People Property Research Articles

Характеристика способів розкрадань чужого майна з використанням інформаційних технологій

The article is devoted to the study of the mechanism of embezzlement of someone else's property, which is carried out using information technologies in the context of current legislation. The methodological basis was a systematic approach to the study of the mechanism of criminal offenses related to the theft of other people's property and the influence of information technologies. The main role was played by general scientific methods, historical, logical, comparative, generalization and classification, analysis and synthesis, deduction and induction. The following private research methods were used: comparative legal, formal legal, legal modeling. The object of the article is the relations arising in connection with theft in the field of information technologies as one of the most popular types of cybercrime. It is noted that criminal wrongdoing in cyberspace is a very specific category that is constantly evolving along with technological progress. Criminal offenses related to embezzlement of someone else's property using information and communication technologies - fraud, theft, embezzlement and embezzlement - were analyzed. It is noted that the mechanism of the crime as a whole system of circumstances, processes, factors that cause the emergence of carriers of information about the event of a criminal offense, its participants, provides the possibility of planning an investigation, searching for consequences, contributes to the criminal-legal qualification of the offender, acts as an object of forensic knowledge. It is emphasized that the scattering mechanism with the use of information technologies determines the appearance of traces. The mechanism of the criminal offense indicates the nature, essence and content of the functional side of the criminal activity, the regularities of the processes of interaction of the participants of the criminal event with each other and with the surrounding material environment, the regularities that cause the emergence of sources of forensically significant information about the crime and its participants. Further research should be directed to the study of the influence of certain information technologies on the theft of other people's property.

Evolution of the Pingluo Section of the Upper Yellow River over the Past 50 Years: Responses to Environmental Change and Human Activity

The instability of the river channels has increased in response to the combined effects of global warming and human activity. This instability threatens the lives and property of people who live along river courses. This study takes the Pingluo section of the upper Yellow River, which is ~28 km long and ~400 m wide, as its research focus. We studied 11 periods of Landsat remote sensing images from 1973 to 2023 and analyzed the evolutionary characteristics of the Pingluo section over the past 50 years. The channel morphology indices included the channel braiding index (BIT), the bar braiding index (BIB), the average area of the bar (Ab), and the width of the wet channel area (BW). The results showed that there was an overall shrinking trend in this section of the Yellow River; more particularly, fluctuations in indicators such as the river width and the braiding index highlighted an increasing–decreasing–increasing pattern of change. During the 1973–1986 period, the river showed a widening trend, with narrow anabranches cutting through the floodplain and both the river width and the braiding index increasing dramatically over a short period. Over the 1986–2018 period, the area of the wet channel continued to shrink to its lowest level for the past 50 years, the river’s branches were diverted and abandoned, and the channel tended to straighten out. Between 2018 and 2023, the river showed a slightly expanding trend. The evolution of the river channel appears to be related to regional human activity and climate change. For example, after the joint filling of the Longyangxia and Liujiaxia reservoirs in the upper reaches of the Pingluo section of the Yellow River in 1986, runoff and sediment load along this section decreased, flood events became less frequent, and the channel tended to contract. In addition, the increase in extreme precipitation events over the last five years has led to an increase in the magnitude and frequency of peak discharge values in the region, which is the main reason for the increase in the river braiding index and area.

On Construction Engineering Technology and Safety Management

The quality of housing construction not only relates to the safety of people's lives and property, but also has a great impact on the development of the construction industry. Therefore, construction enterprises must effectively improve the construction technology to ensure the quality of construction. And we should attach great importance to the safety in the construction process, strengthen the safety production management, so that the housing construction can be carried out smoothly. This article is aimed at the construction technology, new material application and safety production management measures in the housing construction project.

Improving river medium–high flow estimation by CM Hierarchical Classification (CMHC) method using Sentinel-2 imagery

