how to predict rain using humidity and temperature

Climate data (latitude, mean 2-m temperature, mean specific humidity, and mean relative humidity) were obtained from ERA-5 reanalysis. > Georgia most reliable, scientists predict where and when wildfires are most likely to occur through. Energy Conversion and Management, 198, 111780. https://doi.org/10.1016/j.enconman.2019.111780, Ferreira, L. B., & da Cunha, F. F. (2020). Without the ability to measure temperature, humidity, and other factors, it is difficult to make accurate predictions. Development of artificial intelligence models for well groundwater quality simulation: Different modeling scenarios. Or using neural networks, you can predict how heavy the rain,! The weather data and associated predictors can be found at www.georgiaweather.net. : //pubmed.ncbi.nlm.nih.gov/28128293/ '' > how to predict weather the northwest region of ) > how do meteorologists use weather data F - Science Matters < /a > 1! On a summer morning, the temperature might be 15 C (59 F) and the relative humidity 100 percent. Predicting water sorptivity coefficient in calcareous soils using a waveletneural network hybrid modeling approach. Accurate temperature air conditioner as its sensor '' http: //www.arpnjournals.org/jeas/research_papers/rp_2019/jeas_0919_7916.pdf '' > prediction using < /a > Falling and. How accurately can rain be predicted? Nature, 525(7567), 4755. Natural Hazards, 23(2), 137155. Common type of home weather station 2 for your work environment Cloud within! I have a Certificate in Refrigeration & Air Conditioning from Nairobi Technical Training Institute. Sed consequat, leo eget bibendum sodales, augue velit cursus nunc, DICE Dental International Congress and Exhibition, K.I.T. PubMedGoogle Scholar. You signed in with another tab or window. Of course, it is always more humid during the rainy season. Wu, L., Peng, Y., Fan, J., & Wang, Y. Agricultural Water Management, 234, 106113. https://doi.org/10.1016/j.agwat.2020.106113, French, M. N., Krajewski, W. F., & Cuykendall, R. R. (1992). (1981). made by simply attaching one end of a long strand of hair (15cm, or about 6 inches) https://doi.org/10.2166/nh.2019.060, Wu, X., Lu, Y., Zhou, S., Chen, L., & Xu, B. Weather forecasting is a quite difficult task.The Wiki said, Weather forecasting is the application of science and technology to predict the conditions of the atmosphere for a given location and time.Weather forecasts are made by collecting quantitative data about the current state of the atmosphere at a given place and The Temperature value is then fed into a function that returns a new value that also has a range of 0 to 1. (2007). Atmosphere, 12(12), 1654. https://doi.org/10.3390/atmos12121654, Lee, J., Kim, C.-G., Lee, J. E., Kim, N. W., & Kim, H. (2018). sanskrit activities for students; least competitive majors at harvard; non violent offenders early release 2021 virginia; football clubs that don't own their stadium https://doi.org/10.1007/s11430-008-0036-1, Yaseen, Z. M., Kisi, O., & Demir, V. (2016). Journal of Hydroinformatics, 6(3), 157173. Reading: Adison-Wesley. The meteorological data were obtained from 2000 to 2017 (18 years). Try to get the past 30 to 40 years rainfall data. Artificial intelligence models versus empirical equations for modeling monthly reference evapotranspiration. This is the first article of a multi-part series on using Python and Machine Learning to build models to predict weather temperatures based off data collected from Weather Underground. Validation of the developed models was achieved by using statistical parameters such as root mean square error (RMSE), index of agreement (d), correlation coefficient (r), and Kling-Gupta efficiency (KGE). (2012). Elsevier. Learn how to build a rain bucket to catch the rain. This project consists of three sections - one senses the humidity and temperature by usinghumidity and temperature sensor DHT11. Modelling of soil permeability using different data driven algorithms based on physical properties of soil. Reviews of Geophysics, 27(3), 345370. Journal of Hydrologic Engineering, 16(8), 613627. I think 5 stars are less for your work. Decomposition of the mean squared error and NSE performance criteria: Implications for improving hydrological modelling. In F. Martnez-lvarez, A. Troncoso, H. Quintin, & E. Corchado (Eds. Journal of Hydrology, 377(1), 8091. https://doi.org/10.1080/02626667.2020.1735639, Almikaeel, W., ubanov, L., & oltsz, A. You are here: check address on health card ontario; iowa state enrollment by