![]() A variety of metrics are used to assess the quality of irrigation water given by several organization and agencies (El Bilali and Taleb, 2020). The reuse of this drainage water without proper treatment may have negative impacts on the soil, crop, and irrigation system. However, there are some concerns about the quality of the reuse water. Due to Egypt's limited water supplies, agricultural drainage water must be reused for irrigation (Abdel-Fattah and Helmy, 2015 Abdel-Fattah et al., 2020). The most promising approach for increasing irrigation water availability is agricultural drainage water reuse (Assar et al., 2020). Unless proper strategies are put in place, the use of poor quality irrigation water could lead to problems with soil salinity, irritation rate decline, plant growth toxicity, and other associated problems (Ayers and Westcot, 1985). This means that new irrigation projects, as well as the existing looking for additional or supplemental supplies, may have to rely on low-quality salt-laden water from unfavourable sources (Pande and Moharir, 2018). Nowadays, water quality is becoming an issue because of the intensive and competitive use of water. Water quality issues were frequently overlooked in the past due to widely available high-quality water supplies (Ayers and Westcot, 1985). Irrigated agriculture needs an adequate supply of usable water. This is particularly so for arid and semi-arid areas, like Egypt that depends on irrigated agriculture (Elbeltagi et al., 2021a, 2021b, 2020a, 2021c, 2021d, 2020b Moharir et al., 2019). Thus, water shortage is a global concern and is going to get worse as indicated by climate change projections (Pleguezuelo et al., 2018). ![]() As a result, improved water resource quality significantly reduces the cost of water treatment for irrigation and boosts agricultural yield (Kouadri et al., 2021a, 2021b). Water resources are critical in the drinking, industrial, and agricultural sectors. These results highlight potential of using multiple regressions and the developed machine learning methods in predicting the index of irrigation water quality, and can be rapid decision tools for modelling irrigation water quality. Based on the classification of the SI, all models applied having values less than 0.1 indicate good prediction performance for all the indices except RSC. Based on the performance statistics of the root mean square error (RMSE) and the scatter index (SI), SW emerged as the best (0.21% and 0.03%) followed by PCR and PLS with RMSE 0.22% and 0.21% for SAR, respectively. A good soil drainage system and salinity control measures are required to avoid salt accumulation within the soil. The results indicated the water source is not suitable for irrigation without treatment. Electrical conductivity (EC), sodium (Na +), calcium (Ca 2+) and bicarbonate (HCO 3−) were used as input exploratory variables for the models. To achieve this goal, three artificial intelligence (AI) models (Support vector machine, SVM extreme gradient boosting, XGB Random Forest, RF) and four multiple regression models (Stepwise Regression, SW Principal Components Regression, PCR Partial least squares regression, PLS Ordinary least squares regression, OLS) were applied and validated for predicting six irrigation water quality criteria (soluble sodium percentage, SSP sodium adsorption ratio, SAR residual sodium carbonate, RSC potential of salinity, PS permeability index, PI Kelly’s ratio, KR). The objective of this work was to predict the irrigation water quality index of the Bahr El-Baqr, Egypt, based on non-expensive approaches that requires simple parameters. Since the value of the r square is 90.89% which suggests that the variation of the dependent variable MSRP is accounted for by the model.Īnd also from the p value which suggests that it is statistically significant to reject the null hypothesis shows the predicted model is a good one.Assessing irrigation water quality is one of the most critical challenges in improving water resource management strategies. Where, M is the MSRP, B the bore, C the clearance and E the engine strokes.Ī) Yes this predicted model is a good model to use to predict the price of an off-road motor cycle if the value of the predictor variables is known. Annually more than one million bikes are sold out and off road motor cycles which are often called as dirty bikes are market segments that are highly specialized and offer great variation in features.Ī regression model fitted for MSRP with the potential predictor variables namely bore, clearance and engine strokes yields the following output.
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This feat allows you to maximize the slots you do have by twinning Sanctuary or Healing Word, extending Detect Magic or Faerie Fire, or empowering area of effect spells like Thunderwave. This feat gives you access to two sorcerer metamagic options and two sorcery points to use on metamagic. If you don’t feel like it’s a good enough feat, remember you also get a +1 boost to Intelligence as well. Pick this if you’re interested in spells like Bless or Hex. More spells are always going to be a good option for an artificer. This feat allows you to cast Misty Step once a day and one more divination or enchantment spell. This is a reliable way to use the eldritch cannon for an artillerist. This feat allows you to ignore resistance to a specific elemental damage type and treat 1’s on damage dice as 2’s. Because of the limited number of spell slots, there are some common feats every artificer will benefit from. Best Feats for Artificers in 5eĪrtificers are half casters able to be great on the frontline or in a support role. +2 HP per level definitely adds up, especially with the squishier classes. ToughĮveryone can use additional health, which is why it falls here. One additional skill proficiency, +1 to any ability score, and double your proficiency bonus for a skill you’re already proficient with? What’s not to love? Sen t inelĮvery hit with an attack of opportunity will stop your enemies in their tracks, Disengage becomes useless around you, and get a free attack each turn if an enemy attacks an ally within range? This is the ultimate tank feat, and you’ll see it sprinkled all throughout this post. Personally, I think the better on is… Skill Expert Skilledĭepending on your build, the three extra skill or tool proficiencies can go a long way. Weigh the pros and cons, but be aware of this option. While War Caster will also give you Constitution proficiency, it doesn’t have the +1 to an ability score. If you’re a magic-using non-sorcerer (who already have CON proficiency), then choosing Constitution will not only give you more HP but also make concentration spells that much more… resilient. If an ability score is an odd number, you may want to consider this: round off that number to increase its modifier and gain proficiency in it. +10 ft to speed, Dash ignores difficult terrain, and you don’t provoke attacks of opportunity after you even attempt to melee attack an enemy? This is amazing for all melee classes, especially those with multiple attacks per turn. It’s similar to the Divination Wizard’s Portent ability on-the-fly, you can choose which die an enemy’s attack roll against you uses, theirs or yours. Luckyģ times per long rest, you can re-roll any attack, ability, or saving throw rolls? Sign me up! Be mindful of the limitations, though.įor thief rogues’ Fast Hands ability, this means you can use the kit once to get them up and use it again on the same turn to heal them. Using it on a standing creature will now let you heal them to similar or greater amounts as a Potion of Healing. The kits have 10 uses, don’t require a skill roll, and the +1 HP from the feat will get downed enemies back on their feet. Get much more bang for your buck out of Healer’s Kits. That being said, they are generally good calls for nearly all classes to benefit from. This section will have some repetition with the specific classes, as some are better for some classes than others. If you want to ensure you pick a feat your character will actually use, keep reading. But some feats are more cohesive with certain classes with others. Most Dungeon Masters (DMs) allow characters to take feats but before you just take one, double-check with your DM since feats are technically an optional rule in 5e.įeats allow for truly incredible custom characters that create great optimization and roleplaying in D&D. They can help a character expand their current skills or expand into roles the party needs filled, such as support. In order to take a feat, a character must fulfill any prerequisites. So which are the best feats and for which class?įeats are unique abilities a character can learn independent of their class abilities. Many players are unsure of what their best options are or which ones are catered to their class. Whenever a character reaches a level in D&D 5e where they would gain an Ability Score Improvement (ASI), they can instead take a feat. On the go? 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