River discharge monitoring is one of the most important parts of water resources management. However, due to hydrological stations' high operating and maintenance costs, discharge monitoring data has gradually become scarce. Remote sensing technology has great potential to supplement observations in this field. The close relationship between the reflectance ratio of dry (C) and wet (M) pixels around the river in the near-infrared (NIR) band and river discharge has been effectively proved, and many CM-based methods have also achieved good results, but often underestimate medium–high flow in rivers. However, medium–high flow usually occurs during the rainy season or flood-prone periods, and their underestimation not only affects the risk assessment of possible or already occurred floods but may also cause damage to people's lives, property, and social assets. To improve this phenomenon, we proposed a new CM method called CM Hierarchical Classification (CMHC) based on the Sentinel-2 dataset and Google Earth Engine (GEE) cloud platform to monitor the river discharge at different classes and achieve high-precision discharge estimation at medium–high flow. The study was conducted at four stations along the Po River in Italy, where measured discharge data were used to derive the calibration curve and evaluate the performance of the estimated results. The Nash-Sutcliffe efficiency (NS) values for the estimates reached an average of 0.84 and up to 0.89, indicating the excellent performance of the method. Compared with existing methods, our method substantially improves the monitoring accuracy of medium–high flow of the river. Furthermore, additional experiments in the Han River in China also confirmed the applicability of the CMHC method, implying that this method can be used to improve the ability of Sentinel-2 to estimate river discharge, especially for medium–high flow, and provide support for river discharge monitoring on a global scale.

Zero-carbon inertization processes of hazardous mine tailings: Mineral physicochemical properties, transformation mechanism, and long-term stability

Hazardous mine tailings (HMTs) dam failures can cause devastation to the ecology environment, people's lives and property, which require expensive and complicated remediation engineering systematacially. A cheap and sustainable inertization disposal is proposed for de-risking HMTs without any carbon emissions, stabilizing hazardous heavy metal cations within safety minerals and also sequestering CO2 in the process, simultaneously. Herein, lead-zinc tailings as target HMTs were inertized by using waste rice husk ashes (RHAs) and carbide slag (CS) with a certain ratio, and lead-zinc tailings hardened pastes (LZTHPs) were investigated based on the experimental performance, analytical characteristics, and simulation diffusion methods, to deeply unveil the minerals transformation mechanisms and long-term stability from the cation perspectives. Results revealed that LZTHPs’ compressive strength ranged from 1.04–4.73 MPa and leaching toxicity concentrations of Pb, Zn, Cr, and Cd reached 0.03 mg/L, 1.78 mg/L, 0.01 mg/L, and 0.01 mg/L, respectively. C-S-H gels (Type I and II), cation hydroxides and CO2 mineralization carbonates were the hydrates in LZTHPs. Pb (86%), Zn (78%), Cr (76%), and Cd (65%) were immobilized as residual state, and CO2 mineralization capacity was 0.16 kg/kg. The diffusion coefficient of Pb, Zn, Cr, and Cd below 4.48 × 10−10 cm2/s, 1.39 × 10−10 cm2/s, 4.72 × 10−10 cm2/s, and 0.30 × 10−12 cm2/s, which would be sufficient in most scenarios to adequately stabilize tailings. Diffusion control is the leaching mechanism of cations. After 100 years of simulation diffusion, the diffusion areas of Pb, Zn, Cr, and Cd are 1.33 × 10−3∼1.49 cm2, 2.47 × 10−4∼0.48 cm2, 2.47–8.61 × 10−4 cm2, and 1.49 cm2, respectively, and the environmental impact of LZTHPs was negligible. This study provides promising solutions for alleviating hazardous tailings dangerous, achieving sustainable development with zero-carbon emission, implying the concept of eliminating waste by waste, synchronously.

Computer Network Virus and Computer Network Security Prevention

With the rapid development of information technology, network security management is becoming increasingly complex, especially, from the point of view of data security, the protection of data should be strengthened, now, the popularity of computers and smart phones will bring a large amount of information, which is inextricably linked with our property and personal privacy, in the human society, with the continuous development of intelligent technology, people's personal information and property protection are also paying more and more attention. Therefore, in order to achieve the purpose of network security and preventing information leakage, it is necessary to analyze and categorize all kinds of data and build a unified management platform on this basis. In recent years, the development of China's computer technology has been more and more attention, especially with the rapid development of big data, data storage, processing capacity, security and other aspects of the rapid development of all walks of life has brought great economic benefits, and the development of social productivity has played a huge role in promoting, but also brought a huge security risks, but the combination of big data technology and computer network security is a good technology, and its advantages are fully reflected in daily life.

