Distributed forecasting of agriculture commodity prices has an attractive research perspective that delivers active breakthrough analysis of the rapid fluctuations in pricing forecasts for participating stakeholders without being manually dispatched lists. The increased use of an efficient forecasting mechanism for the agriculture information management of generated records and processing creates emerging challenges and limitations. These include new government mandates and regulations, the price of land for expansion, forecasting the growing demand for commodities, fluctuations in the global financial market, food security, and bio-based fuels. Building and deploying distributed dynamic scheduling, management, and monitoring systems of agricultural activities for commodity price forecasting and supply chains require a significant secure and efficient approach. Thus, this paper discusses a collaborative approach where two different folds are demonstrated to cover distinct aspects with different objectives. A metaheuristic-enabled genetic algorithm is designed to receive day-to-day agricultural production details and process and analyze forecast pricing from the records by scheduling, managing, and monitoring them in real-time. The blockchain hyperledger sawtooth distributed modular technology provides a secure communication channel between stakeholders, a private network, protects the forecasting ledger, adds and updates commodity prices, and preserves agricultural information and node transactions in the immutable ledger (IPFS). To accomplish this, we design, develop, and deploy two distinct smart contracts to register the system’s actual stakeholders and allow for the addition of node transactions and exchanges. The second smart contract updates the forecasting commodity pricing ledger and distributes it to participating stakeholders while preserving detailed addresses in storage. The simulation results of the proposed collaborative approach deliver an efficient E-agriculture commodity price forecast with an accuracy of 95.3%. It also maintains ledger transparency, integrity, provenance, availability, and secure operational control and access of agricultural activities.
Higher education institutions present key social institutions ensuring the creation and transfer of knowledge, intellectual capital, and innovations. This fact determines the significance of universities in state regulation and allocating financial resources to the best of them is becoming a crucial objective in many countries. Goals of the article is to study of the German Excellence Initiative project. The study identifies the characteristics of the Excellence Initiative project. A set of indicators of the project effectiveness is presented and the positive effects and problems of the project are indicated. Directions for the development of the European Universities’ project financing system are proposed. Project financing allowed changing the organizational structure of the German science system. However, it is necessary to continue the search for various cooperation formats and the ways for the development of gifted researchers in the scientific sphere, strengthen the universities’ prestige and infrastructure, and further improve the project financing models. Institutional strategies are aimed at strengthening the positions of a university overall allowing it to successfully compete with the leading participants in the international scientific arena. An institutional strategy requires a university to develop a long-term policy of consistent expansion and improvement of the quality of its research and promotion of young scientists and researchers allowing to identify the existing strengths and set priorities.
This paper represents the results of national and infrastructure project funding shortfalls study and determined implementation risks of such projects attributed to the Russian export market fluctuations, additional budget expenses in terms of the pandemic and upon the slowdown of macroeconomic indicators’ growth. In order to neutralize risks of national project implementation and cover requirements in infrastructure investments the study proposes the financial instruments of Public Private Partnership (PPP) institute, including instruments for update and development of project financial support mechanism providing the sustainable development of regional economy.
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