Threat Of Disasters Research Articles

IMPLEMENTATION OF THE PSO-SMOTE METHOD ON THE NAIVE BAYES ALGORITHM TO ADDRESS CLASS IMBALANCE IN LANDSLIDE DISASTER DATA

Landslides are a significant natural disaster threat in Indonesia, including Samarinda City. This study aims to evaluate the classification accuracy of landslides using the Naïve Bayes algorithm, combined with the Synthetic Minority Oversampling Technique (SMOTE) for class imbalance and Particle Swarm Optimization (PSO) for feature Selection and parameter optimization. Data were obtained from BPBD and BMKG Samarinda for 2022-2024, evaluated using 10-Fold Cross Validation and Confusion Matrix. The results show that SMOTE did not always improve model accuracy. Naïve Bayes without SMOTE achieved an average accuracy of 87.18%, while with SMOTE, it decreased to 70.55%. This indicates that SMOTE’s impact depends on the dataset. PSO, used for feature Selection and parameter optimization, gave mixed results. Naïve Bayes + PSO Feature Selection achieved an average accuracy of 68.25%, lower than the base model with SMOTE. Naïve Bayes + PSO Optimization achieved the best accuracy at 71.03%, though the improvement was minimal. The combination of Naïve Bayes + PSO Feature Selection + PSO Optimization had the lowest accuracy at 68.08%. This study emphasizes that the use of PSO for feature Selection and optimization needs careful consideration, especially when combined with SMOTE, as its effect on model performance is not always optimal.

Posttraumatic stress disorder in disaster-exposed youth: examining diagnostic concordance and model fit using ICD-11 and DSM-5 criteria

BackgroundCompeting definitions of posttraumatic stress disorder (PTSD) have been proposed by ICD-11 and DSM-5; it is unclear which diagnostic model works best for children and adolescents. Although other studies have predicted the impact of these models by approximating the criteria using older measures, this study advances the research by comparing measures designed to assess ICD-11 and DSM-5 criteria in hurricane-exposed youth. This study evaluates ICD-11 and DSM-5 (both the standard and preschool-age) diagnostic models by identifying diagnostic rates, evaluating diagnostic concordance, investigating the predictive value of constructs associated with PTSD (demographics, disaster threat and exposure, functional impairment), and examining model fit.MethodThe sample was exposed to Hurricane Ian (2022), a deadly Category 5 hurricane. Parents reported on disaster exposure and their child’s PTSD symptoms (n = 152; ages 7–17) using the International Trauma Questionnaire for Children and Adolescents Caregiver Version (ITQ-CG) for ICD-11 criteria and UCLA PTSD Reaction Index for DSM-5, Parent/Caregiver Report Version (RI-5) for DSM-5 criteria.ResultsICD-11 PTSD symptom criteria rates were 24% and dropped to 20% when the impairment criterion was added. PTSD symptom criteria rates were 11% (10% with impairment) for DSM-5 and 13% (12% with impairment) for DSM-5 Preschool. ICD-11 rates were higher than DSM-5 and DSM-5 Preschool rates. There was no difference between DSM-5 and DSM-5 Preschool rates of PTSD. There was moderate to substantial concordance between ICD-11 and the DSM-5 models. All diagnostic models were associated with exposure and impairment, but only ICD-11 was associated with threat. ICD-11 was the only one to evidence acceptable model fit.ConclusionsUsing the ITQ-CG and RI-5 to assess PTSD in youth, results showed higher PTSD diagnostic rates for ICD-11 than DSM-5; this contradicts prior findings (based off approximated ICD-11 criteria) and seems largely due to differences in symptom thresholds used by the two measures. The ITQ-CG exhibited excellent model fit and was associated with several constructs important to PTSD.

Cultural disaster: A threat to the preservation of Minangkabau culture

Culture is something essential and a marker of the identity of an ethnic group. Therefore, culture must always be part of human life. However, due to various factors, the culture of a tribe is often neglected and which lead to cultural disasters. In this regard, this study examined cultural disaster in Minangkabau. The study used a qualitative and quantitative approach. The respondents were the younger generation of Minangkabau who were studying at university. Discussions with cultural figures, religious leaders, educators, and community leaders were also conducted to know their perspectives on cultural disasters. The study results showed that there has indeed been a shift in Minangkabau cultural values which could lead to a cultural disaster. The lack of instilling cultural values and the ignorance of the collective awareness regarding the importance of knowledge and implementation of cultural values lead to a cultural disaster. The result of the study indicated a potential threat of a cultural disaster in Minangkabau, as indicated by the lack of basic knowledge of the young generation about cultural values in Minangkabau expressions, kinship terms, traditional arts, and culinary. The learning process of Minangkabau cultures can be one of the ways to anticipate the Minangkabau cultural disaster.

