Acidulants are food additives that are used to regulate acidity or pH levels in foods. Common acidulants include citric acid, acetic acid, phosphoric acid, and tartaric acid. The document discusses the functions and uses of various acidulants in foods. It provides information on how acidulants interact with other food constituents like proteins, lipids, carbohydrates, and vitamins. Guidelines are presented on selecting the appropriate acidulant based on the major function required, compatibility with the food system, processing considerations, and legal requirements.
Application of Enzymes in food industryShweta Chavan
Enzymes are biological catalysts that are used extensively in the food industry. They are produced by living organisms and act to accelerate biochemical reactions without being consumed in the process. Various enzymes have applications in dairy production, brewing, baking, winemaking, fruit juice production, and meat tenderizing. Common food industry enzymes include rennet, lactase, protease, catalase, α-amylase, β-glucanase, pectinase, amyloglucosidase, maltogenic amylase, glucose oxidase, pentosanase, and papain. Enzymes offer advantages over chemical processes by allowing reactions to proceed under milder conditions with greater specificity.
Uses of various acids in daily life and industryPawitra2
This document discusses three common acids: sulfuric acid, nitric acid, and hydrochloric acid. Sulfuric acid is used to harvest potatoes and in car batteries and drain cleaners. It is also used to make detergents and fertilizers. Nitric acid is used in fertilizers, explosives, etching metals, and extracting gold. Hydrochloric acid is used to clean metals before electroplating, in household cleaners, leather processing, and swimming pool maintenance.
The citric acid cycle is the central metabolic hub of the cell.
It is the final common pathway for the oxidation of fuel molecule such as amino acids, fatty acids, and carbohydrates.
Uses of acids in daily life and industryFirman Otto
The document discusses various uses of sulphuric acid, nitric acid, and hydrochloric acid. Sulphuric acid is used to make fertilizers, clean plant surfaces, produce the color titanium in vans, and make batteries. Nitric acid is used in rocket fuel, etching metals, and producing fertilizers in factories. Hydrochloric acid is used to remove rust, control pH levels in industries like food and pharmaceuticals, and is an acid made from hydrogen and chlorine.
The document discusses the production of citric acid through fermentation using Aspergillus niger fungus. It provides details on the demand and supply of citric acid, the production process which involves fermentation, separation and purification steps, and the design of equipment like bioreactors and separation columns. Environmental and safety considerations for the production process are also covered.
Enzymes have many uses in daily life such as cleaning dishes, carpets, curtains, and other household items in a way that is more effective, cleaner, and environmentally friendly compared to traditional chemicals. Enzymes can also be used to reduce pests like flies and cockroaches, control bacteria, care for pets, reduce toilet odors, and remove stains from kitchen walls. Enzymes added to soaps and shampoos can enhance their cleaning power while reducing chemical side effects. When applied topically, enzymes have been shown to improve skin conditions like pimples and wounds.
This document discusses enzymes, their structures, properties, sources, and uses. It provides details on several specific enzymes including papain, pepsin, rennin, lactase, catalase, and lipases. It describes how these enzymes are used in various food applications and industries like dairy, meat processing, baking, and more. The key roles of enzymes in food include tenderizing meat, curdling milk to make cheese, aiding in digestion, and preventing spoilage through microbial control.
Acidulants are food additives that are used to regulate acidity or pH levels in foods. Common acidulants include citric acid, acetic acid, phosphoric acid, and tartaric acid. The document discusses the functions and uses of various acidulants in foods. It provides information on how acidulants interact with other food constituents like proteins, lipids, carbohydrates, and vitamins. Guidelines are presented on selecting the appropriate acidulant based on the major function required, compatibility with the food system, processing considerations, and legal requirements.
