we shall see later, safety regimes which develop reactively have severe disadvantages and, until the time eventually comes when the whole is in place, do not meet the needs of the parties involved. If needs are to be met, a system must be designed to meet needs. But how is such a design to be carried out? Research has shown that a slope safety system designed on risk management principles, centrally coordinated by a safety manager and with effective public communication by the authorities responsible will largely meet the needs of the community. The finding is likely to be generally valid and so this paper has been written as a guide to establishing such a safety system, for the benefit of interested parties in cities with slope safety problems. Before proceeding, the concepts used in the paper will be introduced and terms defined.

System
comprises elements functioning together to achieve an objective; not a randomly assembled set of elements

system outputs must be measured and compared with the desired output and adjustments

made so that the future output will be close to that desired
System Objective to meet the needs of the parties e.g. the Resource Allocator needs proof that investment to reduce risk has achieve the intended outcome
System Parties
(stakeholders)
the public (the risk bearers)

property owners (the risk creators)

the Safety Manager (system design and management)

the Regulator (safety control of new works, etc.)

the Resource Allocator (the provider of legitimacy, information and monetary and physical resources to the Safety manager and Regulator)

the media, etc.
System Actions by property owners (physical works, warnings, etc.)

by the public (precautionary action, etc.)

interactions between the parties (economic, information, policing, etc.)
Slope Safety Programmes new development control, existing slopes (retrofitting & maintenance, squatter clearance) emergency preparedness, research and development, public communication, system monitoring and improvement
Risk
chance of defined harm
Risk Criteria nationally set criteria defining the level of 'unacceptable risk' and 'broadly acceptable risk'; the 'ALARP' region lies between these limits
Risk Management the process of risk analysis, evaluation and control: estimate risk and if 'unacceptable', reduce at all costs; if risk is in the ALARP region, reduce to As Low As Reasonably Practicable (ALARP)
Public Communication Rationale responsible parties must win trust, promote accurate understanding and maintain awareness; must not give unwarranted reassurance, which is liable to backfire
Retrofit works works needed to bring an old structure up to modem safety standards

Elaboration of the Design Concepts

Let us treat Hong Kong's slope safety regime as a 'system', as defined above. We can recognise the 'parties' involved in the system, their actions and interactions, and we can see the overall system operating plan as expressed in the Slope Safety Programmes. The system has an explicit objective, the reduction of landslide risk, expressed quantitatively [3], and the broader mission of the Safety Manager (the Geotechnical Engineering Office) is to meet the needs of the community. The outcomes of the system are monitored and a feedback mechanism is in place to make the improvements to the system shown to be needed by outcome monitoring. Whilst the end product meets the needs of the community, the evolutionary process by which the complete system was assembled has a number of undesirable features and in this regard Hong Kong's experience serves as a warning to others. The undesirable characteristics of crisis-driven evolution are summarised in Table 1. Table 1. Features of crisis-driven evolution

The alternative to crisis-driven evolution which avoids these undesirable features is to commission a complete system from the outset. The design must be fit for purpose but what should be the design objective? The objective most likely to gain acceptance is 'to meet the needs of the parties'. What do we mean by 'needs'? By way of illustration let us consider some of the needs of one of the parties, the 'Resource Allocator', and examine the efficacy of a system design methodology based on the application of the principles of risk management. The approach we will adopt follows risk management methodology as applied in many countries to the management of major technological hazards by the public regulator [4]. Two acute questions facing the Resource Allocator will be 'how much resources should be allocated to slope safety?' and 'how can we prove to the investor (eg the taxpayer) that the investment has been resource effective?', Economic evaluation of a proposed slope safety project, following normal prudent commercial principles, would require that benefits exceed costs by an ample margin. But this rationale is unlikely to release sufficient resources to the project to satisfy public expectation. So then how much 'subsidy' is justifiable? Risk management policy as applied in the regulation of technological hazard provides the rationale to answer the question. If, say for a nuclear power station, estimated risk is 'unacceptably' high, when compared to national risk criteria, the hazard regulator will require that it should be reduced at all cost. However when risk is within the ALARP region (defined in the national risk criteria), the regulator will only require that it should be reduced to As Low As Reasonably Practicable, When applied by hazard regulators the ALARP requirement translates into a condition that investment in risk reduction should proceed to the point at which incremental 'trouble, time and expense' becomes grossly disproportionate to incremental benefit. If the risk management methodology is adopted, the Resource Allocator can work out the answer to the first question. The Resource Allocator will have a defensible allocation rationale. The second question concerns performance measures. If the outcome of the slope safety project is monitored in terms of risk reduction achieved and the costs and benefits are quantified, the Resource Allocator has the evidence needed to measure resource effectiveness, a valid performance measure for the project. This briefly illustrates the application of the methodology in the case of one party, but the needs of other parties are also to some degree served through the employment of the risk management rationale. But the risk management rationale alone is not a sufficient basis for system design. An effective public communication policy is also required, Risk creators (eg property owners), the Safety Manager and the Resource Allocator all need to engage in effective dialogue with the risk bearers. A public communication rationale has to be established with the aim of winning trust, promoting understanding and maintaining awareness. Experience shows that all of the parties communicate with each other mainly via the electronic and print media. So the media are a vitally important party in the safety management system.

