Signaling Compression (SigComp) is a standards based solution to compress request-response based protocols. This presentation talks about using SigComp to compress SIP messages.
Unshielded twisted pair cable is commonly used for local area networks and connects to devices via RJ45 ports. It transmits data through modulation and demodulation of radio frequency waves. LANs operate using TCP/IP protocols like IPv4 and IPv6 and can be either wired or wireless using technologies such as WiFi, Bluetooth, and Category 7 cable supporting speeds up to 10 gigabits per second. Network configuration is handled by the Dynamic Host Configuration Protocol while security is provided by firewalls. Cloud computing also allows for remote data storage and services.
This document summarizes a zero-day attack on the TP-Link SR20 router. It describes how the router runs an unauthenticated debugging protocol (TDDP version 1) that allows downloading files from TFTP if the second byte of a packet is 0x31, enabling arbitrary code execution. The document discusses initial reverse engineering efforts, including identifying the "tddp" file using binwalk and analyzing its functions in Ghidra to understand how it handles network packets and triggers the vulnerable configuration function.
NAB 2019 Latest Technical and Business Progress with AV1Karan "Kay" Singh
The document summarizes the progress of AV1, an open video codec standard. It discusses concerns raised at NAB 2018 regarding AV1's adoption, including that the bitstream was not frozen and hardware support was lacking. It then outlines key milestones in 2018-2019, such as the dav1d optimized decoder project and its integration in browsers. The document concludes by noting compression gains of AV1 vs other standards but higher encoding complexity compared to alternatives like H.264.
Rob Herring from Linaro presented on accomplishments and next steps for Android HAL consolidation. Some accomplishments included running Android M with Mesa and DRM on various hardware including freedreno and virtio-gpu. Next steps for DRM include improving plane selection and rotation handling in drm_hwcomposer as well as standardizing private data in gralloc. Next steps for other areas include getting video drivers ready for V4L2 and continuing to contribute code to upstream Mesa and DRM projects.
BKK16-102 Creating new workload for Workload Automation & using WA with LAVALinaro
The session will cover the steps needed to prepare and use new workload for Workload Automation tool. The talk is based on the use case of preparing the ‘applaunch + I/O’ test case for benchmarking I/O schedulers.
This document discusses registers and their classification. It defines a register as a group of flip-flops that can store multiple bits. Registers can be classified based on their input/output types as serial-in serial-out (SISO), serial-in parallel-out (SIPO), parallel-in serial-out (PISO), or parallel-in parallel-out (PIPO). Registers can also be classified based on their application, such as shift registers which shift data from one flip-flop to the next, or storage registers which simply store data without shifting. Examples of 4-bit registers are provided to illustrate the different input/output types and applications.
The document discusses the order of operations for packets traversing the Cisco IOS software on an interface. It provides a table outlining the various features a packet will undergo inside-to-outside and outside-to-inside, including checking access lists, decryption, rate limiting, accounting, routing, NAT, inspection, encryption and queuing. It notes some variation may occur between platforms and releases. Related resources on virtual reassembly and a recommended book on securing network traffic planes are also provided.
Unshielded twisted pair cable is commonly used for local area networks and connects to devices via RJ45 ports. It transmits data through modulation and demodulation of radio frequency waves. LANs operate using TCP/IP protocols like IPv4 and IPv6 and can be either wired or wireless using technologies such as WiFi, Bluetooth, and Category 7 cable supporting speeds up to 10 gigabits per second. Network configuration is handled by the Dynamic Host Configuration Protocol while security is provided by firewalls. Cloud computing also allows for remote data storage and services.
This document summarizes a zero-day attack on the TP-Link SR20 router. It describes how the router runs an unauthenticated debugging protocol (TDDP version 1) that allows downloading files from TFTP if the second byte of a packet is 0x31, enabling arbitrary code execution. The document discusses initial reverse engineering efforts, including identifying the "tddp" file using binwalk and analyzing its functions in Ghidra to understand how it handles network packets and triggers the vulnerable configuration function.
