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Machine Learning Based Design of Railway Prestressed Concrete Sleepers by Sakdirat Kaewunruen, Jessada Sresakoolchai et al

The state-of-the-art design methods for railway prestressed concrete sleepers are currently based on the quasi-static stresses resulting from a simplification of dynamic wheel loads, and subsequently the quasi-static responses of concrete sleepers. This method has been widely used in practices to overcome the complexity of dynamic analysis and testing. A single load factor (or called dynamic impact factor) for a partial safety-factored design (or k factors for the test criteria) is commonly used to crudely account for dynamic train–track interactions over different levels of track irregularities. The dynamic impact factors for either design or testing are usually obtained from either (i) railway infrastructure managers (i.e., in EN 13230), or (ii) prescribed standardised factors (i.e., AS 1085.14, AREMA Chapter 30, JSA JIS E 1201). The existing design concepts for prestressed concrete sleepers using either (i) an allowable stress design or (ii) the limit state design method require m

El Niño Can Help Predict Cacao Harvests Up to 2 Years in Advance

Cocoa Care and T. Oberthür When seasonal rains arrive late in Indonesia, farmers often take it as a sign that it is not worth investing in fertilizer for their crops. Sometimes they opt out of planting annual crops altogether. Generally, they re making the right decision, as a late start to the rainy season is usually associated with the state of El Niño Southern Oscillation (ENSO) and low rainfall in the coming months. Scientific Reports shows that ENSO, the weather-shaping cycle of warming and cooling of the Pacific Ocean along the equator, is a strong predictor of cacao harvests up to two years before a harvest.

El Niño can help predict cacao harvests up to 2 years in advance

 E-Mail IMAGE: A woman inspects harvested cacao beans drying in the sun in Soppeng, South Sulawesi, Indonesia. view more  Credit: Cocoa Care and T. Oberthu?r When seasonal rains arrive late in Indonesia, farmers often take it as a sign that it is not worth investing in fertilizer for their crops. Sometimes they opt out of planting annual crops altogether. Generally, they re making the right decision, as a late start to the rainy season is usually associated with the state of El Niño Southern Oscillation (ENSO) and low rainfall in the coming months. New research published in the Nature journal

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