Bone microarchitectural alterations associated with spinal cord injury: Relation to sex hormones, metabolic factors, and loading

ContextPeople living with spinal cord injury (SCI) are at high risk for bone fractures. Neural, hormonal and metabolic contributors to bone microarchitectural alterations are incompletely understood. ObjectiveTo determine the relationship of physical, metabolic and endocrine characteristics with bone microarchitecture, characterized using high-resolution peripheral quantitative computed tomography (HRpQCT) in SCI. DesignCross-sectional analyses of bone properties in people with SCI. ParticipantsTwenty adults with SCI and paraplegia (12) or motor incomplete quadriplegia (8). Outcome measuresDistal tibia and radius HRpQCT parameters, including density, microstructure and strength by microfinite element anaysis (μFEA); sex hormones; metabolic and inflammatory markers. ResultsThe mean age of the participants with SCI was 41.5 ± 10.3 years, BMI 25.7 ± 6.2 kg/m2, time since injury 10.4 ± 9.0 years. Participants with SCI had significantly lower median total (Z score − 3.3), trabecular (−2.93), and cortical vBMD (−1.87), and Failure Load by μFEA (−2.48) at the tibia than controls. However, radius vBMD, aBMD and microarchitecture were similar in participants with SCI and un-injured controls. Unexpectedly, C-Reactive Protein (CRP) was positively associated with tibial trabecular vBMD (β = 0.77, p = 0.02), thickness (β = 0.52, p = 0.04) and number (β = 0.92, p = 0.02). At the radius, estradiol level was positively associated with total vBMD (β = 0.59, p = 0.01), trabecular thickness (β = 0.43, p = 0.04), cortical thickness (β = 0.63, p = 0.01) and cortical porosity (β = 0.74 p = 0.04). ConclusionsRadius vBMD and microarchitecture is preserved but tibial total, cortical and trabecular vBMD, and estimated bone strength are markedly lower and bone microarchitectural parameters substantially degraded in people with SCI. The alterations in bone microarchitecture in people with SCI are likely multifactorial, however marked degradation of bone microarchitecture in tibia but not radius suggests that unloading is an important contributor of site-specific alterations of bone microarchitecture after SCI. Fracture prevention in SCI should focus on strategies to safely increase bone loading.ClinicalTrials.gov registration #: (NCT03576001).

Effects of neuromuscular control and strengthening exercises on MRI-measured thigh tissue composition and muscle properties in people with knee osteoarthritis – an exploratory secondary analysis from a randomized controlled trial

ObjectiveTo investigate the effects of adding strength training to neuromuscular control exercises on thigh tissue composition and muscle properties in people with radiographic-symptomatic knee osteoarthritis (KOA). MethodsIn this exploratory secondary analysis of a randomized controlled trial, using a complete-case approach, participants performed 12 weeks of twice-weekly neuromuscular control exercise and patient education (NEMEX, n = 34) or NEMEX plus quadriceps strength training (NEMEX+ST, n = 29). Outcomes were MRI-measured inter- and intramuscular adipose tissue (InterMAT, IntraMAT), quadriceps muscle cross-sectional area (CSA), knee-extensor strength, specific strength (strength/lean CSA) and 30 s chair-stands. Between-group effects were compared using a mixed model analysis of variance. ResultsAt 12 weeks, responses to NEMEX+ST overlapped with NEMEX for all outcomes. Both groups reduced InterMAT (NEMEX+ST=25 %, NEMEX=21 %); between-group difference: 0.8cm2 (95 % CI: -0.1, 1.7). NEMEX+ST decreased IntraMAT (2 %) and NEMEX increased IntraMAT (4 %); between-group difference 0.1 %-points (-0.3, 0.5). Both groups increased quadriceps CSA and lean CSA (CSA minus IntraMAT), improved knee-extensor strength and specific strength, and improved chair-stand performance with a trend towards greater effects in NEMEX+ST. ConclusionAdding strength training to 12 weeks of neuromuscular control exercises provided largely similar effects to neuromuscular control exercises alone in decreasing InterMAT and IntraMAT, in improving knee-extensor strength, CSA and in improving performance-based function in KOA persons, with a trend towards greater effects with additional strength training. Notably, both groups substantially reduced InterMAT and improved specific strength (an index of muscle quality). Our hypothesis-generating work warrants exploration of the roles played by InterMAT and IntraMAT in exercise effects in KOA.