NAB 2019 Latest Technical and Business Progress with AV1Karan "Kay" Singh
The document summarizes the progress of AV1, an open video codec standard. It discusses concerns raised at NAB 2018 regarding AV1's adoption, including that the bitstream was not frozen and hardware support was lacking. It then outlines key milestones in 2018-2019, such as the dav1d optimized decoder project and its integration in browsers. The document concludes by noting compression gains of AV1 vs other standards but higher encoding complexity compared to alternatives like H.264.
Rob Herring from Linaro presented on accomplishments and next steps for Android HAL consolidation. Some accomplishments included running Android M with Mesa and DRM on various hardware including freedreno and virtio-gpu. Next steps for DRM include improving plane selection and rotation handling in drm_hwcomposer as well as standardizing private data in gralloc. Next steps for other areas include getting video drivers ready for V4L2 and continuing to contribute code to upstream Mesa and DRM projects.
BKK16-102 Creating new workload for Workload Automation & using WA with LAVALinaro
The session will cover the steps needed to prepare and use new workload for Workload Automation tool. The talk is based on the use case of preparing the ‘applaunch + I/O’ test case for benchmarking I/O schedulers.
This document discusses registers and their classification. It defines a register as a group of flip-flops that can store multiple bits. Registers can be classified based on their input/output types as serial-in serial-out (SISO), serial-in parallel-out (SIPO), parallel-in serial-out (PISO), or parallel-in parallel-out (PIPO). Registers can also be classified based on their application, such as shift registers which shift data from one flip-flop to the next, or storage registers which simply store data without shifting. Examples of 4-bit registers are provided to illustrate the different input/output types and applications.
The document discusses the order of operations for packets traversing the Cisco IOS software on an interface. It provides a table outlining the various features a packet will undergo inside-to-outside and outside-to-inside, including checking access lists, decryption, rate limiting, accounting, routing, NAT, inspection, encryption and queuing. It notes some variation may occur between platforms and releases. Related resources on virtual reassembly and a recommended book on securing network traffic planes are also provided.
BKK16-100K1 George Grey, Linaro CEO Opening KeynoteLinaro
George Grey, Linaro CEO, gives the opening keynote on Monday morning. He will discuss Linaro’s activities across the ARM ecosystem from sensor devices to the data-center. New initiatives including end-to-end open source software platform solutions will be announced and demonstrated.
BKK16-202 LMG Lightning Talks A collection of short and interesting topics wr...Linaro
Cool things we’re working on upstreaming from Android (reboot reason, pstore dts?, partition uevents)
DRM driver status/details
ML lib acceleration with OpenCL
ART Team update
This document summarizes a Linaro Connect meeting in March 2013 about the Linaro Stable Kernel project. It outlines the goals of providing a long term stable kernel basis for product development. It notes the current status of the kernel preview, based on version 3.9, with support for big.LITTLE, the TC2 platform and Android. It lists proposed new features for ARMv8, mainline testing platforms, and areas like virtualization. Finally it reviews the process of integrating features into the Linux kernel while maintaining stable release branches.
The life of a packet through Istio - QCon London 2019Matt Turner
Istio is a service mesh for Kubernetes that offers advanced networking features. It provides intelligent routing, resiliency, and security features, so that service authors don’t have to keep reimplementing them. Istio is rapidly taking off and ther are great introductory talks everywhere. However in this session, we will dive deep to explore precisely how it does what it does, following one brave little packet in from the Internet and back out again. At each point we’ll see how to configure the features of that component to exploit Istio’s full potential. This will give a great insight into Istio’s full power, and its fascinating architecture.
The document outlines the 3GPP standards timeline from 2017 to 2022, showing the development schedule for 5G standards releases 15-18. It details the content definition, specification development, freeze dates and drop dates for each release. The timeline is revised regularly by 3GPP to coordinate the multi-year development of 5G network specifications.
FIWARE Global Summit - Real-time Media Stream Processing Using KurentoFIWARE
Kurento Media Server is an open source platform for processing audio and video streams. It allows input streams to be processed and output streams to be manipulated or redistributed. The server has endpoints to receive media and filters that can transform or process the media. Client applications connect to Kurento to build processing pipelines with these components and control the streaming applications.