Application of Enzymes in food industryShweta Chavan
Enzymes are biological catalysts that are used extensively in the food industry. They are produced by living organisms and act to accelerate biochemical reactions without being consumed in the process. Various enzymes have applications in dairy production, brewing, baking, winemaking, fruit juice production, and meat tenderizing. Common food industry enzymes include rennet, lactase, protease, catalase, α-amylase, β-glucanase, pectinase, amyloglucosidase, maltogenic amylase, glucose oxidase, pentosanase, and papain. Enzymes offer advantages over chemical processes by allowing reactions to proceed under milder conditions with greater specificity.
Uses of various acids in daily life and industryPawitra2
This document discusses three common acids: sulfuric acid, nitric acid, and hydrochloric acid. Sulfuric acid is used to harvest potatoes and in car batteries and drain cleaners. It is also used to make detergents and fertilizers. Nitric acid is used in fertilizers, explosives, etching metals, and extracting gold. Hydrochloric acid is used to clean metals before electroplating, in household cleaners, leather processing, and swimming pool maintenance.
The citric acid cycle is the central metabolic hub of the cell.
It is the final common pathway for the oxidation of fuel molecule such as amino acids, fatty acids, and carbohydrates.
Uses of acids in daily life and industryFirman Otto
The document discusses various uses of sulphuric acid, nitric acid, and hydrochloric acid. Sulphuric acid is used to make fertilizers, clean plant surfaces, produce the color titanium in vans, and make batteries. Nitric acid is used in rocket fuel, etching metals, and producing fertilizers in factories. Hydrochloric acid is used to remove rust, control pH levels in industries like food and pharmaceuticals, and is an acid made from hydrogen and chlorine.
The document discusses the production of citric acid through fermentation using Aspergillus niger fungus. It provides details on the demand and supply of citric acid, the production process which involves fermentation, separation and purification steps, and the design of equipment like bioreactors and separation columns. Environmental and safety considerations for the production process are also covered.
Enzymes have many uses in daily life such as cleaning dishes, carpets, curtains, and other household items in a way that is more effective, cleaner, and environmentally friendly compared to traditional chemicals. Enzymes can also be used to reduce pests like flies and cockroaches, control bacteria, care for pets, reduce toilet odors, and remove stains from kitchen walls. Enzymes added to soaps and shampoos can enhance their cleaning power while reducing chemical side effects. When applied topically, enzymes have been shown to improve skin conditions like pimples and wounds.
This document discusses enzymes, their structures, properties, sources, and uses. It provides details on several specific enzymes including papain, pepsin, rennin, lactase, catalase, and lipases. It describes how these enzymes are used in various food applications and industries like dairy, meat processing, baking, and more. The key roles of enzymes in food include tenderizing meat, curdling milk to make cheese, aiding in digestion, and preventing spoilage through microbial control.
Production of lactic acid and acidic acidTHILAKAR MANI
This document discusses the production of acetic acid and lactic acid. It provides details on:
- Acetic acid production through chemical reactions, fossil fuels, and biological processes using acetic acid bacteria. The biological process can be aerobic or anaerobic.
- Anaerobic acetic acid production is a two-step fermentation process using yeast and Acetobacter bacteria. Clostridium bacteria can also be used in anaerobic processes.
- Lactic acid is a product of carbohydrate fermentation and is produced by microbes and higher organisms during metabolism. It has various uses including in dairy and cheese production.
Enzyme technology is concerned with applying enzymes in industry, agriculture, and medicine. Enzymes are biological catalysts that are specific and efficient, allowing them to operate under mild conditions. This specificity and efficiency make enzymes useful for industrial applications over inorganic catalysts. Many industrial processes now isolate enzymes from microorganisms to use as pure sources. Enzymes are widely used across various industries such as food processing, brewing, textiles, and more due to their ability to carry out reactions under mild conditions with high specificity.
Enzymes are used as catalysts in many industrial applications where highly specific catalysts are needed. However, enzymes have limitations in the number of reactions they can catalyze and lack stability in some conditions. As a result, research aims to engineer new enzymes through rational design or directed evolution to create enzymes that catalyze novel reactions not found in nature. Some examples where enzymes are used industrially include food processing, brewing, dairy production, biofuels, detergents, and molecular biology.
