Basics of two phase flow (gas-liquid) line sizingVikram Sharma
This article was produced with the objective to provide a condensed fundamental insight in gas-liquid line sizing using Lockhart-Martinelli correlation. The content of this article is purely academic by nature.
This presentation was created to provide a quick refresher to single-phase fluid flow line sizing. The content of this presentation was obtained from various literature (handbooks and website).
Please provide your comments
This presentation is a brief descriptive procedure of simulating in aspen flare system analyser (otherwise called as flarenet). It gives a step by step instructions to develop a flare network scheme in the simulator
Basics of two phase flow (gas-liquid) line sizingVikram Sharma
This article was produced with the objective to provide a condensed fundamental insight in gas-liquid line sizing using Lockhart-Martinelli correlation. The content of this article is purely academic by nature.
This presentation was created to provide a quick refresher to single-phase fluid flow line sizing. The content of this presentation was obtained from various literature (handbooks and website).
Please provide your comments
This presentation is a brief descriptive procedure of simulating in aspen flare system analyser (otherwise called as flarenet). It gives a step by step instructions to develop a flare network scheme in the simulator
Pressure Safety Valve Sizing - API 520/521/526Vijay Sarathy
No chemical process facility is immune to the risk of overpressure to avoid dictating the necessity for overpressure protection. For every situation that demands safe containment of process gas, it becomes an obligation for engineers to equally provide pressure relieving and flaring provisions wherever necessary. The levels of protection are hierarchical, starting with designing an inherently safe process to avoid overpressure followed by providing alarms for operators to intervene and Emergency Shutdown provisions through ESD and SIL rated instrumentation. Beyond these design and instrument based protection measures, the philosophy of containment and abatement steps such as pressure relieving devices, flares, physical dikes and Emergency Response Services is employed
The Design and Layout of Vertical Thermosyphon ReboilersGerard B. Hawkins
The Design and Layout of Vertical Thermosyphon Reboilers
0 INTRODUCTION/PURPOSE
1 SCOPE
2 FIELD OF APPLICATION
3 DEFINITIONS
4 THE DESIGN PROBLEM
5 COMPUTER PROGRAMS
6 GENERAL CONSIDERATIONS
6.1 Heating Medium Temperature
6.2 Fouling Resistance
7 DESIGN PARAMETERS
7.1 Overall Arrangement and Specifications
7.2 Geometry Elements
8 ANALYSIS OF COMMERCIALLY AVAILABLE
PROGRAM RESULTS
8.1 Main Results
8.2 Supplementary Results
8.3 Error Analysis
8.4 Adjustments to Design
9 OPERATING RANGE
10 CONTROL
10.1 Control of Condensing Heating Medium Pressure
10.2 Control of The Condensate Level
10.3 Control of Sensible Fluid Flow Rate
11 LAYOUT
11.1 Factors Influencing Design
11.2 A Standard Layout
12 BIBLIOGRAPHY
COURSE LINK:
https://www.chemicalengineeringguy.com/courses/gas-absorption-stripping/
Introduction:
Gas Absorption is one of the very first Mass Transfer Unit Operations studied in early process engineering. It is very important in several Separation Processes, as it is used extensively in the Chemical industry.
Understanding the concept behind Gas-Gas and Gas-Liquid mass transfer interaction will allow you to understand and model Absorbers, Strippers, Scrubbers, Washers, Bubblers, etc…
We will cover:
- REVIEW: Of Mass Transfer Basics required
- GAS-LIQUID interaction in the molecular level, the two-film theory
- ABSORPTION Theory
- Application of Absorption in the Industry
- Counter-current & Co-current Operation
- Several equipment to carry Gas-Liquid Operations
- Bubble, Spray, Packed and Tray Column equipments
- Solvent Selection
- Design & Operation of Packed Towers
- Pressure drop due to packings
- Solvent Selection
- Design & Operation of Tray Columns
- Single Component Absorption
- Single Component Stripping/Desorption
- Diluted and Concentrated Absorption
- Basics: Multicomponent Absorption
- Software Simulation for Absorption/Stripping Operations (ASPEN PLUS/HYSYS)
----
Please show the love! LIKE, SHARE and SUBSCRIBE!
More likes, sharings, suscribers: MORE VIDEOS!
-----
CONTACT ME
Chemical.Engineering.Guy@Gmail.com
www.ChemicalEngineeringGuy.com
http://facebook.com/Chemical.Engineering.Guy
You speak spanish? Visit my spanish channel -www.youtube.com/ChemEngIQA
Pressure Relief Systems
BACKGROUND TO RELIEF SYSTEM DESIGN Vol.1 of 6
The Guide has been written to advise those involved in the design and engineering of pressure relief systems. It takes the user from the initial identification of potential causes of overpressure or under pressure through the process design of relief systems to the detailed mechanical design. "Hazard Studies" and quantitative hazards analysis are not described; these are seen as complementary activities. Typical users of the Guide will use some Parts in detail and others in overview.