Risk communication strategies in the tourism industry in disaster prone areas

Abstract Indonesia as the third most disaster-prone country in the world. This is due to the frequency with which natural disasters occur in Indonesia. Crisis management and disaster mitigation will be one of the policy orientations for developing tourism and the creative economy in 2023, with the objective of strengthening the contribution of tourism and the creative economy to national economic resilience. Several tourism managers in areas prone to natural disasters do have not an understanding of the communication risks involved in mitigating potential natural disaster threats. The objective of this qualitative descriptive research is to identify a risk communication strategy for the tourism industry in disaster-prone areas. The perception of fundamental risk determines the risk communication strategy. This article utilizes the pre-disaster phase of the disaster management cycle in the ‘Principles of Emergency Planning and Management’ to develop a risk communication strategy for the tourism industry in disaster-prone areas. The article findings identified a six-step risk communication strategy for the tourism industry in disaster-prone areas: conducting a situation analysis by examining the potential based on the geographical conditions of the tourist area; identifying potential risks based on stakeholders; developing a risk communication plan for each potential risk that is divided into internal and external communication; and establishing a crisis communications team.

Implementasi Business Intelligence Menggunakan ETL dan K-MEANS untuk Visualisasi Data Bencana Alam di Jawa Barat

In addition to its abundant natural wealth, West Java also harbors a high potential for disasters. The increasing frequency of natural disasters in recent years, such as earthquakes, landslides, and floods, has caused significant losses to the community. Climate change and environmentally unfriendly human activities are the main factors causing these disasters. Therefore, mitigation and preparedness efforts are key in facing future disaster threats. Business Intelligence can be used to process data and provide relevant information, which is a part of information technology. The purpose of this research is to visualize areas affected by natural disasters in West Java Province by implementing Business Intelligence. The method of this research is obtained in the form of a dataset sourced from the West Java Provincial Community and Village Empowerment Office, obtained through https://opendata.jabarprov.go.id/id for the period from 2020 to 2022. In this research, ETL (Extract, Transform, Load) is used to handle data, including extraction (Extract), transformation (Transform), and loading (Load), as well as K-Means calculations to cluster regions based on clusters. The result of this research is in the form of a dashboard report with the help of Google Data Studio, displaying data visualization results for the West Java region affected by natural disasters. Based on the visualization results, the areas in West Java Province with a high risk of natural disasters that fall into the first cluster in 2020 had 2 regions, in 2021 had 4 regions, and in 2022 had only 1 region.

Modal Kultural Masyarakat di Daerah Rawan Bencana di Indonesia: Kajian Berdasarkan Karakteristik Wilayah

This research aims to explain the existence of cultural capital and its role in strengthening disaster resilience in various regions of Indonesia as a country that often faces natural disasters such as earthquakes, tsunamis, and volcanic eruptions. This research also aims to assess cultural traditions and practices in efforts to increase preparedness and response to natural disasters in various communities. This research uses a qualitative approach. Data was collected through observations and interviews in areas prone to natural disasters using Bourdieu's social capital analysis framework. This research uses purposive sampling to identify representative communities where cultural responses to natural disasters can be observed and documented. Primary data was taken through observation and direct involvement with the communities to understand the use of cultural knowledge in dealing with disasters. The results of this research show that communities rich in cultural heritage have stronger resilience and proactive disaster management behavior, utilizing historical wisdom and more advanced communal practices to mitigate the impact of disasters. Communities with less prominent cultural capital tend to experience greater difficulties, although they are gradually developing new cultural mechanisms to overcome the threat of natural disasters. The conclusion of this research shows that cultural capital is an important factor in efforts to strengthen community resilience to natural disasters. Efforts to integrate cultural insights into national natural disaster management policies and practices are very necessary. This integration not only preserves cultural heritage but also strategically increases response efficacy and disaster preparedness.

