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Performance evaluation of manufacturing collaborative logistics based on BP neural network and rough set

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TLDR
This study builds a combined performance evaluation model based on BP neural network and rough set based on the rough set attribute reduction theory to screen and optimize the evaluation indicators to obtain the key performance indicator set.
Abstract
The collaborative logistics in manufacturing industry has a greater impact on its operation effect, and there are many hidden factors. In order to improve the performance evaluation of manufacturing collaborative logistics, this study builds a combined performance evaluation model based on BP neural network and rough set. Moreover, this study uses the rough set attribute reduction theory to screen and optimize the evaluation indicators to obtain the key performance indicator set, and then uses BP neural network to predict and evaluate the key performance indicator data, which greatly reduces the number of training times and shortens the learning time. In addition, in this study, a case analysis was used to solve the performance evaluation model of manufacturing collaborative logistics based on rough set and BP neural network, and corresponding strategies were given. The research results show that the method proposed in this paper has certain effects.

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Risk Prediction and Response Strategies in Corporate Financial Management Based on Optimized BP Neural Network

Meijia Zhai
- 16 Apr 2021 - 
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Construction and Analysis of Green Investment Risk Evaluation Index System Based on Information Entropy Fuzzy Hierarchical Analysis Model

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Construction of a smart management system for physical health based on IoT and cloud computing with big data

TL;DR: In this paper, the authors used convolutional neural network to learn features from body measurement data unsupervised, and based on the Gaussian mixture distribution, a three-level physical fitness assessment model was established.
References
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Measuring the impact of renewable energy, public health expenditure, logistics, and environmental performance on sustainable economic growth

TL;DR: In this paper, the potential relationship between public health expenditures, logistics performance indices, renewable energy, and ecological sustainability in Association of Southeast Asian Nations member countries was examined, and the results showed that the use of renewable energy in logistics operations will improve environmental and economic performance to reduce emissions, whereas environmental performance is negatively correlated with public health expenditure, indicating that greater environmental sustainability can improve human health and economic growth.
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Corporate social responsibility engagement and firm performance in Asia Pacific: The role of enterprise risk management

TL;DR: In this paper, the mediating role of enterprise risk management between corporate social responsibility and firm performance was modeled and the effect of corporate social responsibly on firm performance is both direct and indirect.
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Significantly improved electrochemical performance of CFx promoted by SiO2 modification for primary lithium batteries

TL;DR: In this paper, the effect of modification with different SiO2 sources on the performance of CFx has been investigated with FT-IR, X-ray diffraction (XRD), scanning electron microscopy (SEM), BET, Xray photoelectron spectroscopy (XPS), and electrochemical measurements (galvanostatic discharge, EIS).
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Towards a digital work environment: the influence of collaboration and networking on employee performance within an enterprise social media platform

TL;DR: The findings show that enterprise social media platforms address both work environment dimensions by enabling collaboration, as well as networking among employees, and find that employees who collaborate and network via Enterprise Social Media platforms, increase their work performance by becoming more efficient and also more innovative.
Journal ArticleDOI

Peer Review: Is the Process Broken?

TL;DR: The goals of the pilot include defining optimal mentoring approaches and determining that the techniques result in improvement in mentee performance and defining process barriers as the pilot expands to include more reviewers, especially new reviewers, going forward.
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