Presentations about Oil & Gas separators, fundamentals and how they work in the industry developed by Hector Nguema having Petroskills course as a reference
Safety is the most important factor in designing a process system. Some undesired conditions might happen leading to damage in a system. Control systems might be installed to prevent such conditions, but a second safety device is also needed. One kind of safety device which is commonly used in the processing industry is the relief valve. A relief valve is a type of valve to control or limit the pressure in a system by allowing the pressurised fluid to flow out from the system.
This is course on Plant Simulation will show you how to setup hypothetical compounds, oil assays, blends, and petroleum characterization using the Oil Manager of Aspen HYSYS.
You will learn about:
Hypothetical Compounds (Hypos)
Estimation of hypo compound data
Models via Chemical Structure UNIFAC Component Builder
Basis conversion/cloning of existing components
Input of Petroleum Assay and Crude Oils
Typical Bulk Properties (Molar Weight, Density, Viscosity)
Distillation curves such as TBP (Total Boiling Point)
ASTM (D86, D1160, D86-D1160, D2887)
Chromatography
Light End
Oil Characterization
Using the Petroleum Assay Manager or the Oil Manager
Importing Assays: Existing Database
Creating Assays: Manually / Model
Cutting: Pseudocomponent generation
Blending of crude oils
Installing oils into Aspen HYSYS flowsheets
Getting Results (Plots, Graphs, Tables)
Property and Composition Tables
Distribution Plot (Off Gas, Light Short Run, Naphtha, Kerosene, Light Diesel, Heavy Diesel, Gasoil, Residue)
Oil Properties
Proper
Boiling Point Curves
Viscosity, Density, Molecular Weight Curves
This is helpful for students, teachers, engineers and researchers in the area of R&D, specially those in the Oil and Gas or Petroleum Refining industry.
This is a "workshop-based" course, there is about 25% theory and about 75% work!
At the end of the course you will be able to handle crude oils for your fractionation, refining, petrochemical process simulations!
Air Cooled Heat Exchanger Design
0 INTRODUCTION/PURPOSE
1 SCOPE
2 FIELD OF APPLICATION
3 DEFINITIONS
4 SUITABILITY FOR AIR COOLING
4.1 Options Available For Cooling
4.2 Choice of Cooling System
5 SPECIFICATION OF AN AIR COOLED HEAT
EXCHANGER
5.1 Description and Terminology
5.2 General
5.3 Thermal Duty and Design Margins
5.4 Process Pressure Drop
5.5 Design Ambient Conditions
5.6 Process Physical Properties
5.7 Mechanical Design Constraints
5.8 Arrangement
5.9 Air Side Fouling
5.10 Economic Factors in Design
6 CONTROL
7 PRESSURE RELIEF
8 ASSESSMENT OF OFFERS
8.1 General
8.2 Manual Checking Of Designs
8.3 Computer Assessment
8.4 Bid Comparison
9 FOULING AND CORROSION
9.1 Fouling
9.2 Corrosion
10 OPERATION AND MAINTENANCE
10.1 Performance Testing
10.2 Air-Side Cleaning
10.3 Mechanical Maintenance
10.4 Tube side Access
11 REFERENCES
CFD Analysis Of Multi-Phase Flow And Its MeasurementsIOSR Journals
Multiphase flow occurs when more than one material is present in a flow field and the materials are
present in different physical states of matter or are present in the same physical state of matter but with distinct
chemical properties. The materials present in multiphase flow are often identified as belonging to the primary
or secondary phases. The primary phase is characterized as the phase that is continuous about, or enveloping
of, the secondary phase. The secondary phase is thought to be the material that is distributed throughout the
primary phase. Each phase present in multiphase flow may be either laminar or turbulent, which leads to a
variety of potential flow regimes for multiple phases in the same channel. Project is based on two-phase flow
and its measurement (water + air/vapor). This is frequently encountered in thermal and nuclear power plants,
R&A/C and cryogenic applications, chemical industries and biotechnology etc., the arrangement of a vertical
tube with two water inlets and three air inlets. By varying air and water flow rates following things are
demonstrated and calculated:
Flow regime identification through visualization
Pressure drop measurement
The analysis carried out by the flow of air + water mixture using by Computational Fluid Dynamics (CFD)
technique
Pressure Safety Valve Sizing - API 520/521/526Vijay Sarathy
No chemical process facility is immune to the risk of overpressure to avoid dictating the necessity for overpressure protection. For every situation that demands safe containment of process gas, it becomes an obligation for engineers to equally provide pressure relieving and flaring provisions wherever necessary. The levels of protection are hierarchical, starting with designing an inherently safe process to avoid overpressure followed by providing alarms for operators to intervene and Emergency Shutdown provisions through ESD and SIL rated instrumentation. Beyond these design and instrument based protection measures, the philosophy of containment and abatement steps such as pressure relieving devices, flares, physical dikes and Emergency Response Services is employed