Improving Tourism Village Quality through the Development of the Geotrail in Genggelang Village, Rinjani-Lombok UGGp. Area

Abstract Rinjani-Lombok UGGp has a geological heritage in the form of traces of the Samalas Eruption in 1257, which are dispersed among 22 geological sites. One of them is the Waterfall in Gangga Geosite at Genggelang Village, which is part of the geopark’s main geotrail namely ‘Rinjani Cultural Landscape’. Genggelang itself is one of 99 tourism villages in West Nusa Tenggara Province, where the geosite is the main attraction. This tourism village was actually being developed to become a sustainable tourism village. Unfortunately, the earthquake in 2018 had a tremendous impact on North Lombok Regency, including Genggelang Village. In addition to the loss of lives and property, the earthquake had enormous losses economic impact, particularly on North Lombok’s tourism industry. Tourism in this village has yet to revive, thus innovative efforts are required to market Genggelang as an attractive tourism destination. One of the initiatives made is to integrate village’s potential, including its primary geotourism attractions and create an interesting geotrail. This geotrail can serve as the foundation for developing geotour packages and action plans for tourism development. The methods employed include focus group discussion, in-depth interviews with Genggelang figures and field surveys. According to the findings of the study, there are eleven appropriate key attractions for usage in the geotrail. The main attractions include geological features, biodiversities and prominent community culture. Some of them include Waterfall in Gangga Geosite, coffee and chocolate, and the village museum. The SWOT analysis reveals that Genggelang has a broad village potential, some of which have been highly valued nationally. Furthermore, the village’s proximity to 3 Gili and located in the geopark area provide opportunities for further development. However, human resources and the threat of disasters are the most pressing issues in Genggelang. So, the construction of this geotrail must be followed by the implementation of short and long-term action plans. This action plan necessitates the participation of relevant stakeholders.

Preface

Abstract The 3rd International Symposium on Arboriculture in the Tropics (the 3rd ISATrop2024) “Building Resilient Cities: Integrating Arboriculture Practices for Sustainable Development” Online Symposium, Bogor-Indonesia, 1-2 August 2024 Resilient cities are not only able to withstand shocks and pressures but also prioritize environmental, social, and economic sustainability. By integrating sustainable practices into urban planning and development, cities can increase their resilience and ensure a better quality of life for their residents. Developing an urban resilience strategy is very important for cities that want to build resilience. This strategy should include short-term and long-term goals, specific action plans, and performance indicators. This should also involve ongoing monitoring, evaluation, and adaptation to address evolving challenges and opportunities. The sustainability and resilience of urban areas to climate change can be improved by rehabilitating natural systems and integrating nature-based approaches with conventional infrastructure and urban development. This principle especially applies to small and medium-sized cities in Asia that are already struggling to adapt to the threat of climate change and natural disasters. Green infrastructure must be a cornerstone in the planning, developing, and maintaining cities affected by climate change. Local landscapes and natural systems (including green spaces, urban parks, and urban forests), networks, and functions must be maintained or revitalized to exploit their multiple benefits, including building urban resilience and sustainability. The design, construction, management, maintenance, and use of environmentally friendly urban infrastructure is best done with local communities. Cross-sectoral collaboration from various government departments, together with the private sector and communities, can ensure solutions that best suit local needs. List of Symposium Committee, Proceeding Organizing Committee, Moderator, Scientific Committee and Participants are available in this Pdf.

Geological Disaster Hazard Mapping Based on Geoheritage: A Case Study of the Batur UNESCO Global Geopark

Abstract Batur UNESCO Global Geopark, as the first UNESCO geopark in Indonesia, has been established for 12 years. However, throughout its journey, the area still faces various challenges, particularly in disaster risk reduction efforts. As a geopark focused on active volcanoes, Batur UGGp is not only confronted with the potential hazards of geological disasters such as volcanic eruptions, earthquakes, and landslides but also with the risk of degradation of geoheritage due to these disasters. Nonetheless, the area also holds significant potential as a promising tourist destination in Indonesia. To strengthen disaster risk reduction efforts in the geopark area, in-depth research on geoheritage and its relationship with geological disaster hazards is essential. This study employs a descriptive qualitative method, applying geoheritage assessments from the Geological Agency and creating hazard maps for geosites in Batur UGGp using QuantumGIS. The analysis of 21 geosites in Batur UGGp reveals that volcanic eruptions are the dominant disaster threat, with 15 geosites located in high-risk zone I, while the remaining are in risk zones II and III. Additionally, earthquakes also pose a potential threat to each geosite, although with relatively low frequency. The third threat is landslides, with at least 7 geosites identified as having potential landslide risks, with 44 recorded incidents between 2018 and 2023. From the geoheritage assessments conducted, indicators of scientific value and degradation of geoheritage can be used to obtain information about past disaster events as well as potential future disasters. This research also demonstrates that geoheritage can serve as an indicator or medium for understanding geological disasters.