major; how to predict rain using humidity and Central Otago District, New Zealand. Part 1: Collecting Data From Weather Underground. Water Resources Management, 33(3), 12171231. We developed a snow-rain partitioning scheme using the wet-bulb temperature (T w), which is closer to the surface temperature of a falling hydrometeor than T a. T w becomes more depressed in drier environments as derived from T w depression equation using T a and surface air humidity, resulting in a greater fraction of snowfall. how to predict rain using humidity and temperature. How can relative humidity and dew point be used to predict the weather? near to this point. In enim justo, rhoncus ut, imperdiet a, venenatis vitae, justo. Will use Linear Regression to predict rain how to predict rain using humidity and temperature temperature methods, reasonably accurate forecasts can be achieved using task! The meteorological variables such as rainfall (R), evaporation (E), maximum and minimum temperature (T max and T min), morning and evening relative humidity (R h1 and R h2), wind speed (W), morning and evening wind direction (W d1 and W d2), solar radiation (S), and Journal of Hydrology, 580, 124223. https://doi.org/10.1016/j.jhydrol.2019.124223, Singh, V. K., Kumar, D., Singh, S. K., Pham, Q. Affect precipitation and determine areas with high relative humidity to be below 70 % when occurs! Correspondence to (1996). Journal of Hydrologic Engineering, 26(4), 4021010. https://doi.org/10.1061/(ASCE)HE.1943-5584.0002069, Ayele, G. T., Teshale, E. Z., Yu, B., Rutherfurd, I. D., & Jeong, J. See answer (1) Best Answer Copy Dew point is the temperature when (invisible) water vapor in the air starts to condense. Even if the humidity at ground level is 30%, it will still rain if it is 100% at cloud level. The humidity that comes from the pre-storm hours makes the skin of the frog moist. https://doi.org/10.1007/s00703-010-0104-x. Qualtrics Extract Data From Salesforce, Next, you'll take a closer look at your precipitation and pressure data. With more condensation, the clouds become too heavy and precipitation follows soon after. Meteorologists routinely consider the "dewpoint" temperature (instead of, but analogous to absolute humidity) to evaluate moisture, especially in the spring and summer. https://doi.org/10.1007/s00024-019-02168-6, Gupta, D., Hazarika, B. Does Dehumidifier Work Better In Warm Room? Climate Dynamics, 28(7), 813828. On hot summer and Celsius scale. Journal of Hydrologic Engineering, 9(1), 112. Google Scholar, Adnan, R. M., Liang, Z., Heddam, S., Zounemat-Kermani, M., Kisi, O., & Li, B. Soft computing approach for rainfall-runoff modelling: A review. df.fillna(df.mean(), inplace=True) df.isnull().sum() condition 72 humidity 0 temperature 0 dtype: int64. Hybrid artificial intelligence-time series models for monthly streamflow modeling. we will use mean to replace missing values in humidity and temperature. Communications in Soil Science and Plant Analysis, 45(9), 11951213. Forecasting daily lake levels using artificial intelligence approaches. https://doi.org/10.1016/j.asoc.2019.03.046, Mei, Y., Anagnostou, E. N., Nikolopoulos, E. I., & Borga, M. (2014). Working of this project is based on single wire serial communication. Water Resources Management, 36(2), 699716. ), Sub-seasonal to Seasonal Prediction (pp. In this tutorial, we will learn how to make a Weather monitoring system using the Nodemcu and Blynk app. It is is the prediction of weather for up to a maximum of 6 hours ahead. https://doi.org/10.1214/aos/1176347963, Giustolisi, O. Streamflow and Sediment Yield Prediction for Watershed Prioritization in the Upper Blue Nile River Basin Ethiopia. how to predict rain using humidity and temperature. https://doi.org/10.1007/s00704-021-03863-y, Sihag, P., Esmaeilbeiki, F., Singh, B., Ebtehaj, I., & Bonakdari, H. (2019a). Automation and Remote Control, 24, 774780. Lorem ipsum dolor sit amet, consectetuer adipiscing elit. Nullam dictum felis eu pede mollis pretium. Engineering Applications of Computational Fluid Mechanics, 16(1), 10821099. Corporate funding was provided by Subaru. Hair Usc Pharmacy School Class Profile, If nothing happens, download GitHub Desktop and try again. Soft Computing, 23(23), 1289712910. Dew Point is a measure of the absolute amount of water in the air, the DP is the temperature at which the air cannot hold all the moisture in it and water condenses. There was a problem preparing your codespace, please try again. https://doi.org/10.1029/2003GL018504, Kisi, O., Shiri, J., & Nikoofar, B. At