Plan of Action

Let us assume that a decision has been taken to set up a slope safety system. How is the city government to proceed? A model plan of action is given in Table 2. The design process, given in Table 3, starts with a scoping study and preparation of an outline system design. Table 2. Sequence of Actions

1. appoint Safety Manager Year-1
2. start Research Unit  
3.
make policy submission and preliminary resource bid  
4.
carry out system design (Table 3)  
5.
make detailed resource bid  
6.
receive mandate  
7.
commence emergency preparedness actions and public education programme Year-2
8. begin squatter relocation  
9.
start data acquisition and annual reviews of system  
10.
enhance control of new slope works  
11.
provide public information service on hazards  
12.
start remedial works and retrofit  

This provides detail for the policy submission and preliminary resource bid to the Resource Allocator, timed on the annual budgetary cycle. With these applications in the pipeline the main design effort begins. This requires compilation of historical landslide and rainfall data-bases, so that historical landslide occurrence frequencies and detriment trend can be established. Development of a hazard model follows, along with frequency and consequence assessments for the global quantified risk analysis (QRA)[5]. The QRA should determine present risk and past risk trend. Table 3. System Design Process

1.
scoping study & outline design
2. data-bases & risk models
3. needs analysis
4. QRA & CBA
5. prepare risk reduction packages

The 'needs analysis' is an essential part of system design (item 3, Table 3). Its purpose is to elicit the needs of the parties through opinion survey and later to check the degree to which each of the risk reduction packages potentially meets needs. Then follows the quantification of the costs and benefits (cost/benefit analysis CBA) of the various risk reduction packages which the System Manager will offer as options to the Resource Allocator. Each package consist of several measures, some to reduce frequency of occurrence of landslides and others to cut exposure of people to harm and property to damage. Each of the packages will be justified using the ALARP rationale in quantified form (invest until incremental cost becomes grossly disproportionate to incremental benefit) or qualitatively ('do your best') for the non-quantifiable elements. Each package includes a mechanism for measuring system outcome and resource cost per unit of outcome ('effectiveness'), a device for providing feedback to improve future outcomes and a public communications plan. The Resource Allocator will in due course decide what is 'reasonably practicable' and make public the reasoning. A package of risk reduction measures might include some emergency preparedness actions, a public education campaign, enhancements of control of slope works, certain funding for old slope retrofit, etc. put together as an initial say 5-year plan. The measures, along with the associated research, monitoring and public communications actions would be implemented through long-term Slope Safety Programmes (Section 1). Once detailed design is completed the Safety Manager is able to make a detailed and fully justified application to the Resource Allocator. The programme given in Table 2 assumes this application is made in Year-1 month-9 and that there is a 3-month period between the date of this application and receipt of mandate for whatever risk reduction package is chosen by the Resource Allocator. Major capital funding approvals and legislative amendments will take longer than three months, but the associated start dates for remedial/retrofit works and regulatory upgrading are phased in the second half of Year-2. Having completed system design, the Research Unit shifts emphasis to procurement (Table 4) and preparatory technical work for Year-2. The second year sees the beginning of intervention, starting with potentially the most resource effective/quick acting measures such as emergency preparedness actions and public education campaigns. Before the public launching of the emergency preparedness programme, preparatory work will be needed with the media if they are to help the Safety Manager to train up the other parties. The new data acquisition systems for rainfall, landslides, slope inventories and social survey will come into operation in Year-2, so that by the end of that year the first annual review can be carried out. Once this data is available it should be put on the Internet for open access. This will save community costs and aid consumer choice. In the second half of Year-2 a start will be made to upgrade the control regime for new development, including town planning and building control. Later in Year-2 the Regulator will start to administer the voluntary or mandatory programme of remedial and retrofit works to old slopes by property owners, governmental and private. The retrofit programme should be very carefully planned as it will prove to be the most expensive component of the system, as we shall now see.

