Simple estimators of salmonid escapement and its variance using a new area-under-the-curve method

2012 ◽  
Vol 69 (6) ◽  
pp. 1002-1015 ◽  
Author(s):  
Russell B. Millar ◽  
Sam McKechnie ◽  
Chris E. Jordan

If observed numbers of spawning salmon are plotted against sampling date, then the area under the curve (AUC) gives an estimate of spawner-days. Dividing AUC by spawner lifetime and adjusting for observer efficiency gives an estimate of spawner escapement. In particular, the trapezoidal form of AUC estimator has been widely used over the last two decades, despite the absence of a direct method for calculating its variance. For this reason, an alternative estimator of escapement was developed using a maximum likelihood (ML) model of spawner arrivals. However, this alternative has not been widely used, perhaps because of its complexity and concerns over validity of assumptions. Here, a simpler ML approach is used to estimate AUC by fitting a model directly to spawner numbers. It can be fitted using existing generalized linear modeling software and provides an explicit variance estimator for AUC and escapement. Simulations show that it has consistently higher coverage than the existing ML estimator. However, the trapezoidal AUC estimator was generally a slightly more precise estimator of escapement than either of the ML approaches.

2021 ◽  
Vol 7 (17) ◽  
pp. eabf8283
Author(s):  
Sibao Liu ◽  
Pavel A. Kots ◽  
Brandon C. Vance ◽  
Andrew Danielson ◽  
Dionisios G. Vlachos

Single-use plastics impose an enormous environmental threat, but their recycling, especially of polyolefins, has been proven challenging. We report a direct method to selectively convert polyolefins to branched, liquid fuels including diesel, jet, and gasoline-range hydrocarbons, with high yield up to 85% over Pt/WO3/ZrO2 and HY zeolite in hydrogen at temperatures as low as 225°C. The process proceeds via tandem catalysis with initial activation of the polymer primarily over Pt, with subsequent cracking over the acid sites of WO3/ZrO2 and HY zeolite, isomerization over WO3/ZrO2 sites, and hydrogenation of olefin intermediates over Pt. The process can be tuned to convert different common plastic wastes, including low- and high-density polyethylene, polypropylene, polystyrene, everyday polyethylene bottles and bags, and composite plastics to desirable fuels and light lubricants.


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