The Design and Layout of Vertical Thermosyphon ReboilersGerard B. Hawkins
The Design and Layout of Vertical Thermosyphon Reboilers
0 INTRODUCTION/PURPOSE
1 SCOPE
2 FIELD OF APPLICATION
3 DEFINITIONS
4 THE DESIGN PROBLEM
5 COMPUTER PROGRAMS
6 GENERAL CONSIDERATIONS
6.1 Heating Medium Temperature
6.2 Fouling Resistance
7 DESIGN PARAMETERS
7.1 Overall Arrangement and Specifications
7.2 Geometry Elements
8 ANALYSIS OF COMMERCIALLY AVAILABLE
PROGRAM RESULTS
8.1 Main Results
8.2 Supplementary Results
8.3 Error Analysis
8.4 Adjustments to Design
9 OPERATING RANGE
10 CONTROL
10.1 Control of Condensing Heating Medium Pressure
10.2 Control of The Condensate Level
10.3 Control of Sensible Fluid Flow Rate
11 LAYOUT
11.1 Factors Influencing Design
11.2 A Standard Layout
12 BIBLIOGRAPHY
COURSE LINK:
https://www.chemicalengineeringguy.com/courses/gas-absorption-stripping/
Introduction:
Gas Absorption is one of the very first Mass Transfer Unit Operations studied in early process engineering. It is very important in several Separation Processes, as it is used extensively in the Chemical industry.
Understanding the concept behind Gas-Gas and Gas-Liquid mass transfer interaction will allow you to understand and model Absorbers, Strippers, Scrubbers, Washers, Bubblers, etc…
We will cover:
- REVIEW: Of Mass Transfer Basics required
- GAS-LIQUID interaction in the molecular level, the two-film theory
- ABSORPTION Theory
- Application of Absorption in the Industry
- Counter-current & Co-current Operation
- Several equipment to carry Gas-Liquid Operations
- Bubble, Spray, Packed and Tray Column equipments
- Solvent Selection
- Design & Operation of Packed Towers
- Pressure drop due to packings
- Solvent Selection
- Design & Operation of Tray Columns
- Single Component Absorption
- Single Component Stripping/Desorption
- Diluted and Concentrated Absorption
- Basics: Multicomponent Absorption
- Software Simulation for Absorption/Stripping Operations (ASPEN PLUS/HYSYS)
----
Please show the love! LIKE, SHARE and SUBSCRIBE!
More likes, sharings, suscribers: MORE VIDEOS!
-----
CONTACT ME
Chemical.Engineering.Guy@Gmail.com
www.ChemicalEngineeringGuy.com
http://facebook.com/Chemical.Engineering.Guy
You speak spanish? Visit my spanish channel -www.youtube.com/ChemEngIQA
Pressure Relief Systems
BACKGROUND TO RELIEF SYSTEM DESIGN Vol.1 of 6
The Guide has been written to advise those involved in the design and engineering of pressure relief systems. It takes the user from the initial identification of potential causes of overpressure or under pressure through the process design of relief systems to the detailed mechanical design. "Hazard Studies" and quantitative hazards analysis are not described; these are seen as complementary activities. Typical users of the Guide will use some Parts in detail and others in overview.
Presentations about Oil & Gas separators, fundamentals and how they work in the industry developed by Hector Nguema having Petroskills course as a reference
Safety is the most important factor in designing a process system. Some undesired conditions might happen leading to damage in a system. Control systems might be installed to prevent such conditions, but a second safety device is also needed. One kind of safety device which is commonly used in the processing industry is the relief valve. A relief valve is a type of valve to control or limit the pressure in a system by allowing the pressurised fluid to flow out from the system.
This is course on Plant Simulation will show you how to setup hypothetical compounds, oil assays, blends, and petroleum characterization using the Oil Manager of Aspen HYSYS.
You will learn about:
Hypothetical Compounds (Hypos)
Estimation of hypo compound data
Models via Chemical Structure UNIFAC Component Builder
Basis conversion/cloning of existing components
Input of Petroleum Assay and Crude Oils
Typical Bulk Properties (Molar Weight, Density, Viscosity)
Distillation curves such as TBP (Total Boiling Point)
ASTM (D86, D1160, D86-D1160, D2887)
Chromatography
Light End
Oil Characterization
Using the Petroleum Assay Manager or the Oil Manager
Importing Assays: Existing Database
Creating Assays: Manually / Model
Cutting: Pseudocomponent generation
Blending of crude oils
Installing oils into Aspen HYSYS flowsheets
Getting Results (Plots, Graphs, Tables)
Property and Composition Tables
Distribution Plot (Off Gas, Light Short Run, Naphtha, Kerosene, Light Diesel, Heavy Diesel, Gasoil, Residue)
Oil Properties
Proper
Boiling Point Curves
Viscosity, Density, Molecular Weight Curves
This is helpful for students, teachers, engineers and researchers in the area of R&D, specially those in the Oil and Gas or Petroleum Refining industry.