T able 4. Costs of a Slope Safety Management System


Safety Manager manager + 2 GE landslide investigation consultancy (US$1.2m per year)
Research Unit head + 4 GE geotechnical/risk consultancy for databases, data acquisition system, QRA/CBA, risk zonation plans, etc (US$0.5m per year)

weather radar (US$1.2m) automatic raingauges (US$0.2m + US$3000 per gauge per year)

public education campaign, social survey, media training & public relations consultancy (US$0.2m per year)

or checking (review) consultancy (US$20,000 per permit)
Regulator head + 2 GE technical secretariat

+ 1 GE per 30 permits per year

(GE also handles slope repair notices, landslide inspection, etc.)
 

1. 1 GE = a geotechnical engineer + share of divisional technical & clerical staff (basic salary cost US$0.15m per GE) + share of departmental expenses, not rent (US$30,000 per GE).

2. Annual costs at 1997 prices in Hong Kong,

3. Number of GEs needed depends on number of registered hazardous features, availability of technical support elsewhere in the organisation, etc. Number given is the minimum.

An indicative cost estimate for a notional Slope Safety System is given in Table 4. It should be noted that these rates applied in Hong Kong in 1997. Appropriate adjustments will be needed for other Asian cities. What are the relative costs of this notional system compared to retrofitting? The cost of retrofit works to a typical 60' cut slope in saprolite 50m long x 15m high might be HK$2.5m (1997 prices). These include soil nailing, raking drains and surface protection and drainage. The annual cost of the entire safety system given in Table 4 (assuming weather radar amortised over 10 years, 20 raingauges, 150 permits per year, manager and heads cost 2xGE, GE on cost factor 2.0) is about the same as the cost of only 30 retrofits. The annual cost of the slope works control function only is equal to 10 retrofits. The cost of ten retrofits, out of the thousands likely to be needed, is surely a small annual price to pay for ensuring that slope works in 150 new projects per year are of an adequate quality. But this logic alone, based as it is on the avoidance of future loss, is unlikely to convince hard-pressed city authorities to invest in slope controls. However, once the landslide problem has become a social issue, city managers might be attracted by the possibility of preventing of all of the social and political problems that would certainly accompany future disasters, some of which are given in Table 1. In this regard it is helpful to examine the history of slope control in the two cities which are perhaps the most advanced in this area: Rio de Janeiro and Hong Kong.

When was effective regulation of hillside development introduced in Hong Kong and Rio de Janeiro?

The two cities have much in common: similar population, land areas, adverse terrain and climate. Both cities experienced rapid economic growth, immigration and building boom in the second half of the twentieth century, resulting in land shortage and the growth of squatter communities comprising patrial immigrants living at risk in shantytowns on steep hillsides. Early hillslope development was permitted without effective safety controls. In both places a succession of multi-fatality landslides occurred, provoking public outcry. The authorities subsequently brought in effective slope safety regulation (Table 5). Both cities were relatively poor at the time compared to cities in the developed countries, but slope regulation had become imperative politically. Table 5. Regulation in relation to Disaster

 


Rio de Janeiro

1966

73 (1962& 1966)

3.8m

? (US$ 6000 in 1997)

Hong Kong

1977

175 (1972 & 1976)

4.5m

US$ 1600

(US$ 25,000 in 1997)

When should effective control of new slope works be introduced?