JerryScript is a lightweight JavaScript engine optimized for microcontrollers and embedded devices. It has a small memory footprint of only 3KB and implements ECMAScript 5.1. JerryScript has been ported to run on the Internet of Things (IoT) operating system RIOT, allowing JavaScript code to easily be run on microcontrollers. A demo of JerryScript running a Tetris game on an STM32F4 board using an LED matrix was shown. Future work includes further optimizations and adding debugging support to JerryScript.
Module 2 ARM CORTEX M3 Instruction Set and ProgrammingAmogha Bandrikalli
This document provides an overview of the ARM Cortex M3 instruction sets and assembly programming. It begins by explaining why assembly is commonly used, including the need for detailed control flow and efficiency. The outline presented covers assembly basics, instructions, useful instructions, and assembly and C language programming. It then discusses the various instruction sets of the Cortex M3 with examples. Specific instructions covered include data processing, branch, load/store, and 32-bit instructions. It also notes instructions not supported by the Cortex M3 such as coprocessor, state change, and hint instructions.
The linux kernel has two distinct ways of managing idle. The CPUidle framework for CPUs and for all other devices: runtime PM combined with generic power domains (genpd). In addition, CPUidle is not scaling well for multi-cluster SMP systems and heterogeneous systems like big.LITTLE. To better manage idle for modern SoCs with a hierarchical structure, we are exploring extending runtime PM and genpd to CPUs so there is a unified framework for managing idle across all devices.
This document discusses image processing using FPGAs. It begins with an overview of FPGAs and their components. It then discusses using high-level synthesis to convert C++ code to hardware designs for FPGAs. An example of implementing Sobel edge detection on an FPGA is provided. The implementation was optimized from 40 cycles per pixel to 1 cycle per pixel through pipelining, parallelism, and using block RAM for intermediate storage. Challenges discussed include limited debugging tools and steep learning curves for FPGA development.
This document provides an overview of the Link Layer Discovery Protocol (LLDP) including its purpose, packet format, and configuration on Cisco IOS and Juniper JUNOS. LLDP is an open standard protocol that allows devices to advertise information about themselves to neighboring devices. This includes chassis ID, port ID, system description and other details. The document reviews LLDP configuration, monitoring, and troubleshooting commands for Cisco IOS and Juniper JUNOS. It also includes examples of LLDP implementation on Cisco and Juniper routers to share interface and network information between connected devices.
2015.7.17 JANOG36 BGP Flowspec Interoperability Test @ Interop Tokyo 2015 Sho...Shuichi Ohkubo
The document summarizes an interoperability test of BGP Flowspec functionality across Cisco, Huawei, and Juniper routers at Interop Tokyo 2015. The test confirmed basic BGP Flowspec action rules like drop, rate-limiting, and VRF redirection worked across all vendors. Some differences in NLRI formats and match bits were found for TCP flag and fragment match types. The document also provides an example use case of filtering SSH brute-force attacks and discusses additional configuration needed for Juniper routers.
This document discusses C programming on ARM Cortex-M microcontrollers from several perspectives:
- It compares SOC and MCU architectures, focusing on the ARM Cortex-A and Cortex-M series. It also discusses the relationship between ARM and STMicroelectronics as related to CPUs, tools, software ecosystems, and more.
- It provides an overview of the Cortex-M4 architecture, including its 32-bit pipeline, FPU, SIMD and MAC instructions, and the CMSIS standard for core and peripheral information.
- It covers key low-level concepts like the bus architecture, registers, NVIC prioritized interrupts and exception handling, and the Thumb-2 instruction set.
This document discusses network automation using Ansible and OpenConfig/YANG. It provides an overview of moving from CLI scraping to using NETCONF and common data models like OpenConfig and YANG. It also demonstrates how Ansible can be used with Juniper network devices for automation through both standard and API modes. A demo is available on GitHub for automating OpenConfig configurations on Juniper devices using Ansible.
Embedded Recipes 2018 - Upstream multimedia on amlogic so cs from fiction t...Anne Nicolas
Inexpensive set-top boxes are everywhere and many of them are powered by AmLogic SoCs. These chips provide 4K H.265/VP9 video decoding and as of the last couple years, have a very good Mainline Linux and U-Boot support.