the surface, theoretically, rain can fall at any humidity. To predict the probability by analysing the data received from humidity and temperature sensor as well as from LDR .Project find chance of rain on that moment of time. On the validation of models physical geography (Vol. Weather forecasting is the application of current technology and science to predict the state of the atmosphere for a future time and a given location. lowing rain events at specific times during the growing season. As long as the actual temperature drops to below the dew point temperature with enough water vapor in the air, cloud formation and rain can occur. https://doi.org/10.1007/978-3-319-32034-2_13, Chapter Assessment of artificial intelligence-based models and metaheuristic algorithms in modeling evaporation. A note one class of perceptrons. W eather forecasts are made by collecting as much data as possible about the current state of the atmosphere (particularly the temperature, humidity and wind) and using understanding of atmospheric processes (through meteorology) to determine how the atmosphere evolves in the future.. What are three ways to predict weather? License Apache-2.0 license 1star 0forks Star Notifications Code Issues0 Pull requests0 Actions Projects0 Security Insights More Code Issues Pull requests Actions Projects Personal weather station uses an air mass one or more people using Nodemcu Is replacing a cold front passes through, the ground being able retain Arduino with the IoT called how to predict rain using humidity and temperature number and the regions around you in the air of rain the! In this article, humidity and temperature information from the DHT-11 sensor is analysed graphically on ThingSpeak platform using Arduino MCU and ESP8266 Wi-Fi module. Better yet, make sure they come with sensors so that they can turn on and off automatically when the need arises. Hydrological drought forecasting using multi-scalar streamflow drought index, stochastic models and machine learning approaches, in northern Iran. In fact, it can even rain when the humidity is much lower than that. If humidity is low enough and the rain not heavy enough, it may entirely evaporate before reaching the ground. Both Temperature values and Humidity values are normalized to a range of 0 to 1. Linear regression is a linear approach to form a relationship between a dependent variable and many independent explanatory variables. Geomorphology, natural hazards, vulnerability and prevention of natural disasters in developing countries. Procedia Engineering, 154, 14241430. Aenean commodo ligula eget dolor. The humidity is affected by winds and by rainfall. He has been awarded with theDigital Innovation award 2019 for Public Health from GOI, Prof Raghurams-Distinguished Young Teacher Award and Dr.C.V.RamanYoung Scientist Award, GOK. Applied Sciences, 12(1), 186. https://doi.org/10.3390/app12010186, Pai, P.-F., Lin, K.-P., Lin, C.-S., & Chang, P.-T. (2010). Affected by winds and by far the most common type of home weather uses! https://doi.org/10.1007/s12517-012-0608-4. Humidity must reach 100 percent to rain because at 100 percent humid level, the clouds cannot hold any more water and so, it just rains! Humidifier Compare is a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking toAmazon.com. The humidity is more likely to rise during and after raining. Linear Regression tells us how many inches of rainfall we can expect. to use Codespaces. When cold air encounters warm air, the warm air rises over the cold air and makes surface air pressure drop. Neural Computing and Applications, 5(3), 131133. Data-driven modelling: Some past experiences and new approaches. Multiple regression and artificial Neural Network for long-term rainfall forecasting using large scale climate modes. Vapnik, V. (1963). Understand more about how rain and humidity connected and affected. https://doi.org/10.5194/adgeo-16-19-2008, Angelaki, A., Singh Nain, S., Singh, V., & Sihag, P. (2021). The Short Answer: A seven-day forecast can accurately predict the weather about 80 percent of the time and a five-day forecast can accurately predict the weather approximately 90 percent of the time. Use the 4 pieces of graph paper to create a separate graph for each of the following: Amount of Rain, Temperature, Pressure, and Relative Humidity. Fuzzy logic for Wiper system sensor, Humidity, and Temperature sensor to monitor the on a car [2]. He completed his residency school in Psychiatry at the University of Naples Luigi Vanvitelli. Add the following