This is a "workshop-based" course, there is about 25% theory and about 75% work!
At the end of the course you will be able to handle crude oils for your fractionation, refining, petrochemical process simulations!
Air Cooled Heat Exchanger Design
0 INTRODUCTION/PURPOSE
1 SCOPE
2 FIELD OF APPLICATION
3 DEFINITIONS
4 SUITABILITY FOR AIR COOLING
4.1 Options Available For Cooling
4.2 Choice of Cooling System
5 SPECIFICATION OF AN AIR COOLED HEAT
EXCHANGER
5.1 Description and Terminology
5.2 General
5.3 Thermal Duty and Design Margins
5.4 Process Pressure Drop
5.5 Design Ambient Conditions
5.6 Process Physical Properties
5.7 Mechanical Design Constraints
5.8 Arrangement
5.9 Air Side Fouling
5.10 Economic Factors in Design
6 CONTROL
7 PRESSURE RELIEF
8 ASSESSMENT OF OFFERS
8.1 General
8.2 Manual Checking Of Designs
8.3 Computer Assessment
8.4 Bid Comparison
9 FOULING AND CORROSION
9.1 Fouling
9.2 Corrosion
10 OPERATION AND MAINTENANCE
10.1 Performance Testing
10.2 Air-Side Cleaning
10.3 Mechanical Maintenance
10.4 Tube side Access
11 REFERENCES
CFD Analysis Of Multi-Phase Flow And Its MeasurementsIOSR Journals
Multiphase flow occurs when more than one material is present in a flow field and the materials are
present in different physical states of matter or are present in the same physical state of matter but with distinct
chemical properties. The materials present in multiphase flow are often identified as belonging to the primary
or secondary phases. The primary phase is characterized as the phase that is continuous about, or enveloping
of, the secondary phase. The secondary phase is thought to be the material that is distributed throughout the
primary phase. Each phase present in multiphase flow may be either laminar or turbulent, which leads to a
variety of potential flow regimes for multiple phases in the same channel. Project is based on two-phase flow
and its measurement (water + air/vapor). This is frequently encountered in thermal and nuclear power plants,
R&A/C and cryogenic applications, chemical industries and biotechnology etc., the arrangement of a vertical
tube with two water inlets and three air inlets. By varying air and water flow rates following things are
demonstrated and calculated:
Flow regime identification through visualization
Pressure drop measurement
The analysis carried out by the flow of air + water mixture using by Computational Fluid Dynamics (CFD)
technique
Obtain average velocity from a knowledge of velocity profile, and average temperature from a knowledge of temperature profile in internal flow.
Have a visual understanding of different flow regions in internal flow, and calculate hydrodynamic and thermal entry lengths.
Analyze heating and cooling of a fluid flowing in a tube under constant surface temperature and constant surface heat flux conditions, and work with the logarithmic mean temperature difference.
Obtain analytic relations for the velocity profile, pressure drop, friction factor, and Nusselt number in fully developed laminar flow.
Determine the friction factor and Nusselt number in fully developed turbulent flow using empirical relations, and calculate the heat transfer rate.
Multiphase Flow Performance in Piping SystemsChrisJAlexisJr
Multiphase flow refers to the simultaneous flow of more than one fluid phase. It can be found in various places however it is most prevalent in the petroleum engineering field. This phenomenon brings about a major problem of pressure loss in the petroleum industry and results in a loss in production. Multiphase flow has been studied for years but there are few universally accepted solutions to calculate pressure drop. To accomplish this study, we used peer-review journals and articles in order to determine the flow regimes and characteristics of the different pipe orientations. This allowed us to determine the pressure drop calculations which were best suited for our study. We used a system that was designed with different pipe orientations that are found in the petroleum field and simulated the different flow regimes. Doing so allowed us to perform the calculations using two different pipe sizes; 1 inch and 1.5 inches. The results from the calculations showed that the pressure drop in the small pipe was greater than that of the bigger pipe.
Heat Transfer Analysis of Refrigerant Flow in an Evaporator TubeIJMER
the paper aim is to presenting the heat transfer analysis of refrigerant flow in an evaporator
tube is done. The main objective of this paper is to find the length of the evaporator tube for a pre-defined
refrigerant inlet state such that the refrigerant at the tube outlet is superheated. The problem involves
refrigerant flowing inside a straight, horizontal copper tube over which water is in cross flow. Inlet
condition of the both fluids and evaporator tube detail except its length are specified. here pressure and
enthalpy at discrete points along the tube are calculated by using two-phase frictional pressure drop model.