Unfortunately, most of the multimedia features, like Hardware Accelerated OpenGL ES, Video Decoding, Audio Playback, and Video Rendering were missing from Upstream projects like Linux, Mesa, Gstreamer or FFmpeg. Thankfully a growing community of independent developers have managed to get most of these features to work using upstream only source code.
Maxime will present the challenges and benefits to have Multimedia support using upstream projects and will detail the technical challenges to offer a complete Multimedia support on these Amlogic SoCs.
The audience is anyone interested in ARM SoCs, multimedia, upstream development process or learning more about the architecture of the AmLogic application processors.
Attendees can expect a presentation on the actual work of code upstreamed for the Amlogic SoCs, a multimedia overview and challenges on non-x86 platforms, an overview of the hardware architecture, and much more.
Ryu is an open source SDN framework developed by NTT that provides libraries for building SDN applications. It supports OpenFlow, various protocols including BGP, and can be used to automate network devices like whitebox switches. The document outlines several use cases such as MPLS VPN automation using Ryu with OpenFlow and BGP, monitoring route changes using BMP, and DoS mitigation at internet exchanges. Future plans include improving support for new OpenFlow versions, protocols, and integrating with whitebox switches.
Webinar topic: OSPF On Router OS7
Presenter: Achmad Mardiansyah & M. Taufik Nurhuda
In this webinar series, How OSPF On Router OS7
Please share your feedback or webinar ideas here: http://bit.ly/glcfeedback
Check our schedule for future events: https://www.glcnetworks.com/en/schedule/
Follow our social media for updates: Facebook, Instagram, YouTube Channel, and telegram also discord
Recording available on Youtube
https://youtu.be/nuByFdZHvAg
BKK16-100K1 George Grey, Linaro CEO Opening KeynoteLinaro
George Grey, Linaro CEO, gives the opening keynote on Monday morning. He will discuss Linaro’s activities across the ARM ecosystem from sensor devices to the data-center. New initiatives including end-to-end open source software platform solutions will be announced and demonstrated.
BKK16-202 LMG Lightning Talks A collection of short and interesting topics wr...Linaro
Cool things we’re working on upstreaming from Android (reboot reason, pstore dts?, partition uevents)
DRM driver status/details
ML lib acceleration with OpenCL
ART Team update
This document summarizes a Linaro Connect meeting in March 2013 about the Linaro Stable Kernel project. It outlines the goals of providing a long term stable kernel basis for product development. It notes the current status of the kernel preview, based on version 3.9, with support for big.LITTLE, the TC2 platform and Android. It lists proposed new features for ARMv8, mainline testing platforms, and areas like virtualization. Finally it reviews the process of integrating features into the Linux kernel while maintaining stable release branches.
The life of a packet through Istio - QCon London 2019Matt Turner
Istio is a service mesh for Kubernetes that offers advanced networking features. It provides intelligent routing, resiliency, and security features, so that service authors don’t have to keep reimplementing them. Istio is rapidly taking off and ther are great introductory talks everywhere. However in this session, we will dive deep to explore precisely how it does what it does, following one brave little packet in from the Internet and back out again. At each point we’ll see how to configure the features of that component to exploit Istio’s full potential. This will give a great insight into Istio’s full power, and its fascinating architecture.
The document outlines the 3GPP standards timeline from 2017 to 2022, showing the development schedule for 5G standards releases 15-18. It details the content definition, specification development, freeze dates and drop dates for each release. The timeline is revised regularly by 3GPP to coordinate the multi-year development of 5G network specifications.
FIWARE Global Summit - Real-time Media Stream Processing Using KurentoFIWARE
Kurento Media Server is an open source platform for processing audio and video streams. It allows input streams to be processed and output streams to be manipulated or redistributed. The server has endpoints to receive media and filters that can transform or process the media. Client applications connect to Kurento to build processing pipelines with these components and control the streaming applications.
JerryScript is a lightweight JavaScript engine optimized for microcontrollers and embedded devices. It has a small memory footprint of only 3KB and implements ECMAScript 5.1. JerryScript has been ported to run on the Internet of Things (IoT) operating system RIOT, allowing JavaScript code to easily be run on microcontrollers. A demo of JerryScript running a Tetris game on an STM32F4 board using an LED matrix was shown. Future work includes further optimizations and adding debugging support to JerryScript.