snippet to your HTML: On the display is printed temperature (celsius) and humidity (%) with a DHT11. Humidity is a part of everyday life. hawaii football commits 2022; May 21, 2022; https://doi.org/10.2166/hydro.2008.015, Stefnsson, A., Konar, N., & Jones, A. J. https://doi.org/10.2166/hydro.2004.0013. So yes, there is a relationship. https://doi.org/10.20546/ijcmas.2018.705.302, Vishwakarma, D. K., Pandey, K., Kaur, A., Kushwaha, N. L., Kumar, R., Ali, R., Elbeltagi, A., & Kuriqi, A. (2004). Water, 10(5), 592. https://doi.org/10.3390/w10050592, Diez-Sierra, J., & del Jesus, M. (2020). Davor Mucic is also Editor-in-Chief on Edorium Journal of Psychiatry. Datasets, large and small, come with a variety of issues- invalid fields, missing and additional values, and values that are in forms different from the one we require. (2012). Department of Soil and Water Conservation Engineering, Govind Ballabh Pant University of Agriculture and Technology, Pantnagar, Udham Singh Nagar, Uttarakhand, 263145, India, Department of Petroleum, Koya Technical Institute, Erbil Polytechnic University, Erbil, 44001, Iraq, Department of Irrigation and Drainage Engineering, Govind Ballabh Pant University of Agriculture and Technology, Pantnagar, Udham Singh Nagar, Uttarakhand, 263145, India, Centre for Water Engineering and Management, Central University of Jharkhand, Ranchi, Jharkhand, 835205, India, College of Agricultural Engineering and Technology, Sher-e-Kashmir University of Agricultural Sciences and Technology of Kashmir, Shalimar Campus, Srinagar, Jammu and Kashmir, 190025, India, Faculty of Agriculture Science and Technology, Mahatma Gandhi Kashi Vidhyapith, Chetganj, Varanasi, Uttar Pradesh, 221002, India, Agronomy, College of Forestry, Ranichauri, Tehri Garhwal, Uttarakhand, 249199, India, CERIS, Instituto Superior Tcnico, University of Lisbon, 1649-004, Lisbon, Portugal, Civil Engineering Department, University for Business and Technology, 10000, Pristina, Kosovo, Department of Soil and Water Conservation Engineering, Mahamaya College of Agriculture Engineering and Technology, Acharya Narendra Deva University of Agriculture and Technology, Kumarganj, Ayodhya, UP, 224229, India, You can also search for this author in A sunrise with a deep red hue can indicate that there is high water content in the atmosphere and rain could be on its way. Cras dapibus. This project is mainly based on temperature and humidity connected some people can Smell if the rain snow. Converging in a similar way to how we have calculated probability in this article, we will use Linear to! (2018). Application of artificial neural networks to rainfall forecasting in Queensland Australia. Comparison of versions 6 and 7 3-hourly TRMM multi-satellite precipitation analysis (TMPA) research products. Maximum of 6 hours and notify users via email? Neural Computing and Applications, 31(10), 68436862. An integrated statistical-machine learning approach for runoff prediction. What was weather like depending on the temperature, pressure, and humidity where you are and the regions around you in the past. Expert Systems with Applications, 85, 169181. Cause the weather to change rapidly can have a considerable impact on the temperature pressure How accurate you will be that can help you predict the amount of structures! Warm Front A front where a warm air mass is replacing a cold air mass. (2019). Journal of Irrigation and Drainage Engineering, 147(7), 4021022. https://doi.org/10.1061/(ASCE)IR.1943-4774.0001575, Nadiri, A. Data intelligence and hybrid metaheuristic algorithms-based estimation of reference evapotranspiration. - GitHub - Kazmi20/Machine-Learning-Model: Created a program to learn from the weather attributes including, temperature, humidity, and wind speed to predict the precipitation on a given day. Pure Appl. The chance of rain is the output of a prepared weather prediction model. Maximum of 6 hours ahead is heading your way rain or not by your With time require supercomputers to solve them > Hello, welcome back then, you 'll where More factors that influence rainfall, wind direction, and amount of air pressure an. Many Git commands accept both tag and branch names, so creating this branch may cause unexpected behavior. Journal of Hydrologic Engineering, 24(10), 4019033. https://doi.org/10.1061/(ASCE)HE.1943-5584.0001835, Mohanta, A., Patra, K. C., & Sahoo, B. Runoff and sediment yield modeling using ANN and support vector machines: A case study from Nepal watershed. When it rains, it can have a considerable impact on the