Growing Threat of Tropical Cyclone Disasters in Inland Areas of East China

AbstractTropical cyclones (TCs) pose a substantial threat to human life and property, with China being among the most affected countries. In this study, a significant increasing trend is detected for TC destructiveness, primarily measured by precipitation, and for TC‐induced damage, measured by direct economic losses (DELs), in the inland areas of East China. In contrast, a similar trend cannot be observed in the coastal regions. The rapid increase of TC‐induced damage in the inland areas of East China is directly related to an increase of the annual number of disastrous TCs, which is a result of the increased TC landfall frequency and the increased TC decay timescale after landfall. The increase in specific humidity, soil moisture, and the decrease in vertical wind shear in East China favor the survival of TCs inland. Our results highlight the significance of TC disaster prevention in the inland regions.

Strategi Kodam III/Siliwangi dalam Pemberdayaan Wilayah Pertahanan untuk Ketahanan Nasional

Strengthening Indonesia's national defense in facing various threats, both physical and non-physical. This strengthening includes the modernization of military equipment, community empowerment through territorial development programs, and increased coordination between regions. Kodam III/Siliwangi plays an important role in maintaining the stability of the West Java and Banten regions, especially in the face of the threat of terrorism, natural disasters, and cyber attacks. This study aims to analyze the strategy of Kodam III/Siliwangi in empowering land defense areas to realize national resilience. The focus of the research includes the modernization of military equipment, community empowerment through territorial development programs, and improved coordination between regions to deal with various threats, both physical and non-physical. Kodam III/Siliwangi, as the subject of the research, plays a strategic role in maintaining the stability of the West Java and Banten regions, especially in dealing with the threat of terrorism, natural disasters, and cyber attacks. The research method used is qualitative descriptive with SWOT analysis. The results of the study show that Kodam III/Siliwangi implements an aggressive strategy through optimizing disaster-resilient infrastructure, strengthening cyber capacity, and continuous human resource training, thereby increasing operational readiness in facing physical and digital threats. Collaboration with local governments, educational institutions, and research strengthens integrated defense planning. In addition, local economic development through partnerships with the private sector and community empowerment supports social and economic stability, making the region more adaptive to various conventional and non-conventional challenges.

Relationship Between Self-Efficacy and Disaster Preparedness Landslide in The Community

The impact of landslides causes a lack of confidence and confidence in the community, so that preparedness and self-efficacy are needed when faced with critical problems such as disasters. This study aims to determine the relationship between self-efficacy and community preparedness in dealing with landslides. Individuals who have high self-efficacy tend to feel confident and confident when preparing for disaster threats, even though the threat of the disaster is a threat. who bears the risk. The sample of this study was 177 respondents and the sampling technique used was purposive sampling. Data collection in the study used a questionnaire, namely preparedness and self-efficacy. Questionnaires were used to analyze demographic characteristics, preparedness, and self-efficacy. The results showed that the majority were average (92.7) adult age male (55.4%). The level of preparedness in the high category is (63.8%) and self-efficacy is (57.1%). Bivariate analysis showed that there was a significant relationship between preparedness and self-efficacy 0.000 (p < 0.05). The strength of the correlation coefficient in the criteria is sufficient (r=0.380). Researchers suggest that the community participation in landslide disaster preparation is supported by good self-efficacy for preparation for landslides in order to reduce disaster risks such as fatalities.

Disaster Management Strategy Through Social Capital Development

Indonesia is one of the countries with the highest level of natural disaster vulnerability in the world due to extreme geographical and climate conditions. In facing this risk, the government has implemented a disaster management policy based on community involvement. One important aspect in this approach is social capital, which includes social participation, interpersonal trust, and community networks, as a crucial component to strengthen community resilience. This study explores the role of the Meteorology, Climatology, and Geophysics Agency (BMKG) in Lampung Province in developing weather literacy and disaster mitigation programs through digital media to build social capital in the community. The results of the study show that although BMKG has succeeded in increasing community participation through digital channels, community involvement is currently still passive and limited. To achieve comprehensive disaster preparedness, it is necessary to increase active community participation, strengthen trust through two-way communication, and expand community networks. With a social capital-based approach, BMKG is expected to be able to create a more responsive and adaptive mitigation program, making the community an active partner in facing the threat of disasters in the future.