Food additives are used to preserve foods and improve qualities like taste, but some can be harmful to health. Common harmful additives include sodium nitrite and nitrate used in processed meats which are linked to cancer, and artificial sweeteners aspartame and acesulfame K that may cause neurological and behavioral issues. Flavor enhancers like monosodium glutamate and preservatives like BHA/BHT have also been linked to conditions like headaches, hyperactivity, and cancer.
Art is a creative expression that stimulates the senses or imagination according to Felicity Hampel. Picasso believed that every child is an artist but growing up can stop that creativity. Aristotle defined art as anything requiring a maker and not being able to create itself.
This paper proposes an algorithm to determine the top and bottom field order in interlaced video when that information is not provided by the video decoder. Knowing the field order is important for de-interlacing algorithms to reconstruct frames with minimal artifacts. The algorithm works by interpolating lines in assumed top fields and comparing pixel values to bottom lines, calculating confidence values for each field assumption. It then determines if the field order is correct or swapped based on the confidence values. The algorithm needs to run periodically to re-check the field order if the video input is disconnected and reconnected.
The RZ/G1E SMARC module developed by Mistral is a small form-factor, high performance module built around the 1GHz Renesas RZ/G1E dual ARM Cortex-A7
microprocessor (MPU).
The AM437x Application Board is a four layer Add-on Module for the AM437x PoM from Mistral built for the ARM-Cortex A9 Sitara AM437x SoC fromTexas Instruments.
In this article, we will demonstrate how a sample thermal printer can be interfaced with Mistral’s AM437x Product on Module. The AM437x POM is an ideal platform to build Point-of-Sale Terminal Devices with Thermal Printing Capability.
IoT based Industrial Gateway (IoT-SDK) built around Sitara™ AM437x processors...Mistral Solutions
Internet of Things (IoT) is a lot more than just connected devices and seamless communication. The emerging IoT is having a sweeping effect on the way goods are produced, triggering another industrial revolution – Industry 4.0.
Designing a Product on Module for Health and Wellness ApplicationsMistral Solutions
Mistral designed a small, battery-operated product on module (PoM) for a customer to detect and monitor vital health statistics like temperature, blood pressure, heart rate, and more. The PoM uses an ARM Cortex M3 microcontroller with sensors, memory, Bluetooth, and an Android app to display readings. It achieves long battery life and accurate sensor readings comparable to leading brands. The modular design allows customizing the application board for other medical and industrial uses.
The customer, a leader in robotics, wanted to develop a new drone controlled by smartphone. They approached Mistral to develop an iOS app for the drone with photo/video capture, editing, transfer, and sharing features. Mistral designed the app to have a similar user experience to the iOS camera app. They developed the app using Swift and helped the customer finalize requirements. The solution enabled the customer to test drone hardware and improve media capture features ahead of schedule.
This White Paper talks of different aspects of Hardware and Software co-design with respect to embedded product design and the need need for co-design along side many more aspects.
The Rear-transition Module – Break-out Card (RTM-BOC)
from Mistral is an eight layer plug-in module. In addition, the RTM BOC contains four Gigabit Ethernet ports with PHY to support the SGMII lanes on the RTM connector.
Power Spikes Isolation to avoid corruption within sensitive ICs SolutionsMistral Solutions
The document describes a case study of resolving a power spike issue in a system. The power spikes were occurring during insertion of the power supply and corrupting an ASIC chip designed for tamper detection. Various attempts were made to filter the spike such as using capacitors, chokes, and diodes, but these did not work due to the high frequency of the spike. Finally, the issue was resolved by completely isolating the power and ground of the ASIC section using DC-DC isolation, as well as isolating interface signals, which prevented the spike from reaching the ASIC.