In these two cases timely pre-emptive action would have avoided much loss of life and social crisis. But how do the authorities know when to take such action? In deciding, it may be helpful to examine detriment trends and this can be done quite cheaply. If a graph of landslide fatalities in Hong Kong per year versus time had been drawn up in 1966, after the disastrous June rainstorm, a disturbing trend would have emerged (see Figure 1, Malone 1997 [1]). Landslide fatality figures for squatters had been rising with population growth since the 1940s and by the 1960s landslide fatalities were just starting to occur post-war on roads and in buildings. Reason perhaps to consider corrective action? Had a good slope safety system been introduced in 1966 in Hong Kong, 200 lives may not have been lost subsequently due to landslides and Hong Kong's slope retrofit bill may have been reduced by 25% or more. But Hong Kong is now relatively wealthy and the government, much the biggest landowner, is apparently able to afford the level of investment in slope retrofit expected of it by the community. In contrast, other cities with similar adverse climate, terrain and population pressures may, in time, find that they are unable to afford to pay for the retrofit needed to drive risk down a level which the community is prepared to tolerate. Not only is risk rising apace in times of economic boom with unregulated development, but tolerance levels are failing with increased political liberty, universal education, widespread wealth and a free press [6]. The logical answer to the headline question is the sooner the better and well before the essential retrofit bill becomes unaffordable.

Conclusions

A design methodology and action plan has been given to help interested parties to establish a slope safety system, designed on risk management principles, which meets the needs of the community. When should such a system be introduced? It is prudent economically and politically wise for governments to introduce these systems before their essential slope retrofit bill becomes unaffordable and before being forced to do so in the wake of repeated disaster.

1. Malone, A.W. (1997). Risk Management and Slope Safety in Hong Kong. Transactions of the Hong Kong Institution of Engineers , 4, No.2, pp 12-21. 2. Malone, A.W. & K.K.S. Ho (1995). Learning from landslip disasters in Hong Kong. Built Environment , 21, Nos. 2/3, pp. 126-144. 3. Government of the Hong Kong Special Administrative Region of the Peoples Republic of China (1998). Policy Address by the Chief Executive: Slope Safety for All, Policy Objective for Works Bureau. HKSAR Government. 4. Health and Safety Executive (1988). The tolerability of risk from nuclear power stations. London: HMSO. 5. Wong, H. N. & K.K.S.Ho (1998). Overview of risk of old man-made slopes and retaining walls in Hong Kong. Slope Engineering in Hong Kong, Balkema, pp. 193-200. 6. Bond, M.H. (1991). Beyond the Chinese face: Insights from psychology, Hong Kong, Oxford University Press.
[ ] [ ]

                                                               

Natural terrain landslides which occurred near Tai O, Lantau in June, 2008

Natural Terrain Landslide Studies

As part of its effort to improve slope safety in Hong Kong, the GEO is carrying out Natural Terrain Landslide Studies. Coordinated by EG Section with input from GS and PTE Sections, these studies have been investigating the nature and occurrence of landslides on natural terrain with the objective of being better able to predict the occurrence of such events. One component of these studies has been the establishment of a landslide database - the Enhanced Natural Terrain Landslide Inventory or ENTLI. This contains basic details of approximately 110,500 features identified from aerial photographs as landslides. A guidance document for natural terrain hazard studies has been produced which proposes a systematic approach to the study, evaluation and mitigation of such hazards.

landslide case study hk

Hong Kong is densely populated and most of the land is hilly terrain. Many buildings and roads have to be built along hillside, resulting in a large number of steep man-made slopes. Under the influence of seasonal rainstorms, landslide has always been one of the most common natural hazards in Hong Kong.

Many people think of Hong Kong as a densely developed city, but in fact over 60% of the total land area is natural terrain and The Catalogue of Slopes currently contains about 60,000 registered man-made slopes. Our urban development, and hence the population is mainly located on or close to steep hillside. Landslide is a natural phenomenon. However, if landslides occur on these hillside, it will pose potential threat on urban development.