Module 2 ARM CORTEX M3 Instruction Set and ProgrammingAmogha Bandrikalli
This document provides an overview of the ARM Cortex M3 instruction sets and assembly programming. It begins by explaining why assembly is commonly used, including the need for detailed control flow and efficiency. The outline presented covers assembly basics, instructions, useful instructions, and assembly and C language programming. It then discusses the various instruction sets of the Cortex M3 with examples. Specific instructions covered include data processing, branch, load/store, and 32-bit instructions. It also notes instructions not supported by the Cortex M3 such as coprocessor, state change, and hint instructions.
The linux kernel has two distinct ways of managing idle. The CPUidle framework for CPUs and for all other devices: runtime PM combined with generic power domains (genpd). In addition, CPUidle is not scaling well for multi-cluster SMP systems and heterogeneous systems like big.LITTLE. To better manage idle for modern SoCs with a hierarchical structure, we are exploring extending runtime PM and genpd to CPUs so there is a unified framework for managing idle across all devices.
This document discusses image processing using FPGAs. It begins with an overview of FPGAs and their components. It then discusses using high-level synthesis to convert C++ code to hardware designs for FPGAs. An example of implementing Sobel edge detection on an FPGA is provided. The implementation was optimized from 40 cycles per pixel to 1 cycle per pixel through pipelining, parallelism, and using block RAM for intermediate storage. Challenges discussed include limited debugging tools and steep learning curves for FPGA development.
This document provides an overview of the Link Layer Discovery Protocol (LLDP) including its purpose, packet format, and configuration on Cisco IOS and Juniper JUNOS. LLDP is an open standard protocol that allows devices to advertise information about themselves to neighboring devices. This includes chassis ID, port ID, system description and other details. The document reviews LLDP configuration, monitoring, and troubleshooting commands for Cisco IOS and Juniper JUNOS. It also includes examples of LLDP implementation on Cisco and Juniper routers to share interface and network information between connected devices.
2015.7.17 JANOG36 BGP Flowspec Interoperability Test @ Interop Tokyo 2015 Sho...Shuichi Ohkubo
The document summarizes an interoperability test of BGP Flowspec functionality across Cisco, Huawei, and Juniper routers at Interop Tokyo 2015. The test confirmed basic BGP Flowspec action rules like drop, rate-limiting, and VRF redirection worked across all vendors. Some differences in NLRI formats and match bits were found for TCP flag and fragment match types. The document also provides an example use case of filtering SSH brute-force attacks and discusses additional configuration needed for Juniper routers.
This document discusses C programming on ARM Cortex-M microcontrollers from several perspectives:
- It compares SOC and MCU architectures, focusing on the ARM Cortex-A and Cortex-M series. It also discusses the relationship between ARM and STMicroelectronics as related to CPUs, tools, software ecosystems, and more.
- It provides an overview of the Cortex-M4 architecture, including its 32-bit pipeline, FPU, SIMD and MAC instructions, and the CMSIS standard for core and peripheral information.
- It covers key low-level concepts like the bus architecture, registers, NVIC prioritized interrupts and exception handling, and the Thumb-2 instruction set.
This document discusses network automation using Ansible and OpenConfig/YANG. It provides an overview of moving from CLI scraping to using NETCONF and common data models like OpenConfig and YANG. It also demonstrates how Ansible can be used with Juniper network devices for automation through both standard and API modes. A demo is available on GitHub for automating OpenConfig configurations on Juniper devices using Ansible.
Embedded Recipes 2018 - Upstream multimedia on amlogic so cs from fiction t...Anne Nicolas
Inexpensive set-top boxes are everywhere and many of them are powered by AmLogic SoCs. These chips provide 4K H.265/VP9 video decoding and as of the last couple years, have a very good Mainline Linux and U-Boot support.