In this technical article, we present a Novel algorithm for the lossy compression method, where the performance and storage has been proscribed with hardware descriptive language (HDL).
In this Case Study read about Mistral’s expertise in designing a flexible and easily upgrade-able Video recording & processing solution with high resolution and frame rate for defense and aerospace applications.
Production of lactic acid and acidic acidTHILAKAR MANI
This document discusses the production of acetic acid and lactic acid. It provides details on:
- Acetic acid production through chemical reactions, fossil fuels, and biological processes using acetic acid bacteria. The biological process can be aerobic or anaerobic.
- Anaerobic acetic acid production is a two-step fermentation process using yeast and Acetobacter bacteria. Clostridium bacteria can also be used in anaerobic processes.
- Lactic acid is a product of carbohydrate fermentation and is produced by microbes and higher organisms during metabolism. It has various uses including in dairy and cheese production.
Enzyme technology is concerned with applying enzymes in industry, agriculture, and medicine. Enzymes are biological catalysts that are specific and efficient, allowing them to operate under mild conditions. This specificity and efficiency make enzymes useful for industrial applications over inorganic catalysts. Many industrial processes now isolate enzymes from microorganisms to use as pure sources. Enzymes are widely used across various industries such as food processing, brewing, textiles, and more due to their ability to carry out reactions under mild conditions with high specificity.
Enzymes are used as catalysts in many industrial applications where highly specific catalysts are needed. However, enzymes have limitations in the number of reactions they can catalyze and lack stability in some conditions. As a result, research aims to engineer new enzymes through rational design or directed evolution to create enzymes that catalyze novel reactions not found in nature. Some examples where enzymes are used industrially include food processing, brewing, dairy production, biofuels, detergents, and molecular biology.
Food additives are used to preserve foods and improve qualities like taste, but some can be harmful to health. Common harmful additives include sodium nitrite and nitrate used in processed meats which are linked to cancer, and artificial sweeteners aspartame and acesulfame K that may cause neurological and behavioral issues. Flavor enhancers like monosodium glutamate and preservatives like BHA/BHT have also been linked to conditions like headaches, hyperactivity, and cancer.
Art is a creative expression that stimulates the senses or imagination according to Felicity Hampel. Picasso believed that every child is an artist but growing up can stop that creativity. Aristotle defined art as anything requiring a maker and not being able to create itself.
This paper proposes an algorithm to determine the top and bottom field order in interlaced video when that information is not provided by the video decoder. Knowing the field order is important for de-interlacing algorithms to reconstruct frames with minimal artifacts. The algorithm works by interpolating lines in assumed top fields and comparing pixel values to bottom lines, calculating confidence values for each field assumption. It then determines if the field order is correct or swapped based on the confidence values. The algorithm needs to run periodically to re-check the field order if the video input is disconnected and reconnected.
The RZ/G1E SMARC module developed by Mistral is a small form-factor, high performance module built around the 1GHz Renesas RZ/G1E dual ARM Cortex-A7
microprocessor (MPU).
The AM437x Application Board is a four layer Add-on Module for the AM437x PoM from Mistral built for the ARM-Cortex A9 Sitara AM437x SoC fromTexas Instruments.
In this article, we will demonstrate how a sample thermal printer can be interfaced with Mistral’s AM437x Product on Module. The AM437x POM is an ideal platform to build Point-of-Sale Terminal Devices with Thermal Printing Capability.
IoT based Industrial Gateway (IoT-SDK) built around Sitara™ AM437x processors...Mistral Solutions
Internet of Things (IoT) is a lot more than just connected devices and seamless communication. The emerging IoT is having a sweeping effect on the way goods are produced, triggering another industrial revolution – Industry 4.0.
Designing a Product on Module for Health and Wellness ApplicationsMistral Solutions
Mistral designed a small, battery-operated product on module (PoM) for a customer to detect and monitor vital health statistics like temperature, blood pressure, heart rate, and more. The PoM uses an ARM Cortex M3 microcontroller with sensors, memory, Bluetooth, and an Android app to display readings. It achieves long battery life and accurate sensor readings comparable to leading brands. The modular design allows customizing the application board for other medical and industrial uses.