Looking back in time, landslides have claimed many lives and destroyed homes in Hong Kong. Although the Government has strived to tackle slope safety problem, it is obvious that landside risk cannot be totally eliminated. On average, about 300 landslides are reported to the Geotechnical Engineering Office each year.

Historical Landslides

Peak Road Landslide in 1966 – Major road damaged

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Mass Movement (Case Study: Landslides in Hong Kong (In June 1966, rainfall…

  • In June 1966, rainfall triggered massive landslides that killed 64 people. Over 2500 were made homeless and a further 8000 were evacuated.
  • Over 1650mm of rain had fallen, compared with 130mm in a normal year.
  • Hong Kong has a long history of landslides - largely due to a combination of high rainfall, steep slopes and dense human developments on the islands. Between 1947 and 1997, more than 470 people died as a result of landslides.
  • The Hong Kong Government has a responsibility to manage landslides. The Slope Safety System is managed by the Geotechnical Engineering Office of the Civil Engineering Development.
  • In April 2013 Bingham Copper Mine in Utah, USA, experienced massive landslides when more than 135 million tonnes of rock and rubble moved 3km into the open pit. The tremendous speed at which the rockslide hit the bottom caused a 2.5 magnitude earthquake.
  • Fortuanetly, slow movement of the side of the pit was noticed beforehand and sensors and radar monitored it for more than 2 months. The mining was stopped when movement reached 5cm a day and the workforce was moved out of danger shortly before the landslide.
  • The economic disruption made it one of the most expensive landslides, as the workforce had to be laid off while the mine was made safe. Buildings and main access road were swept away, and costly mining equipment crushed.
  • The mining company, Kennecott Utah Copper, spent $3 million on remote-controlled bulldozers to clear the rubble. Production for the year was reduced by about a half. The local authority also lost a considerable amount in tax revenue, which the company would normally have paid.
  • These conditions may be found on the slopes of active volcanoes where the mudflows are termed lahars . In this case, loose, volcanic ash combines with run-off from convectional rainstorms produced by eruptions.
  • When Nevado del Ruiz erupted in Colombia in 1985, it covered the town of Armero at an estimated speed of over 50km/h (lahar).
  • On steeper slopes mudflows make take place where speeds increase to between 1 and 40km per hour, especially after heavy rainfall, adding both volume and weight to the soil. The heavy rain increases the pore water pressure which forces the particles into a rapidly flowing mass of material.
  • Landslides take place at speeds between 1 and 100m per second on slopes that are often greater than 40 degrees and have a low water content. They are most active in areas of high relief and unstable slopes.
  • In rock slides, the effects of bedding and joint planes are important in allowing the rock to fragment and they also provide slide planes.
  • Slides can be extremely rapid processes. They occur when a complete mass of material detaches itself from a slope and slides downhill. The shear stresses in the slope exceed the sheer strength of the soil or rock.
  • Earthflows may take place at speeds of 1 to 15km per year when material is being transported on slopes on 5-15 degrees with a high water content. When the regolith becomes saturated, it begins to flow downhill.
  • The movement of material may produce short flow tracks and small bulging lobes or tongues, yet may not be fast enough to break the vegetation.
  • Where rotational movement occurs, a process sometimes referred to as slumping, a curved rupture surface is produced.
  • Rotational movement can occur in areas of homogenous rock, but is more likely where softer materials overly more resistant or impermeable rock.
  • Rockfalls produce scree (talus) which accumulates as cones or fans at the base. They may eventually join together to produce a continuous slope or huge boulders.
  • Rockfalls occur on steep slopes (over 40 degrees), often almost vertically jointed and fractured rock faces where the cohesion between masses of rock is overcome and the shear strength of a material is exceeded. They often result after several freeze-thaw cycles or by repeated wetting and drying or other weathering processes.
  • Aberfan in South Wales grew up around its colliery. It became common practice to tip the coal waste high above the towns on the steep valley sides. Unknowingly, the spoil tips were along a line of springs.
  • Water from these springs added weight to the waste heaps, which reduced their internal cohesion. Following a wet October in 1966, slope failure resulted in the waste material suddenly and rapidly moving downhill. The resultant mudflow engulfed part of the town which included the local junior school.
  • Where the mass movement leaves behind a flat slide plane.
  • The movement down a slope of weathered rock and soil responding to the pull of gravity.