SUBJECTIVE SIGNS OF THE CRIME OF EXTORTION

Extortion is considered to be a socially dangerous act included in the economiccrimes of the Criminal Code, which involves the use of physical or other force, pressure on the victim himself or a loved one, or the disclosure of information that the victim wants to be kept secret (blackmail). ) by threatening to hand over someone else's property, the right to property, or to demand the performance of an act in the direction of property for the guilty party, or otherwise put the victim in a situation that forces him to give up his property or the right to property it consists of The main characteristic of this social act is the use of intimidation to force the victim to comply with the demands of the perpetrator. Also, as a result of this intimidation, the victim is forced to comply with the demands of the perpetrator, otherwise the threat may come true in the future. And it is precisely by this feature that this social act differs from aggression. Extortion is a type of encroachment on other people's property, more precisely, robbery of other people's property, taking it by force. Robbery of other people's property means taking or transferring someone else's property for the benefit of the guilty person or other persons, causing damage to the owner without compensating for it. The direct object of the crime of robbery of other people's property is the social relations that ensure the right of ownership of the property. From this point of view, the object of this type of crime is another's property.

Spatial-temporal evolution characteristics and critical factors identification of urban resilience under public health emergencies

Public health emergencies have a massive impact on the safety of people's lives and property and the sustainable development of cities. Much scholarly attention has focused on the index system, measurement method, and operation mechanism of urban resilience. But those debates typically overlook the particularity of public health emergencies and the new features of urban data and dynamic intelligence. Building on this literature, this study takes 26 cities in the Yangtze River Delta Urban Agglomerations from 2000 to 2022 as research samples to scientifically propose a six-dimensional evaluation index system (economic, social, ecological, infrastructure, organizational, and institutional) by meta-analysis. This study also discusses the spatial-temporal static (dynamic) evolution law in depth based on the comprehensive weight of the CRITIC method and entropy method, and spatial Markov chain. Finally, with the help of combining the interpretative structural model and the complex network, critical factors are quantitatively identified from two aspects of node local and network global. This study proposes a novel approach to understanding urban resilience in public health emergencies. Furthermore, the evaluation index system, spatial-temporal evolution characteristics, and critical factor identification provide theoretical references and policy recommendations in developing safe development strategies for high-quality, safe, and resilient cities.

International experience in countering theft on railway transport in the context of the Republic of Kazakhstan

Relevance. The issue of countering theft on railway transport in Kazakhstan is highly relevant due to the widespread use of rail transport, which is economical, convenient, and allows for rapid movement over long distances. However, the closed environment of railways poses safety risks, leading to increasing theft cases, which negatively affect society and require urgent solutions. Purpose. This study aims to investigate the current level of crime, specifically theft, on railway transport in Kazakhstan. It seeks to identify factors influencing these thefts, examine the experience of advanced foreign countries in addressing similar issues, and provide recommendations for incorporating effective strategies into Kazakhstan's legislation. Methodology. The study employs a combination of general scientific and special cognitive methods, including the general dialectical method, system and structural method, comparative and legal method, sociological method, formal logic, and literature analysis. Results. The study includes a theoretical part, examining the criminological characteristics of property thefts on railway transport in Kazakhstan, and a practical part, identifying social factors that provoke such crimes and analysing foreign policies addressing these criminal acts. Conclusions. The study's findings can be applied in law enforcement to optimize and organize investigations of passenger property thefts. Additionally, the insights can be used in criminology education and scientific research to enhance recommendations and develop methods for investigating other types of criminal offences. Keywords: theft; railway transport; other people's property; passengers

A Review on Concrete Structural Properties and Damage Evolution Monitoring Techniques.

Concrete structures have emerged as some of the most extensively utilized materials in the construction industry due to their inherent plasticity and high-strength characteristics. However, due to the temperature fluctuations, humidity, and damage caused by human activities, challenges such as crack propagation and structural failures pose threats to the safety of people's lives and property. Meanwhile, conventional non-destructive testing methods are limited to defect detection and lack the capability to provide real-time monitoring and evaluating of concrete structural stability. Consequently, there is a growing emphasis on the development of effective techniques for monitoring the health of concrete structures, facilitating prompt repairs and mitigation of potential instabilities. This paper comprehensively presents traditional and novel methods for concrete structural properties and damage evolution monitoring, including emission techniques, electrical resistivity monitoring, electromagnetic radiation method, piezoelectric transducers, ultrasonic techniques, and the infrared thermography approach. Moreover, the fundamental principles, advantages, limitations, similarities and differences of each monitoring technique are extensively discussed, along with future research directions. Each method has its suitable monitoring scenarios, and in practical applications, several methods are often combined to achieve better monitoring results. The outcomes of this research provide valuable technical insights for future studies and advancements in the field of concrete structural health monitoring.