Health Behavior Study in Natural Disaster Vulnerability in Palu City (Case Study of Tondo Huntap, Palu City)

Background: The strengthening of health behavior intentions in disaster mitigation poses an urgent challenge to be addressed. There is a need to enhance health behavior preparedness in facing disaster threats, considering that the city of Palu is located in an earthquake-prone zone and has a history of being affected by earthquakes. This research aims to study health behavior and mental health in relation to disaster vulnerability, based on a case study of Huntap in the Tondo area, Palu City, Central Sulawesi, using the Theory of Planned Behavior (TPB) approach. Method: The type of research used is a mixed-method approach with a sequential explanatory model. Data collection utilizes questionnaires and observation sheets, supplemented by interview methods in the qualitative approach. Result: This study shows that the chi-square test results indicate a significant relationship between attitude, subjective norms, behavioral control, and mental health (<0.05) with health behavior. Meanwhile, in-depth interviews revealed barriers to health behavior, such as respondents' attitudes towards preparedness efforts and inadequate access to information and health workers. There is a pressing need for mental health interventions to improve preparedness. Moreover, there is a need for mental health interventions to improve mental health in promoting disaster preparedness efforts. Conclusion: This study concludes that mental health related to disaster vulnerability among the Huntap Tondo community is still lacking, which will impact disaster preparedness. Mental health interventions are essential to enhance preparedness and reduce disaster-related losses. Therefore, mental health interventions are needed to enhance preparedness for disasters and take action to reduce disaster losses and damage.

Risk assessment of rainstorm disaster based on scenario construction

China, a country prone to frequent rainstorms, faces the pervasive threat of rainstorm disasters in most of its regions. This study aims to enhance the scientific understanding of the risks and impacts associated with rainstorm disasters. The focus of the research is on scenario construction, incorporating the consideration of disaster chains and utilizing various technologies to conduct a comprehensive assessment of rainstorm disaster risks. The “Scenario-Task-Capability” methodology is employed to analyze the characteristics of these disaster scenarios. In the “capability” analysis, a disaster chain is established, and an evolution network model for extremely heavy rainstorm disaster events is formulated. Taking into account the nature of risk sources, regional risk tolerance capacity, and risk control abilities, among other factors, a time series-based rainstorm disaster risk assessment model is developed. This model is validated using a case study in the southwest of China. The findings reveal that the comprehensive risks of rainstorm disasters in the study area are predominantly of medium and high levels, constituting 27.968 % and 28.101 % of the total area, respectively. These risks are concentrated in the central-west and northeast regions of the study area. Low-risk areas cover 21.381 % of the total area, primarily located in the central part of the study area and dispersed in a southwest direction. An extremely high-risk area, encompassing 22.549 % of the total area, is concentrated in the central and scattered northern regions. This study constructs a time-series risk assessment model for the rainstorm disaster chain with universal adaptability, which enriches the relevant theories of the rainstorm disaster chain evolution network; and it can also study the evolution of the direct risk and comprehensive risk of each disaster event node over time, providing a more systematic and complete assessment of the rainstorm disaster chain, as well as an analytical model and quantitative decision-making basis for different regions to assess comprehensive risks of rainstorm disasters and enhance disaster prevention and mitigation capabilities.

Kendala yang Dihadapi oleh Pemerintah Kabupaten Agam dalam Menjalankan Peran Mereka dalam Meningkatkan Kesiapsiagaan Menghadapi Ancaman Bencana Erupsi Gunung Marapi

This research aims to determine the obstacles or obstacles faced by the Agam Regency Government in carrying out their role in increasing preparedness to face the threat of the Mount Marapi eruption disaster. This research uses a descriptive qualitative approach with data collection techniques using interview and documentation techniques. The research findings show that there are obstacles or obstacles faced by the Agam Regency Government in increasing its preparedness to face the threat of the Mount Marapi eruption disaster, namely internal obstacles and external obstacles.