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Retrospective analysis of glacial lake outburst flood (glof) using ai earth insar and optical images: a case study of south lhonak lake, sikkim.

landslide case study hk

1. Introduction

2. study setting, 3. data and method, 3.1.1. sar images, 3.1.2. optical images, 3.2. insar calculation in cloud platform, 3.2.1. gpu-assisted insar processing module, 3.2.2. automated full-resolution fast insar time-series analysis method.

  • Employ the small baseline principle to select interferometric pairs and generate the optimal interferometry network [ 40 ].
  • Calculate burst offsets between each image and the reference image, generating a burst offset file and determining the burst offsets of each slave image based on the AOI of the reference image.
  • Automatically download the corresponding orbit auxiliary files and external DEM files. SRTM DEM with a resolution of 30 m was utilized to subsequently mitigate terrain phase effects.
  • Utilize GPU to accelerate the generation of differential interferograms; details of GPU-accelerated InSAR processing are available in Section 3.2.1 . Subsequently, all generated differential interferograms are resampled based on the registration parameters to ensure consistency with the SAR coordinate system of the reference image.
  • Image cutting. Interferograms are cropped according to the specified range of the AOI.
  • SHPS phase filtering and phase unwrapping. Utilize the SHPS algorithm to reduce noise in the interferograms while preserving the spatial resolution of SAR images. Coherent points surrounding each reference pixel are selected, aiming to retain interferogram details while eliminating phase noise from incoherent and low-coherence areas. Then, phase unwrapping of interferograms was achieved using minimum cost flow (MCF) networks [ 41 ].
  • Corrections for orbital error and terrain-related atmospheric delay errors.
  • Time-series analysis in SAR coordinate system. With high-pass and low-pass filters, the average deformation rate is calculated using the linear least squares (LS) method. Subsequently, a time-series analysis is performed. The InSAR time-series analysis module follows the traditional method, employing the Small Baseline Subset method to derive deformation time series through the singular value decomposition (SVD) algorithm [ 6 ].

4. Results and Analysis

4.1. analysis of insar deformation results, 4.2. optical image analysis, 5. discussion, 5.1. correlation between insar deformation results and multiple factors, 5.1.1. rainfall factor, 5.1.2. lake area factor, 5.1.3. slope factor, 5.2. possible causes of landslide and glof, 5.3. secondary landslide risk, 6. conclusions, author contributions, data availability statement, acknowledgments, conflicts of interest.

  • Gardelle, J.; Arnaud, Y.; Berthier, E. Contrasted evolution of glacial lakes along the Hindu Kush Himalaya mountain range between 1990 and 2009. Glob. Planet. Change 2011 , 75 , 47–55. [ Google Scholar ] [ CrossRef ]
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Yu, Y.; Li, B.; Li, Y.; Jiang, W. Retrospective Analysis of Glacial Lake Outburst Flood (GLOF) Using AI Earth InSAR and Optical Images: A Case Study of South Lhonak Lake, Sikkim. Remote Sens. 2024 , 16 , 2307. https://doi.org/10.3390/rs16132307

Yu Y, Li B, Li Y, Jiang W. Retrospective Analysis of Glacial Lake Outburst Flood (GLOF) Using AI Earth InSAR and Optical Images: A Case Study of South Lhonak Lake, Sikkim. Remote Sensing . 2024; 16(13):2307. https://doi.org/10.3390/rs16132307

Yu, Yang, Bingquan Li, Yongsheng Li, and Wenliang Jiang. 2024. "Retrospective Analysis of Glacial Lake Outburst Flood (GLOF) Using AI Earth InSAR and Optical Images: A Case Study of South Lhonak Lake, Sikkim" Remote Sensing 16, no. 13: 2307. https://doi.org/10.3390/rs16132307

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IMAGES

  1. (PDF) Hong Kong landslides

    landslide case study hk

  2. Geomorphological landslide models for hazard assessment: a case study

    landslide case study hk

  3. The deadly 1972 twin landslides in Hong Kong that claimed 138 lives in

    landslide case study hk

  4. Landslides with case studies Presentation by Anand Swaroop Jaichandran

    landslide case study hk

  5. Landslide hazard analysis for Hong Kong

    landslide case study hk

  6. (PDF) DTM and rainfall-based landslide susceptibility analysis using

    landslide case study hk

COMMENTS

  1. The 1972 Hong Kong Landslides: An Analysis

    The 1972 Hong Kong Landslides: An Analysis. Harness the power of maps to tell stories that matter.