Predicted values were compared using another different pressure drop model. A computer-code using
Turbo C has been developed for performing the entire calculation
Energy losses in Bends, loss coefficient related to velocity head.Pelton Whee...Salman Jailani
In this slide you learn the how to make the lablayout and the study the Energy losses, Pelton Wheel. Kaplan TURBINE, Franices TURBine And its Efficiency of Mecahanical Power Plants..
00923006902338
Shell & tube heat exchanger single fluid flow heat transferVikram Sharma
This article was produced to highlight the fundamentals of single-phase heat exchanger rating using Kern's method. The content is strictly academic with no reference to industrial best practices.
International Journal of Engineering Research and Applications (IJERA) is an open access online peer reviewed international journal that publishes research and review articles in the fields of Computer Science, Neural Networks, Electrical Engineering, Software Engineering, Information Technology, Mechanical Engineering, Chemical Engineering, Plastic Engineering, Food Technology, Textile Engineering, Nano Technology & science, Power Electronics, Electronics & Communication Engineering, Computational mathematics, Image processing, Civil Engineering, Structural Engineering, Environmental Engineering, VLSI Testing & Low Power VLSI Design etc.
HEAT TRANSFER CORRELATION FOR NON-BOILING STRATIFIED FLOW PATTERN | J4RV3I11006Journal For Research
In chemical industries two phase flow is a process necessity. A better understanding of the rates of momentum and heat transfer in multi-phase flow conditions is important for the optimal design of the heat exchanger. To simplify the complexities in design, heat transfer coefficient correlations are useful. In this work a heat transfer correlation for non- boiling air-water flow with stratified flow pattern in horizontal circular pipe is proposed. To verify the correlation, heat transfer coefficients and flow parameters were measured at different combinations of air and water flow rates. The superficial Reynolds numbers ranged from about 2720 to 5740 for water and from about 563 to 1120 for air. These experimental data were successfully correlated by the proposed two-phase heat transfer correlation. It is observed that superficial.
Student information management system project report ii.pdfKamal Acharya
Our project explains about the student management. This project mainly explains the various actions related to student details. This project shows some ease in adding, editing and deleting the student details. It also provides a less time consuming process for viewing, adding, editing and deleting the marks of the students.
Hierarchical Digital Twin of a Naval Power SystemKerry Sado
A hierarchical digital twin of a Naval DC power system has been developed and experimentally verified. Similar to other state-of-the-art digital twins, this technology creates a digital replica of the physical system executed in real-time or faster, which can modify hardware controls. However, its advantage stems from distributing computational efforts by utilizing a hierarchical structure composed of lower-level digital twin blocks and a higher-level system digital twin. Each digital twin block is associated with a physical subsystem of the hardware and communicates with a singular system digital twin, which creates a system-level response. By extracting information from each level of the hierarchy, power system controls of the hardware were reconfigured autonomously. This hierarchical digital twin development offers several advantages over other digital twins, particularly in the field of naval power systems. The hierarchical structure allows for greater computational efficiency and scalability while the ability to autonomously reconfigure hardware controls offers increased flexibility and responsiveness. The hierarchical decomposition and models utilized were well aligned with the physical twin, as indicated by the maximum deviations between the developed digital twin hierarchy and the hardware.
Water scarcity is the lack of fresh water resources to meet the standard water demand. There are two type of water scarcity. One is physical. The other is economic water scarcity.
CFD Simulation of By-pass Flow in a HRSG module by R&R Consult.pptxR&R Consult
CFD analysis is incredibly effective at solving mysteries and improving the performance of complex systems!
Here's a great example: At a large natural gas-fired power plant, where they use waste heat to generate steam and energy, they were puzzled that their boiler wasn't producing as much steam as expected.
R&R and Tetra Engineering Group Inc. were asked to solve the issue with reduced steam production.
An inspection had shown that a significant amount of hot flue gas was bypassing the boiler tubes, where the heat was supposed to be transferred.
R&R Consult conducted a CFD analysis, which revealed that 6.3% of the flue gas was bypassing the boiler tubes without transferring heat. The analysis also showed that the flue gas was instead being directed along the sides of the boiler and between the modules that were supposed to capture the heat. This was the cause of the reduced performance.
Based on our results, Tetra Engineering installed covering plates to reduce the bypass flow. This improved the boiler's performance and increased electricity production.
It is always satisfying when we can help solve complex challenges like this. Do your systems also need a check-up or optimization? Give us a call!
Work done in cooperation with James Malloy and David Moelling from Tetra Engineering.