OBJECTIVE FAULTITIVE SIGNS OF THE CRIME OF VIOLENCE AS A SIGN OF AGGRAVATING RESPONSIBILITY

In this article, in the tenth chapter of the Criminal Code of the Republic of Uzbekistan, the crimes related to "Robbery of other people's property" are defined, and among these crimes, some considerations are given about the optional signs of the crime of invasion, which is focused on its nature and social danger, and as a result of these considerations, it is recommended that the suggestions and recommendations be defined as an aggravating circumstance in the field of criminal law.

Seizure of other people's property in case of theft committed using electronic means of payment: features of qualification

Seizure of other people's property in case of theft committed using electronic means of payment: features of qualification

A comprehensive analysis method of urban rail transit operation accidents and safety management strategies based on text big data

Although the occurrence of urban rail transit operation accidents threatens the safety of people's lives and property, there is little research on how to systematically mine the knowledge behind accident data in China, and there is also lack of methods to support the safety management strategy of urban rail transit operation. To address these shortcomings, this study proposes a comprehensive analysis method that combines qualitative and quantitative analysis of urban rail operation accident factors and safety management strategies based on accident data, which can provide reference for systematic analysis of such accidents in the future and will help urban rail safety researchers and decision makers to take effective safety management measures. The new contributions of the method are as follows: (1) a semantic network framework for accidents and a conceptual model of accident risk control chain are proposed; (2) a method for acquiring and constructing key contents based on semantic analysis is elaborated, and indicators for evaluating the influence degree of key item and the influence possibility of entries are proposed; (3) a management matrix is established to serve safety decision making based on indicators for the degree of attention that key item of accidents should receive. In order to explain the application of the comprehensive analysis method, 910 urban rail transit operation safety accident cases are analyzed in detail, and suggestions for the actual operation management of urban rail transit are proposed in the light of the actual situation of urban rail transit operation in China.

Structural damage recognition based on wavelet transform and improved most valuable player algorithm

The probability of damage to infrastructure increases with age. Timely health monitoring of infrastructure is essential since it is linked to the safety of people's lives and property. The study employed the wavelet transform approach to discretize the wavelet transform of the observed vibration patterns of the damaged structure in order to identify and localize the structural damage in infrastructure. The study also employed natural excitation techniques to obtain the structural multi-order modal parameters. To quantify the degree of structural damage, the study designed an objective function for damage quantification and improved the most valuable player algorithm. The study avoided the most valuable player algorithm from falling into local optimality by introducing the elite inverse strategy and simplex strategy. The wavelet transform and the improved most valuable player algorithm were able to successfully identify and localize the structural damages and quantify the degree of the damages, thereby providing technical support for the daily monitoring of the infrastructure.

Ayat-ayat Korupsi dalam Kitab Tafsir Fii Zhilalil Qur’an

This research discusses how Sayyid Qutb interprets verses related to corruption in Tafsir Fii Zhilalil Qur'an. The verses discussed in this research are based on corruption terms found in the Koran such as Ghulul, Risywah, Gasab, Khiyanah, Sariqah, Hirabah and Fasad. In order to be more focused in this research, the researcher limits this discussion to the terms corruption, namely: Risywah, Sariqah, Khianah. This type of research is qualitative research. Through this method, the author uses an approach to interpreting the Al-Qur'an from a thematic interpretation perspective. Namely collecting verses from the Qur'an that have the same purpose, arranging them chronologically as far as possible by explaining them, linking them to the surah where they are located, concluding and arranging these conclusions into a discussion framework so that they are visible from all aspects, and assessing them using criteria valid knowledge. The purpose of this research is to find out how Sayyid Qutb interprets Fii Zhilalil Qur'an in his interpretation of verses related to corruption. The results of this research, Risywah, in this case, is related to bribery in the judiciary, Sariqah, in this case, is related to the characterization of other people's assets in general, and Khianah, in this case, focuses on government officials who betray the trust that has been given to them. In interpreting the verses relating to corruption, Sayyid Qutb referred a lot to the interpretation of Ibn Kasir and Sayyid Qutb also took the opinions of the imams of the school of thought, namely: Imam Malik, Imam Syafi'i and Imam Ahmad did not reject the imposition of had law on the perpetrators. who steals other people's property.