  2. GEO Report No. 351

    Report Title : Factual Report on Hong Kong Rainfall and Landslides in 2020 (2022), 76 p. Author : V.S.F. Kong, R.C.T. Wai & E.K.H. Chu. Abstract. This report presents a summary of the factual information on rainfall and landslides in Hong Kong throughout 2020. Rainfall information was obtained from the Hong Kong Observatory (HKO) to supplement ...

  3. Past Notable Landslides

    From 7 to 8 September 2023, Hong Kong is hit by a century's heavy rain, which caused widespread landslides. The Hong Kong Observatory issued a black rainstorm warning signal at 11:05 pm on 7 September 2023. On 8 September 2023, there was a landslide of over 3000 cubic meters on Yiu Hing Road in Shau Kei Wan. The incident resulted in the closure ...

  4. Geohazards [Landslides

    Case Studies: Landslides in Hong Kong : 1. Slope Safety Systems: 2. Proceedings of The Hong Kong Engineers Engineering for Public Safety Conference, ... Hong Kong Government (1977). Report on the Slope Failures at Sau Mau Ping, August 1976. Hong Kong Government Printer, 105 p. plus 8 drgs. 10. Malone, A.W. & Ho, K.K.S. (1995). Learning from ...

  5. Landslide Susceptibility Analysis on Hong Kong Island

    In order to answer the research question, GIS-based landslide susceptibility analysis and mapping would be conducted in this study. Landslide susceptibility analysis, which involves the application of a statistical model named "landslide susceptibility model" to show the spatial probability of occurrence of landslides under specific geoenvironmental conditions, is essential for urban planners ...

  6. Landslide disaster prevention and mitigation through works in Hong Kong

    Apart from man-made slopes, Hong Kong is faced with the insidious natural terrain landslide hazards. Based on a review of aerial photographs taken from 1924 to 2006, about 100,000 past landslides on natural terrain were identified (MFJV, 2007).In the severe rainstorm of 4 and 5 November 1993, over 800 landslides occurred on the natural terrain on Lantau Island.

  7. (PDF) Hong Kong landslides

    Hong Kong landslides. August 2012; DOI:10.1017 ... It is illustrated with international case studies integrating geological, geotechnical and remote sensing studies and includes recent slope ...

  8. PDF Landslides in Hong Kong

    The research into landslides in Hong Kong is based on the interesting linkage between a natural hazard, ... 5.3.3 Case Study of a Landslide in Hong Kong 82 5.3.3.1 The Site 83 5.3.3.2 Rainfall 83 4. 5.3.3.3 Landslide 84 5.3.3.4 Ground Conditions and Debris 84

  9. Landslide Protection with Low-Impact Design

    Hong Kong is a mountainous city with dense urban development built on steep man-made and natural terrain. Many of the man-made slopes were constructed 50 years ago without proper engineering, and with the city's high rainfall, landslides are common and cause extensive socio-economic damage and fatalities. The Solution

  10. PDF Factual Report on Hong Kong Rainfall and Landslides in 2020

    on rainfall and landslides in Hong Kong throughout 2020. Rainfall information was obtained from the Hong Kong Observatory (HKO) to supplement the information available in the Geotechnical Engineering Office (GEO). Details of the landslides were obtained from records of landslide incidents reported to the GEO. Supplementary information was collected

  11. Geohazards [Landslides

    Case Studies: Landslides in Hong Kong. 2. Managing Slope Safety. The following two articles provide an overview of the landslip problem in Hong Kong and measures taken by government to reduce the risk from landslip hazard. Both articles were written by Dr A.W. Malone, an Honorary Associate Professor in the Department of Earth Sciences ...