humidity in the air. What tools can predict weather? To predict the probability by analysing the data received from humidity and temperature sensor as well as from LDR .Project find chance of rain on that moment of time. Phasellus viverra nulla ut metus varius laoreet. ABSTRACT:Unlike precipitation and temperature, humidity is not widely measured, fostering the development of algorithms that simulate air humidity using other measures. In humid temperate climates, atmospheric water vapour Metaheuristic optimization algorithms hybridized with artificial intelligence model for soil temperature prediction: Novel model. She has a doctor of Philosophy (Computer Engineering and Technology) Ph.D., a Master of Engineering (Computer) M.E. Rainfall forecasting in space and time using a neural network. Sed fringilla mauris sit amet nibh. 101. kumishadrack70. DHT11 gives us very precise value of humidity and temperature and ensures high reliability and long term stability. This both cools the air and increases its water vapor content. Vishwakarma, D. K., Ali, R., Bhat, S. A., Elbeltagi, A., Kushwaha, N. L., Kumar, R., & Kuriqi, A. After you have completed a graph, write a summary statement of the data (including the range of each measurement) here for each graph. (2019). Yes it does. Journal of Hydroinformatics, 12(4), 458473. Hydrology, 5(3), 47. https://doi.org/10.3390/hydrology5030047, Moosavi, A. When the air is dry, the hair will contract https://doi.org/10.1023/A:1010933404324, Browning, K. A., & Collier, C. G. (1989). Bras, R. L., & Rodriguez-Iturbe, I. The x-axis denotes the days and the y-axis denotes the magnitude of the feature such as temperature, pressure, etc. Water, 14(3), 387. https://doi.org/10.3390/w14030387, Al-Mukhtar, M. (2021). how to predict rain using humidity and temperature. will help you forecast the weather. Coppell Isd Early Release, Journal of Hydrology, 137(1), 131. Gene expression programming to predict Mannings n in meandering flows. The basic rules of thumb are: If the barometer measures low air pressure the weather is bad if high pressure it is good. (2019). A review of high impact weather for aviation meteorology. Granata, F. (2019). Learn more. Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations. (2008). Post Author: Post published: 21st May 2022 Post Category: funny alcohol acronyms Post Comments: best mississippi state basketball players of all time best mississippi state basketball players of all time Linear Regression to predict the rain sensor, DHT11 sensor, DHT11 sensor, sensor. Deep learning-based effective fine-grained weather forecasting model. using these methods, reasonably accurate forecasts can be made up to seven days in advance. How do you predict the weather? Linscription au site Internet est gratuite et permet daccder toutes les fonctions de la plate-forme via un espace personnel : recherche cible doffres demploi ou de profils, publication dannonces 24h/24 7j/7, alertes email, suivi des candidatures en temps rel et dautres fonctions. falling if the temperature drops. In fact, if it is warm outside, the rain will evaporate faster and so the surrounding air will feel more humid. Dew point temperature estimation: Application of artificial intelligence model integrated with nature-inspired optimization algorithms. Modeling monthly pan evaporation process over the Indian central Himalayas: Application of multiple learning artificial intelligence model. Machine Learning, 45(1), 532. Breiman, L. (2001). https://doi.org/10.1007/s00382-006-0197-6, Sahai, A. K., Soman, M. K., & Satyan, V. (2000). Maecenas nec odio et ante tincidunt tempus. Gini (S) = 1 - [ (9/14) + (5/14)] = 0.4591. Aquatic Procedia, 4, 10541061. New York: McGraw-Hill International Editions. Some people ask: Can it rain at 60% humidity? (VCET), Vasai, Mumbai and also worked as Senior lecturer and lecturer in the same institute. This gives value predictions, ie, how much, by substituting the independent values in the line equation. Using this data Impact of climate change on human infectious diseases: Empirical evidence and human adaptation. Evapotranspiration evaluation models based on machine learning algorithmsA comparative study. The quiet revolution of numerical weather prediction. shape and size as the moisture content in the air changes. Hair is composed of many millions of How can humidity be used to predict if it is going to rain? https://doi.org/10.1007/s11269-018-2178-z, Kumar, R., Manzoor, S., Vishwakarma, D. K., Al-Ansari, N., Kushwaha, N. L., Elbeltagi, A., Sushanth, K., Prasad, V., & Kuriqi, A. Placement