Dynamic planning method of evacuation route in dam-break flood scenario based on the ACO-GA hybrid algorithm

As the major water storage infrastructure, the failure of a reservoir dam will cause significant losses to people's lives and property. A scientific and reasonable evacuation route is one of the essential measures to reduce casualties. Thus, it is of great significance to realize the dynamic planning of evacuation routes in dam-break flood scenarios to reduce the risk of dam failure. This study employed a physically based mathematical model (Breach model) and a two-dimensional hydrodynamic model to simulate dam-break flood routing. Further, a road network construction method was proposed based on the graph theory and flood routing information. The ant colony optimization algorithm (ACO) was improved by the backtracking, the improved heuristic function, and the elite ants, and the genetic algorithm (GA) was optimized according to the characteristics of flood avoidance route planning. Accordingly, an improved ant colony-genetic optimization hybrid algorithm (ACO-GA) was proposed. Compared with the basic ACO algorithm, the correct rate of simulation results of the ACO-GA hybrid algorithm was improved by 34 %, the average number of iterations was reduced by 18.3 times, and the optimization ability was markedly enhanced. Based on the constructed dam-break flood scenario and the ACO-GA hybrid algorithm, the novel dynamic planning method for evacuation routes in the dam-break flood scenario was proposed. Moreover, this method was applied to a typical water conservancy engineering project, and the planned optimal evacuation routes accurately avoided the flood influence, and the calculation results were reasonable and accurate. The real-time dynamic planning of flood avoidance routes based on flood routing information was realized. This study provides effective guarantee for the emergency transfer of downstream people, which has valuable implications for the theoretical research and engineering practice of reservoir dam safety and management.

Flammable gas leakage risk assessment for methanol to hydrogen refueling stations and liquid hydrogen refueling stations

Due to its excellent combustion properties and environmental performance, the development of hydrogen energy has become an international trend in recent years. However, hydrogen refueling stations, which are the infrastructure for hydrogen energy development, contain flammable gases such as hydrogen and methanol, which are highly susceptible to explosion and may threaten people's health and property safety. In this paper, a dynamic risk assessment method based on Dynamic Bayesian Network (DBN) is established for combustible gas leakage accidents in hydrogen refueling stations, and the methanol to hydrogen refueling stations and liquid hydrogen refueling stations are taken as research objects to quantitatively analyze their leakage risks and accident consequences. It is found that the leakage accident probability and consequences of methanol to hydrogen refueling stations show periodicity with a period of three months, while there is no periodicity for liquid hydrogen refueling stations. The probabilities of leakage accident and serious consequences in methanol to hydrogen refueling stations show a sudden increase within a cycle, on the other hand, those in liquid hydrogen refueling stations tend to increase linearly over three years with time. In addition, based on the diagnostic reasoning function of DBN, this paper identifies the two most critical hazard sources for flammable gas leakage accident in hydrogen refueling stations: human factors and corrosion factors, and provides guidance for relevant enterprises to reduce the risk.

Prediction Ranifall Using Machine Learning Algorithms: Empirical Evidence from Bogura and Rangpur District of Bangladesh

Around the world, forecasting rainfall has been regarded as one of the most difficult task. Exact and timely rainfall forecasting may be extremely helpful. By uncovering novel links between the readily available elements of historical data, data mining algorithms may accurately anticipate the amount of rainfall. Therefore, it remains intriguing to forecast rainfall data with both the highest degree of accuracy by combining and improving various data mining approaches in case of different weather stations. In this study we compare the forecasting performance of different data mining techniques such as Classification and Regression Trees (CART), Support Vector Machine (SVM), K-Nearest Neighbors (K-NN), Random Forest (RF), and Linear Discriminant Analysis (LDA) in case of Bogura and Rangpur district of Bangladesh. For this analysis, the monthly time series data from January 1964 to December 2017 are taken into account. For empirical investigations, the data mining process, including data collection, data pre-processing, modeling, and assessment, is closely adhered to. The empirical study shows that SVM approach is the best option for predicting rainfall in the case of both Bogura and Rangpur district, Bangladesh, for the next time period. The above study will be useful in providing information to support crop, water, and flood control, which will protect people's lives and property and promote economic in its growth. International Journal of Statistical Sciences , Vol. 23(2), November, 2023, pp 47-62