  12. Sediment production by landslides in Hong Kong: Two case studies

    Landslide studies in Hong Kong are increasingly providing budgets of active debris through the landslide scar and, in some cases, into the stream system. These data are reviewed and two case ...

  13. PDF Engineering Geological Aspects of Landslides

    emphasis on Hong Kong conditions. The discussion is illustrated with reference to landslide case studies in Hong Kong and elsewhere. 1 INTRODUCTION Studies in Hong Kong over the last forty years or so have contributed to a better understanding of weathering processes and especially to landsliding in weathered rock masses in sub-tropical regions.

  14. PDF Landslide Mechanisms in Hong Kong

    Halcrow China Ltd., School of Earth & Environment, the University of Leeds, UK Dept of Earth Sciences, Hong Kong University. Abstract: This paper reviews the nature and mechanics of landslides in weathered terrain in Hong Kong. The vast majority of landslides occur during intense rainstorms and a relationship is presented that relates severity ...

  15. PDF Two Landslides in Hong Kong

    the lower level of the landslide area. The excavation of lot 2260, which began in 1965, was increased in May 1971 and again in May 1972, must have progressively reduced the stability of the hillside above and below Po Shan Road. THE SAU MAU PING LANDSLIDE, 1976 History of the site In 1962, the Government of Hong Kong let a contract

  16. Landslide mechanisms in Hong Kong

    This paper reviews the nature and mechanics of landslides in the weathered terrain of Hong Kong. The vast majority of landslides are very shallow (a few metres depth) and occur during intense rainstorms. ... The conclusions are supported by case examples of slope failures, the study of some of which has been taken to a forensic level. Get full ...

  17. Landslide hazard assessments: problems and limitations. Examples from

    As a consequence, Hong Kong has recently commenced the systematic evaluation of landslides from natural slopes. This paper discusses the assessment approached adopted, limitations with the approach and the problems with landslide hazard assessment in general by means of a case study.

  18. 1972 Hong Kong landslides

    A series of major landslides occurred in Hong Kong in June 1972. Several apartment complexes and houses were wiped out, and at least 156 people lost their lives. The landslides had been caused by waterlogged soils in the area, a result of Typhoon Rose bringing unusually heavy rainfall in August 1971 as well as heavy rainstorms hitting Hong Kong on the days preceding the landslides.

  19. Landslide Studies

    Natural Terrain Landslide Studies As part of its effort to improve slope safety in Hong Kong, the GEO is carrying out Natural Terrain Landslide Studies. Coordinated by EG Section with input from GS and PTE Sections, these studies have been investigating the nature and occurrence of landslides on natural terrain with the objective of being ...

  20. Landslide Risk in Hong Kong

    Many people think of Hong Kong as a densely developed city, but in fact over 60% of the total land area is natural terrain and The Catalogue of Slopes currently contains about 60,000 registered man-made slopes. Our urban development, and hence the population is mainly located on or close to steep hillside. Landslide is a natural phenomenon.

  21. Mass Movement (Case Study: Landslides in Hong Kong (In June ...

    The movement down a slope of weathered rock and soil responding to the pull of gravity. Mass Movement (Case Study: Landslides in Hong Kong (In June 1966, rainfall…: Mass Movement (Case Study: Landslides in Hong Kong, Case Study: The Bingham Copper Mine Landslide and Rockfall, Mudflows, Landslides, Earthflows, Rotational Slides, Rockfalls ...

  22. Case Study: Hong Kong Landslides Flashcards

    Human Causes. Dense human developments= excavation, building works, urbanisation (7 mill in 1075km2 = densely populated- increases shear stress) Impacts of landslides. 1947-1977= 470 people died. Human impacts - June 1966. 64 people died 2500+ became homeless8000 people evacuated. Study with Quizlet and memorize flashcards containing terms like ...

  23. Remote Sensing

    Tu, G.; Deng, H. Formation and evolution of a successive landslide dam by the erosion of river: A case study of the Gendakan landslide dam on the Lancang River, China. Bull. Eng. Geol. Environ. 2020, 79, 2747-2761. [Google Scholar] Emmer, A.; Cochachin, A. The causes and mechanisms of moraine-dammed lake failures in the Cordillera Blanca ...