More examples of our work https://www.r-r-consult.dk/en/cases-en/
Hybrid optimization of pumped hydro system and solar- Engr. Abdul-Azeez.pdffxintegritypublishin
Advancements in technology unveil a myriad of electrical and electronic breakthroughs geared towards efficiently harnessing limited resources to meet human energy demands. The optimization of hybrid solar PV panels and pumped hydro energy supply systems plays a pivotal role in utilizing natural resources effectively. This initiative not only benefits humanity but also fosters environmental sustainability. The study investigated the design optimization of these hybrid systems, focusing on understanding solar radiation patterns, identifying geographical influences on solar radiation, formulating a mathematical model for system optimization, and determining the optimal configuration of PV panels and pumped hydro storage. Through a comparative analysis approach and eight weeks of data collection, the study addressed key research questions related to solar radiation patterns and optimal system design. The findings highlighted regions with heightened solar radiation levels, showcasing substantial potential for power generation and emphasizing the system's efficiency. Optimizing system design significantly boosted power generation, promoted renewable energy utilization, and enhanced energy storage capacity. The study underscored the benefits of optimizing hybrid solar PV panels and pumped hydro energy supply systems for sustainable energy usage. Optimizing the design of solar PV panels and pumped hydro energy supply systems as examined across diverse climatic conditions in a developing country, not only enhances power generation but also improves the integration of renewable energy sources and boosts energy storage capacities, particularly beneficial for less economically prosperous regions. Additionally, the study provides valuable insights for advancing energy research in economically viable areas. Recommendations included conducting site-specific assessments, utilizing advanced modeling tools, implementing regular maintenance protocols, and enhancing communication among system components.
Immunizing Image Classifiers Against Localized Adversary Attacksgerogepatton
This paper addresses the vulnerability of deep learning models, particularly convolutional neural networks
(CNN)s, to adversarial attacks and presents a proactive training technique designed to counter them. We
introduce a novel volumization algorithm, which transforms 2D images into 3D volumetric representations.
When combined with 3D convolution and deep curriculum learning optimization (CLO), itsignificantly improves
the immunity of models against localized universal attacks by up to 40%. We evaluate our proposed approach
using contemporary CNN architectures and the modified Canadian Institute for Advanced Research (CIFAR-10
and CIFAR-100) and ImageNet Large Scale Visual Recognition Challenge (ILSVRC12) datasets, showcasing
accuracy improvements over previous techniques. The results indicate that the combination of the volumetric
input and curriculum learning holds significant promise for mitigating adversarial attacks without necessitating
adversary training.
Sachpazis:Terzaghi Bearing Capacity Estimation in simple terms with Calculati...Dr.Costas Sachpazis
Terzaghi's soil bearing capacity theory, developed by Karl Terzaghi, is a fundamental principle in geotechnical engineering used to determine the bearing capacity of shallow foundations. This theory provides a method to calculate the ultimate bearing capacity of soil, which is the maximum load per unit area that the soil can support without undergoing shear failure. The Calculation HTML Code included.
About
Indigenized remote control interface card suitable for MAFI system CCR equipment. Compatible for IDM8000 CCR. Backplane mounted serial and TCP/Ethernet communication module for CCR remote access. IDM 8000 CCR remote control on serial and TCP protocol.
• Remote control: Parallel or serial interface.
• Compatible with MAFI CCR system.
• Compatible with IDM8000 CCR.
• Compatible with Backplane mount serial communication.
• Compatible with commercial and Defence aviation CCR system.
• Remote control system for accessing CCR and allied system over serial or TCP.
• Indigenized local Support/presence in India.
• Easy in configuration using DIP switches.
Technical Specifications
Indigenized remote control interface card suitable for MAFI system CCR equipment. Compatible for IDM8000 CCR. Backplane mounted serial and TCP/Ethernet communication module for CCR remote access. IDM 8000 CCR remote control on serial and TCP protocol.
Key Features
Indigenized remote control interface card suitable for MAFI system CCR equipment. Compatible for IDM8000 CCR. Backplane mounted serial and TCP/Ethernet communication module for CCR remote access. IDM 8000 CCR remote control on serial and TCP protocol.
• Remote control: Parallel or serial interface
• Compatible with MAFI CCR system
• Copatiable with IDM8000 CCR
• Compatible with Backplane mount serial communication.
• Compatible with commercial and Defence aviation CCR system.
• Remote control system for accessing CCR and allied system over serial or TCP.
• Indigenized local Support/presence in India.
Application
• Remote control: Parallel or serial interface.
• Compatible with MAFI CCR system.
• Compatible with IDM8000 CCR.
• Compatible with Backplane mount serial communication.
• Compatible with commercial and Defence aviation CCR system.
• Remote control system for accessing CCR and allied system over serial or TCP.
• Indigenized local Support/presence in India.
• Easy in configuration using DIP switches.
Two-phase fluid flow: Guideline to Pipe Sizing for Two-Phase (Liquid-Gas)
1. Two-phase fluid flow
GUIDELINE TO PIPE SIZING FOR TWO-PHASE FLOW (LIQUID-
GAS)
AUTHOR: VIKRAM SHARMA
DATE: 2nd MARCH 2017
2. Table of Contents
What is two-phase flow?