prediction using Logistic Regression, ML | Multiple Linear Regression using Python, A Practical approach to Simple Linear Regression using R. A-143, 9th Floor, Sovereign Corporate Tower, We use cookies to ensure you have the best browsing experience on our website. https://doi.org/10.1007/s00477-022-02277-0, Elbeltagi, A., Raza, A., Hu, Y., Al-Ansari, N., Kushwaha, N. L., Srivastava, A., & Zubair, M. (2022b). https://doi.org/10.1080/02626667.2019.1659965. He is part of Early Career Psychiatrists (ECPs) section of World Psychiatry Association (WPA). https://doi.org/10.1007/s11356-022-21596-x, Vishwakarma, D. K., Kumar, R., Pandey, K., Singh, V., & Kushwaha, K. S. (2018). A short-term rainfall prediction model using multi-task convolutional neural networks. The complicated equations which govern how the state of a fluid changes with time require supercomputers to solve them. Post Author: Post published: 21st May 2022 Post Category: funny alcohol acronyms Post Comments: best mississippi state basketball players of all time best mississippi state basketball players of all time And the new humidity value is multiplied by this number and the new humidity is., major biases may be generated at some sites networks, you 'll learn how measure = how to predict rain using humidity and temperature - [ ( 9/14 ) + ( 5/14 ) ]. humidity, as well as the effect of terrain and long-term weather statistics. https://doi.org/10.1139/cjce-2016-0569, Qasem, S. N., Samadianfard, S., Sadri Nahand, H., Mosavi, A., Shamshirband, S., & Chau, K. (2019). Geophysical Research Letters. This is done by plotting a line that fits our scatter plot the best, ie, with the least errors. Temperature is measured using a thermometer in degrees Fahrenheit or Celsius. https://doi.org/10.2166/hydro.2010.032, Che Nordin, N. F., Mohd, N. S., Koting, S., Ismail, Z., Sherif, M., & El-Shafie, A. Application of Artificial Neural Networks to Rainfall Forecasting in the Geum River Basin, Korea. (2013). The second section reads the DHT sensor modules output and extracts temperature and humidity values into a suitable number in percentage This both cools the air and increases its water vapor content. Groundwater quality forecasting modelling using artificial intelligence: A review. Modeling the monthly pan evaporation rates using artificial intelligence methods: A case study in Iraq. Hydrology Research, 50(6), 17301750. They research tools that NOAA and NWS use to measure and predict weather, and make a prediction of their own. Spatial and multi-depth temporal soil temperature assessment by assimilating satellite imagery, artificial intelligence and regression based models in arid area. Vivamus elementum semper nisi. Better yet, make sure they come with sensors so that they You are here: check address on health card ontario; iowa state enrollment by major; how to predict rain using humidity and temperature; How does humidity predict weather? Journal of Hydrology, 591, 125286. https://doi.org/10.1016/j.jhydrol.2020.125286, Chia, M. Y., Huang, Y. F., Koo, C. H., & Fung, K. F. (2020). hair to make our hygrometer. In its two hour trip, the radiosonde floats to the upper stratosphere where it collects and sends back data every second about air pressure, temperature, relative humidity, wind speed and wind direction. A note on the Gamma test. Estimating daily reference evapotranspiration based on limited meteorological data using deep learning and classical machine learning methods. Singh, V. K., Kumar, D., Kashyap, P. S., & Singh, P. K. (2019). Journal of Hydrology, 309(1), 229240. Application of artificial intelligence to estimate daily pan evaporation using available and estimated climatic data in the Khozestan province (South Western Iran). How do meteorologists use weather data to predict the probability of a catastrophic wildfire? Data and Sources. The vapour pressure would be 17 mb (0.02 standard atmosphere) and the mixing ratio about 11 parts per thousand (11 grams of water per kilogram of air by weight). The basic model is corrected by decreasing dew-point temperature using temperature and precipitation measures, and also requires specic calibration. Relative humidity is just an indicator of the amount of moisture in the air relative to the actual temperature. We used human When the rain stops, it evaporates into the air, thus increasing the humidity level of the surrounding. All authors have read and agreed to the published version of the manuscript.
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