The customer, a leader in robotics, wanted to develop a new drone controlled by smartphone. They approached Mistral to develop an iOS app for the drone with photo/video capture, editing, transfer, and sharing features. Mistral designed the app to have a similar user experience to the iOS camera app. They developed the app using Swift and helped the customer finalize requirements. The solution enabled the customer to test drone hardware and improve media capture features ahead of schedule.
This White Paper talks of different aspects of Hardware and Software co-design with respect to embedded product design and the need need for co-design along side many more aspects.
The Rear-transition Module – Break-out Card (RTM-BOC)
from Mistral is an eight layer plug-in module. In addition, the RTM BOC contains four Gigabit Ethernet ports with PHY to support the SGMII lanes on the RTM connector.
Power Spikes Isolation to avoid corruption within sensitive ICs SolutionsMistral Solutions
The document describes a case study of resolving a power spike issue in a system. The power spikes were occurring during insertion of the power supply and corrupting an ASIC chip designed for tamper detection. Various attempts were made to filter the spike such as using capacitors, chokes, and diodes, but these did not work due to the high frequency of the spike. Finally, the issue was resolved by completely isolating the power and ground of the ASIC section using DC-DC isolation, as well as isolating interface signals, which prevented the spike from reaching the ASIC.
In this technical article, we present a Novel algorithm for the lossy compression method, where the performance and storage has been proscribed with hardware descriptive language (HDL).
In this Case Study read about Mistral’s expertise in designing a flexible and easily upgrade-able Video recording & processing solution with high resolution and frame rate for defense and aerospace applications.
Customized Silicon /System-on-Chip (SoC) from Mistral address the scalability and lesser turn-around time for product development in the Industrial automation domain.
In the age of seamless connectivity, standalone, single function media devices have converged into feature rich, complex, up-gradable, connected infotainment devices. Have a look at the Infographic designed by Mistral explaining the amazing world of Infotainment!
SONAR subsystems consist of underwater transducers, data recorders, controllers, signal processing and display systems. Have a look at the Infographic designed by Mistral explaining what SONAR is all about!
Introduction- e - waste – definition - sources of e-waste– hazardous substances in e-waste - effects of e-waste on environment and human health- need for e-waste management– e-waste handling rules - waste minimization techniques for managing e-waste – recycling of e-waste - disposal treatment methods of e- waste – mechanism of extraction of precious metal from leaching solution-global Scenario of E-waste – E-waste in India- case studies.
Batteries -Introduction – Types of Batteries – discharging and charging of battery - characteristics of battery –battery rating- various tests on battery- – Primary battery: silver button cell- Secondary battery :Ni-Cd battery-modern battery: lithium ion battery-maintenance of batteries-choices of batteries for electric vehicle applications.
Fuel Cells: Introduction- importance and classification of fuel cells - description, principle, components, applications of fuel cells: H2-O2 fuel cell, alkaline fuel cell, molten carbonate fuel cell and direct methanol fuel cells.
Optimizing Gradle Builds - Gradle DPE Tour Berlin 2024Sinan KOZAK
Sinan from the Delivery Hero mobile infrastructure engineering team shares a deep dive into performance acceleration with Gradle build cache optimizations. Sinan shares their journey into solving complex build-cache problems that affect Gradle builds. By understanding the challenges and solutions found in our journey, we aim to demonstrate the possibilities for faster builds. The case study reveals how overlapping outputs and cache misconfigurations led to significant increases in build times, especially as the project scaled up with numerous modules using Paparazzi tests. The journey from diagnosing to defeating cache issues offers invaluable lessons on maintaining cache integrity without sacrificing functionality.
