A Multiple Route Conditional Risk Model For Transporting Hazardous Materials

1995 ◽  
Vol 33 (1) ◽  
pp. 20-33 ◽  
Author(s):  
Raj A. Sivakumar ◽  
Rajan Batta ◽  
Mark H. Karwan
Symmetry ◽  
2020 ◽  
Vol 12 (8) ◽  
pp. 1208
Author(s):  
Liying Zhao ◽  
Ningbo Cao

As an indispensable necessity in daily routine of citizens, hazardous materials (Hazmat) not only plays an increasingly important role, but also brings a series of transportation uncertainty phenomena, the most prominent of which is a safety problem. When it attempts to find the best vehicle route scheme that can possess the lowest risk attribute in a fuzzy random environment for a single warehouse, the influence of cost should also be taken into account. In this study, a new mathematical theory was conducted in the modeling process. To take a full consideration of uncertainty, vehicle travel distance and population density along the road segment were assumed to be fuzzy variables. Meanwhile, accident probability and vehicle speed were set to be stochastic. Furthermore, based on the assumptions, authors established three chance constrained programming models according to the uncertain theory. Model I was used to seek the achievement of minimum risk of the vehicle route scheme, using traditional risk model; the goal of Model II was to obtain the lowest total cost, including the green cost, and the main purpose of Model III was to establish a balance between cost and risk. To settle the above models, a hybrid intelligent algorithm was designed, which was a combination of genetic algorithm and fuzzy random simulation algorithm, which simultaneously proved its convergence. At last, two experiments were designed to illustrate the feasibility of the proposed models and algorithms.


Author(s):  
Smitha D. Koduru ◽  
Jason B. Skow

A critical review of quantitative risk analysis (QRA) models used in the pipeline industry was conducted as part of a project titled “Critical Review of Candidate Pipeline Risk Models”, which was carried out for the U.S. Department of Transportation Pipeline and Hazardous Materials Safety Administration (PHMSA). Guidelines for the development and application of pipeline QRA models were developed as a part of this project, following an extensive literature review and an industry survey. The guidelines provide a framework for performing QRA for natural gas and hazardous liquids transmission pipelines, and address risk estimation, which involves estimating the failure frequency and failure consequences. They are intended to assist operators in developing new QRA models, and in identifying and addressing gaps in their existing models. They are also intended to help regulators evaluate the accuracy, completeness, and effectiveness of the QRA models developed by operators.


Blood ◽  
2007 ◽  
Vol 110 (11) ◽  
pp. 372-372
Author(s):  
Gary H. Lyman ◽  
Jeffrey Crawford ◽  
Nicole M. Kuderer ◽  
Debra A. Wolff ◽  
Eva Culakova ◽  
...  

Abstract Anemia represents the most common hematological toxicity in cancer patients receiving systemic chemotherapy and is associated with considerable morbidity and cost. Current guidelines for chemotherapy-induced anemia call for intervention at a hemoglobin <10 g/dL with treatment options including transfusion or an erythropoietic-stimulating agent (ESA). A meta-analysis of randomized controlled trials has demonstrated the clinical value of early versus late intervention with an ESA (Lyman Cancer, 2006). While anemia risk models based on pretreatment characteristics have recently been validated, recent safety concerns have limited use of the ESAs to patients with moderate or severe anemia. The gradual onset of anemia and response to ESAs over time provides a rationale for selecting patients for ESA support early in the course of chemotherapy. Methods: 3640 patients with solid tumors or malignant lymphoma initiating a new regimen have been prospectively registered at 110 randomly selected U.S. practice sites. A logistic regression risk model for hemoglobin <10 g/dL based on pretreatment characteristics and hematolgic events during cycle 1 was developed and model predictive performance characteristics estimated. Results: Over a median of 3 cycles of chemotherapy, hemoglobin <10 g/dL was reported one or more times in 1072 (29.5%) patients. Significant independent baseline characteristics associated with subsequent hemoglobin <10 g/dL include: female gender, poor ECOG performance status, history of congestive heart failure, vascular disease or chronic pulmonary disease, cancer type, treatment with an anthracycline-, platinum- or etoposide-based regimen and baseline hemoglobin <12 g/dL or platelet count <150000/mm3. In addition, significant independent predictive hematologic changes during cycle 1 include: decrease in hemoglobin >1 g/dL (OR=4.48; P<.0001), decrease in platelet count >100000/mm3 (OR=1.54;P<.0001) or neutrophil count <500/mm3 (OR=1.94; P<.001) as well as hemoglobin <12 g/dL (OR=2.0;P<.001) at the start of cycle 2. Model R2 = 0.581 and c-statistic = 0.901 [95% CI: .89–.91, P<.0001]. The predicted risk of hemoglobin <10 g/dL ranged from 0 to 100% with mean and median probabilities of 0.16 and 0.30, respectively. Based on a risk cutpoint at the mean, 1290 patients (38%) were classified as high risk. The risks of hemoglobin <10 g/dL in high and low risk subjects were 66% and 9%, respectively. Model test performance characteristics [± 95% CLs] included: sensitivity: 82%[80–84]; specificity: 82%[80–83]; positive predictive value: 66%[63–68]; negative predictive value: 91%[90–93] and diagnostic odds ratio: 20.4[16.8–24.6]. Of note, risk of hemoglobin <11 g/dL in high and low risk subjects based on this model were 95% and 34%, respectively. Validation of the model in a separate population of patients is currently under way. Discussion: This conditional risk model based on both pretreatment characteristics and first cycle events identified cancer patients receiving chemotherapy at substantial risk for clinically significant anemia. The use of ESAs early in the course of treatment based on individual risk assessment must consider both the potential benefit and risks and careful monitoring is essential.


2007 ◽  
Vol 6 (1) ◽  
pp. 46-46
Author(s):  
L FRANKENSTEIN ◽  
L INGLE ◽  
A REMPPIS ◽  
D SCHELLBERG ◽  
C SIGG ◽  
...  

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