Types of Gas-Liquid flow
Baker’s map for gas-liquid flow
Calculation methodology
References
3. What is two-phase flow?
Single-phase flow → fluid flow in a single state
Multiphase flow → simultaneous flow of several
fluid phases
Common multiphase flow are (i) gas-liquid, (ii)
liquid-liquid or (iii) liquid-solid.
Why is it so important? Severity of pressure drop
problems that may result to operational problems in
a process
4. Types of Gas-Liquid flow
Bubble flow:
Bubbles (gas) are dispersed throughout the liquid
& moves along the upper part of the pipe due to
their buoyancy.
Velocity of the bubble of gas ≈ velocity of the liquid
Occurs when the gas content is 0.3 wt. frac. of the
total volumetric flow & at high mass flow rates
Linear vel. of the liq. = 1.5-4.8 m/s (typical)
Linear vel. 0f the vap. = 0.15-0.61m/s (typical)
5. Types of Gas-Liquid flow
(cont’d)
Plug flow:
Intermittent type two-phase flow
Alternate plugs of liq. & gas where the gas portion
moves along the upper part of the pipe.
Liq. → along the bottom part of the pipe
Expected to occur when liq phase is at 0.61 m/s
and vapour phase is < 1.22 m/s
6. Types of Gas-Liquid flow
(cont’d)
Stratified flow:
2 phases separated frm. by a common interface
Liq phase stratified at the bottom of the piping due
to gravity
Seen in horizontal & slightly inclined pipelines
↓ gas flow: smooth fluid interface or possible
rippling by small capillary waves of a few mm
lengths
↑ gas flow: waves of small amplitude appears,
droplets can be entrained, deposited at the wall or
interface
Liq. vel < 0.15 m/s, gas vel: 0.15-3.05 m/s (typical)
7. Types of Gas-Liquid flow
(cont’d)
Wave flow
Similar to stratified flow, gas flow at ↑ velocity
↓ gas vel. – gas-liq. Interface is flat
As gas vel. increases – interface becomes
unstable due to small disturbances & waves are
seen
Shape & size of waves α pipeline geometry & fluids
flow rates
8. Types of Gas-Liquid flow
(cont’d)
Slug flow
Liq. rich slugs - may or may not cover the entire
inner section of a pipe
Observed when the rapidly moving gas created
waves & form froth slugs
This slugs travel along the pipeline @ vel. Higher
than ave. liq. Vel.
Vibrations are due to ↑ vel. travelling against
fittings
Liq. vel ≈ 4.58 m/s
Gas vel.: 4.58-15.24 m/s
9. Types of Gas-Liquid flow
(cont’d)
Annular flow
Gas vel. further increases resulting to gas flow
through the liq. Flow
Liq. Film @ the bottom of the pipe is thicker due to
gravity
Liq vel. < 0.15 m/s
Gas vel. > 6.1 m/s
10. Types of Gas-Liquid flow
(cont’d)
Dispersed flow
Liq. entrained as the fine droplets by the gas phase
in the gas-liq flow
The dispersed phase in both gas-liq. / liq.-liq. - flow
rates of both phases as the interface is deformable
The dispersed phase of the dispersed flow
coalesces & become continuous phase with ↑ flow
rate
Occur when the gas content is > 30% of the total
weight flow rate
11. Baker’s map for two phase
flow
Liq. entrained as the fine droplets by the gas phase
in the gas-liq flow
12. Calculation procedure
Obtain physical properties of the fluid (mass
flowrate, density, viscosity and surface tension) for
both gas and liquid.
Obtain piping layout. Piping is to be divided into
segments as fluid regime and properties varies
along the piping route
Determine the flow regime for 1st pipe segment
Perform ΔPfriction, ΔPelev. & Δpfittings
Repeat the above calculations for other pipe
segments
13. Calculation procedure (cont’d)
Break the pipe into a couple of segments.
For Segment 0-1, determine the fluid flow regime
by calculating Bx and By (refer to Slide #11).
Intersection of Bx and By gives the fluid flow regime
The next step is to calculate the ΔP of individual
phase (ΔPL, bar/100m & ΔPG,bar/100m)
1 2 3 4 5 6 n
Fluid in Fluid out
𝑚 𝐿, 𝑚 𝐺
𝜌 𝐿, 𝜌 𝐺
𝜇 𝐿, 𝜇 𝐺
𝜎𝐿, 𝜎 𝐺
0
14. Calculation procedure (cont’d)
The next step is to calculate the ΔP of individual
phase (ΔPL, bar/100m & ΔPG,bar/100m) (cont’d)
Darcy friction factor (fD) is expressed as:
fD can calculate for both laminar and turbulent flows
15. Calculation procedure (cont’d)
Lockhart-Martinelli (LM) parameter, X is the ratio of
liquid and gas pressure drop.
It is a function of mass fluxes, densities, viscosities
of the liq.. & gas and pipe diameter.
We have to determine the frictional pressure drop
multipliers for both liq. (φ2
L) and gas (φ2
G).