International Conference on NLP, Artificial Intelligence, Machine Learning an...gerogepatton
International Conference on NLP, Artificial Intelligence, Machine Learning and Applications (NLAIM 2024) offers a premier global platform for exchanging insights and findings in the theory, methodology, and applications of NLP, Artificial Intelligence, Machine Learning, and their applications. The conference seeks substantial contributions across all key domains of NLP, Artificial Intelligence, Machine Learning, and their practical applications, aiming to foster both theoretical advancements and real-world implementations. With a focus on facilitating collaboration between researchers and practitioners from academia and industry, the conference serves as a nexus for sharing the latest developments in the field.
TIME DIVISION MULTIPLEXING TECHNIQUE FOR COMMUNICATION SYSTEMHODECEDSIET
Time Division Multiplexing (TDM) is a method of transmitting multiple signals over a single communication channel by dividing the signal into many segments, each having a very short duration of time. These time slots are then allocated to different data streams, allowing multiple signals to share the same transmission medium efficiently. TDM is widely used in telecommunications and data communication systems.
### How TDM Works
1. **Time Slots Allocation**: The core principle of TDM is to assign distinct time slots to each signal. During each time slot, the respective signal is transmitted, and then the process repeats cyclically. For example, if there are four signals to be transmitted, the TDM cycle will divide time into four slots, each assigned to one signal.
2. **Synchronization**: Synchronization is crucial in TDM systems to ensure that the signals are correctly aligned with their respective time slots. Both the transmitter and receiver must be synchronized to avoid any overlap or loss of data. This synchronization is typically maintained by a clock signal that ensures time slots are accurately aligned.
3. **Frame Structure**: TDM data is organized into frames, where each frame consists of a set of time slots. Each frame is repeated at regular intervals, ensuring continuous transmission of data streams. The frame structure helps in managing the data streams and maintaining the synchronization between the transmitter and receiver.
4. **Multiplexer and Demultiplexer**: At the transmitting end, a multiplexer combines multiple input signals into a single composite signal by assigning each signal to a specific time slot. At the receiving end, a demultiplexer separates the composite signal back into individual signals based on their respective time slots.
### Types of TDM
1. **Synchronous TDM**: In synchronous TDM, time slots are pre-assigned to each signal, regardless of whether the signal has data to transmit or not. This can lead to inefficiencies if some time slots remain empty due to the absence of data.
2. **Asynchronous TDM (or Statistical TDM)**: Asynchronous TDM addresses the inefficiencies of synchronous TDM by allocating time slots dynamically based on the presence of data. Time slots are assigned only when there is data to transmit, which optimizes the use of the communication channel.
### Applications of TDM
- **Telecommunications**: TDM is extensively used in telecommunication systems, such as in T1 and E1 lines, where multiple telephone calls are transmitted over a single line by assigning each call to a specific time slot.
- **Digital Audio and Video Broadcasting**: TDM is used in broadcasting systems to transmit multiple audio or video streams over a single channel, ensuring efficient use of bandwidth.
- **Computer Networks**: TDM is used in network protocols and systems to manage the transmission of data from multiple sources over a single network medium.
### Advantages of TDM
- **Efficient Use of Bandwidth**: TDM all
Electric vehicle and photovoltaic advanced roles in enhancing the financial p...IJECEIAES
Climate change's impact on the planet forced the United Nations and governments to promote green energies and electric transportation. The deployments of photovoltaic (PV) and electric vehicle (EV) systems gained stronger momentum due to their numerous advantages over fossil fuel types. The advantages go beyond sustainability to reach financial support and stability. The work in this paper introduces the hybrid system between PV and EV to support industrial and commercial plants. This paper covers the theoretical framework of the proposed hybrid system including the required equation to complete the cost analysis when PV and EV are present. In addition, the proposed design diagram which sets the priorities and requirements of the system is presented. The proposed approach allows setup to advance their power stability, especially during power outages. The presented information supports researchers and plant owners to complete the necessary analysis while promoting the deployment of clean energy. The result of a case study that represents a dairy milk farmer supports the theoretical works and highlights its advanced benefits to existing plants. The short return on investment of the proposed approach supports the paper's novelty approach for the sustainable electrical system. In addition, the proposed system allows for an isolated power setup without the need for a transmission line which enhances the safety of the electrical network
Presentation of IEEE Slovenia CIS (Computational Intelligence Society) Chapte...University of Maribor
Slides from talk presenting:
Aleš Zamuda: Presentation of IEEE Slovenia CIS (Computational Intelligence Society) Chapter and Networking.