The Value of Ecological Wisdom in the Oral Story of the Toba Batak "Tombak Sulu Sulu": An Ethnographic Study

This research explores the values of ecological wisdom contained in Toba Batak's oral stories, especially the legend of "Tombak Sulu Sulu." The background of this research is based on the importance of environmental preservation amid the threat of ecological disasters around Lake Toba. The method used is qualitative, with an ethnographic study conducted in the Bakkara Valley. Data was collected through in-depth interviews with traditional leaders, field observations, and documentation related to the legend. The results showed that this legend contains five central values of ecological wisdom: respecting nature, living in harmony with nature, wise use of natural resources, using environmental knowledge for place naming (toponymy), and making nature a spiritual tool. These values emphasize the importance of harmonious relationships between humans and the environment that can be integrated into nature conservation and sustainable development efforts. This research offers a new perspective on how traditional narratives can build societal ecological awareness.

Disasterwatch: Android-Based Implementation of Yogyakarta Natural Disaster Monitoring Prediction

The increasing threat of natural disasters in Yogyakarta, Indonesia, calls for technological solutions to predict and monitor disaster events more accurately. The development of the DisasterWatch application aims to provide a reliable disaster prediction tool, using machine learning and data mining-based predictive modeling methods. The app utilizes various machine learning algorithms to analyze historical disaster data as well as related risk factors, such as weather, seismic activity and soil conditions. Preliminary results show that this prediction system can improve the accuracy of early warnings, but further development is needed to ensure its accessibility and reliability for the community. In addition, to ensure its accessibility and reliability for the wider community, especially in disaster-prone areas. Collaboration with BMKG, and local communities is being sought to ensure this application can be practically implemented in the field

Integrating Science, Technology, Engineering, and Mathematics (STEM) into Indigenous Education for Sustainability: The Development and Implementation of a Curriculum Based on Disaster Prevention for Young Children

There are differences between Western mainstream culture and traditional Indigenous culture in the way they address sustainable development. The spirit of sustainability has been emphasized and practiced by Indigenous cultures for hundreds or even thousands of years, but it is increasingly disappearing over time due to the threat of natural disasters. It is necessary to recover this practice of sustainable development from its roots in traditional Indigenous knowledge. This study considers the possibility and utility of incorporating science, technology, engineering, and mathematics (STEM) into Indigenous education for sustainability, a topic that has not been addressed by other studies. Based on a literature review, the proposed framework and content for this study focus on Indigenous disaster prevention. The specific topic was chosen to be most relevant to young Indigenous children. STEM indicators from the US next-generation science standards (NGSS) were referenced to create the proposed STEM teaching objectives, which were designed to be specifically appropriate for Indigenous curricula and teaching activities. Additionally, the cultural curriculum model was adopted to reform the Indigenous curriculum and teaching model by utilizing the transformation and social action approaches. Finally, the five-stage learning cycle was used as the framework to implement the curriculum, intertwined with the principles of the spiral curriculum, to co-construct an instructional example of Indigenous education for sustainability for future reference.

A Study on the Pre-Survey and Plan for the Establishment of the Korean Typhoon Impact-Based Forecast

The intensity of typhoons affecting the Korean Peninsula has been rapidly increasing, resulting in significant damage. Notably, this intensification correlates with the rise in Sea Surface Temperature (SST) in the western Pacific Ocean and surrounding sea areas, where typhoons that impact the Korean Peninsula originate and develop. The SST in these regions is increasing at a faster rate than the global average. Typhoon-related meteorological disasters are not isolated events, such as strong winds, heavy rains, or storm surges, but rather multi-hazard occurrences that can affect different areas simultaneously. As a result, preparation and evaluation must address multi-hazard disasters, rather than focusing on individual weather phenomena. This study develops the Typhoon Ready System (TRS) to improve impact-based forecasting in Korea, in response to the growing threat of multi-hazard weather disasters. By providing region-specific pre-disaster information, the TRS enables local governments and individuals to better prepare for and mitigate the impacts of typhoons. The system will be continuously refined in collaboration with the U.S. Weather-Ready Nation (WRN), which possesses advanced impact forecasting capabilities. The findings of this study offer a crucial framework for enhancing Korea’s ability to forecast and respond to the escalating threats posed by typhoons. By utilizing the TRS, it will be possible to assess the risks of various multi-hazard weather disasters specific to each region during the typhoon forecast period, and the relevant data can be efficiently applied at both the individual and local government levels for typhoon prevention efforts. The system will be continuously improved through cooperation with the U.S. WRN, leveraging their advanced impact forecasting systems. It is expected that the TRS will enhance the accuracy of typhoon impact forecasts, which have been responsible for significant damage in Korea.