The multipliers are a factor of fluid Reynolds number
(turbulent, laminar (viscous)).
Transitional flow is considered as TURBULENT.
16. Calculation procedure (cont’d)
Transitional flow is considered as TURBULENT (cont’d)
φ2
L decreases with increasing X, φ2
G increases with
increasing X
Extracting data is cumbersome, may lead to
inaccurate date.
17. Calculation procedure (cont’d)
Extracting data is cumbersome, may lead to
inaccurate date (cont’d).
Chisholm (1967) incorporated the effect of
interfacial shear forces in the LM correlation.
New correlation ensures engineers to determine
the hydraulic diameters of the phases more
accurately compared to LM.
It do not require the use of graph (refer to Slide
#16)
Chisholm (1967) correlations in terms of Lockhart-
Martinelli (1949):
18. Calculation procedure (cont’d)
Chisholm (1967) correlations in terms of Lockhart-
Martinelli (1949) (cont’d)
The frictional pressure drop can be calculated
based on either liquid phase or gas phase.
The next step is to calculate the ΔPstatic due to
elevation
19. Calculation procedure (cont’d)
The next step is to calculate the ΔPstatic due to
elevation (cont’d)
We have to include pressure drop due top fittings.
We rely on equivalent length method to determine
the pressure drop.
This method approximates the pressure drop of
fittings based on hypothetical piping length
20. Calculation procedure (cont’d)
The next step is to calculate the ΔPstatic due to
elevation (cont’d)
We have to include pressure drop due top fittings.
We rely on equivalent length method to determine
the pressure drop.
This method approximates the pressure drop of
fittings based on hypothetical piping length
21. Calculation procedure (cont’d)
This method approximates the pressure drop of fittings
based on hypothetical piping length (cont’d)
Consider the effect of erosion-corrosion on piping.
In certain flow regimes, liq vel approach or exceed gas
vel & this leads to erosion-corrosion
Determine if erosion-corrosion may occur at a particular
velocity.
Total pressure drop is:
P1 of Segment 0-1 is obtained: ΔP0 – ΣPTP..
22. Calculation procedure (cont’d)
P1 of Segment 0-1 is obtained: ΔP0 – ΣPTP.. (cont’d)
The properties for Segment 1-2 is based on Point
1. Repeat the above calculations to determine the
total pressure drop of horizontal pipe straight
length.
Do not segmentized pipe fittings! Choose your
segments appropriately.
23. References
Akiwi, S. (2010, September 7). Dispersed Flow. Retrieved
February 23, 2017, from THERMOPEDIA: A-to-Z Guide to
Thermodynamics, Heat & Mass Transfer, and Fluids
Engineering: http://www.thermopedia.com/content/5/
Alain, L., & Fabre, J. (2011, February 9). Stratified Gas-Liquid
Flow. Retrieved February 21, 2017, from THERMOPEDIA: A-
to-Z Guide to Thermodynamics, Heat & Mass Transfer, and
Fluids Engineering: http://www.thermopedia.com/content/266/
Coker. (2007). Fluid Flow. In Applied Process Design for
Chemicals and Petrochemical Plants (4th ed., Vol. 1, pp. 133-
302). Burlington: Elsevier Inc.
Hewitt, G. F., & Taylor-Hall, N. S. (2013). Flow regimes in
horizontal and inclined flow. In Annular Two-Phase Flow (p.
7). Oxford: Elsevier.
McCready, M. J. (n.d.). Flow regimes in gas-liquid flows.
Retrieved February 22, 2017, from
https://www3.nd.edu/~mjm/flow.regimes.html
24. References
Mekisso, H. M. (2004). Comparison of Frictional Pressure Drop
Correlations for Isothermal Two-Phase Horizontal Flow.
Stillwater: Oklahoma State University.
Sreenivas, J. (2011, February 11). Wavy Flow. Retrieved
February 21, 2017, from THERMOPEDIA: A-to-Z Guide to
Thermodynamics, Heat & Mass Transfer, and Fluids
Engineering: http://www.thermopedia.com/content/269/
Szilas, A. P. (1975). Selected topics in flow mechanics. In
Production and Transport of Oil and Gas (p. 54). New York:
Elsevier.
Thermal-FluidsCentral. (2010, July 9). Frictional pressure drop
correlations based on the separated flow model. Retrieved
March 1, 2017, from
http://www.thermalfluidscentral.org/encyclopedia/index.php/Fricti
onal_pressure_drop_correlations_based_on_the_separated_flo
w_model
Thome, J. R. (n.d.). 1: Two-Phase Flow Patterns and Flow
Pattern Maps Chapter 12 (in Databook III) [Lecture Notes].
Retrieved February 14, 2017, from Two-Phase Flows and Heat
Transfer:
http://ltcm.epfl.ch/files/content/sites/ltcm/files/shared/import/migr
ation/COURSES/TwoPhaseFlowsAndHeatTransfer/lectures/Cha