Presentation at IcETRAN 2024 session:
"Inter-Society Networking Panel GRSS/MTT-S/CIS
Panel Session: Promoting Connection and Cooperation"
IEEE Slovenia GRSS
IEEE Serbia and Montenegro MTT-S
IEEE Slovenia CIS
11TH INTERNATIONAL CONFERENCE ON ELECTRICAL, ELECTRONIC AND COMPUTING ENGINEERING
3-6 June 2024, Niš, Serbia
Harnessing WebAssembly for Real-time Stateless Streaming PipelinesChristina Lin
Traditionally, dealing with real-time data pipelines has involved significant overhead, even for straightforward tasks like data transformation or masking. However, in this talk, we’ll venture into the dynamic realm of WebAssembly (WASM) and discover how it can revolutionize the creation of stateless streaming pipelines within a Kafka (Redpanda) broker. These pipelines are adept at managing low-latency, high-data-volume scenarios.
Embedded machine learning-based road conditions and driving behavior monitoringIJECEIAES
Car accident rates have increased in recent years, resulting in losses in human lives, properties, and other financial costs. An embedded machine learning-based system is developed to address this critical issue. The system can monitor road conditions, detect driving patterns, and identify aggressive driving behaviors. The system is based on neural networks trained on a comprehensive dataset of driving events, driving styles, and road conditions. The system effectively detects potential risks and helps mitigate the frequency and impact of accidents. The primary goal is to ensure the safety of drivers and vehicles. Collecting data involved gathering information on three key road events: normal street and normal drive, speed bumps, circular yellow speed bumps, and three aggressive driving actions: sudden start, sudden stop, and sudden entry. The gathered data is processed and analyzed using a machine learning system designed for limited power and memory devices. The developed system resulted in 91.9% accuracy, 93.6% precision, and 92% recall. The achieved inference time on an Arduino Nano 33 BLE Sense with a 32-bit CPU running at 64 MHz is 34 ms and requires 2.6 kB peak RAM and 139.9 kB program flash memory, making it suitable for resource-constrained embedded systems.
CHINA’S GEO-ECONOMIC OUTREACH IN CENTRAL ASIAN COUNTRIES AND FUTURE PROSPECTjpsjournal1
The rivalry between prominent international actors for dominance over Central Asia's hydrocarbon
reserves and the ancient silk trade route, along with China's diplomatic endeavours in the area, has been
referred to as the "New Great Game." This research centres on the power struggle, considering
geopolitical, geostrategic, and geoeconomic variables. Topics including trade, political hegemony, oil
politics, and conventional and nontraditional security are all explored and explained by the researcher.
Using Mackinder's Heartland, Spykman Rimland, and Hegemonic Stability theories, examines China's role
in Central Asia. This study adheres to the empirical epistemological method and has taken care of
objectivity. This study analyze primary and secondary research documents critically to elaborate role of
china’s geo economic outreach in central Asian countries and its future prospect. China is thriving in trade,
pipeline politics, and winning states, according to this study, thanks to important instruments like the
Shanghai Cooperation Organisation and the Belt and Road Economic Initiative. According to this study,
China is seeing significant success in commerce, pipeline politics, and gaining influence on other
governments. This success may be attributed to the effective utilisation of key tools such as the Shanghai
Cooperation Organisation and the Belt and Road Economic Initiative.