Unfortunately, most of the multimedia features, like Hardware Accelerated OpenGL ES, Video Decoding, Audio Playback, and Video Rendering were missing from Upstream projects like Linux, Mesa, Gstreamer or FFmpeg. Thankfully a growing community of independent developers have managed to get most of these features to work using upstream only source code.
Maxime will present the challenges and benefits to have Multimedia support using upstream projects and will detail the technical challenges to offer a complete Multimedia support on these Amlogic SoCs.
The audience is anyone interested in ARM SoCs, multimedia, upstream development process or learning more about the architecture of the AmLogic application processors.
Attendees can expect a presentation on the actual work of code upstreamed for the Amlogic SoCs, a multimedia overview and challenges on non-x86 platforms, an overview of the hardware architecture, and much more.
Ryu is an open source SDN framework developed by NTT that provides libraries for building SDN applications. It supports OpenFlow, various protocols including BGP, and can be used to automate network devices like whitebox switches. The document outlines several use cases such as MPLS VPN automation using Ryu with OpenFlow and BGP, monitoring route changes using BMP, and DoS mitigation at internet exchanges. Future plans include improving support for new OpenFlow versions, protocols, and integrating with whitebox switches.
Webinar topic: OSPF On Router OS7
Presenter: Achmad Mardiansyah & M. Taufik Nurhuda
In this webinar series, How OSPF On Router OS7
Please share your feedback or webinar ideas here: http://bit.ly/glcfeedback
Check our schedule for future events: https://www.glcnetworks.com/en/schedule/
Follow our social media for updates: Facebook, Instagram, YouTube Channel, and telegram also discord
Recording available on Youtube
https://youtu.be/nuByFdZHvAg
Webinar topic: Internet Protocol Deep-Dive
Presenter: Achmad Mardiansyah
In this webinar series, we discussed about Internet Protocol Deep-Dive
Please share your feedback or webinar ideas here: http://bit.ly/glcfeedback
Check our schedule for future events: https://www.glcnetworks.com/en/schedule/
Follow our social media for updates: Facebook, Instagram, YouTube Channel, and telegram also discord
Recording available on Youtube
https://youtu.be/u8_FxpNfqAs
This document provides an overview of using Session Initiation Protocol (SIP) and related technologies like VoiceXML and CCXML for building voice applications. It discusses the layers of a telephony application including the application layer, API/XML layer, and platform layer. It then explains key concepts of SIP like call setup using INVITE, response codes, and major SIP methods. The document provides code samples of using CCXML and VoiceXML to build an application that routes calls and posts results to Twitter.
The document discusses the evolution of next generation IP transport networks using a Unified MPLS approach. Key points include:
- Unified MPLS aims to simplify MPLS operations in large, complex networks through common MPLS technology across domains and hierarchical BGP routing.
- It reduces the number of operational points needed for services by minimizing static configuration and integrating previously separate MPLS islands.
- The network is divided into IGP/LDP domains with inter-domain communication handled through labeled BGP routes. This reduces route tables and the number of label switched paths required in the access domains.
A Journey into Hexagon: Dissecting Qualcomm BasebandsPriyanka Aash
Mobile phones are quite complicated and feature multiple embedded processors handling wifi, cellular connectivity, bluetooth, and other signal processing in addition to the application processor. Have you ever been curious about how your phone actually makes calls and texts on a low level? Or maybe you want to learn more about the internals of the baseband but have no clue where to start. We will dive into the internals of a qualcomm baseband, tracing it's evolution over the years until its current state. We will discuss the custom, in-house DSP architecture they now run on, and the proprietary RTOS running on it. We will also cover the architecture of the cellular stack, likely places vulnerabilities lie, and exploit mitigations in place. Finally we will cover debugging possibilities, and how to get started analyzing the baseband firmware—how to differentiate between RTOS and cellular functions, how to find C std library functions, and more.
Mobicents Summit 2012 - Vladimir Ralev - Mobicents Load Balancer and High Ava...telestax
This document discusses high availability (HA) and session initiation protocol (SIP) load balancing design. It notes that HA does not imply replication. It then outlines several deployment scenarios for load balancing, including pure IP, standalone SIP, distributed, and cooperative load balancing with HTTP. It discusses advantages and disadvantages of different approaches. It also covers topics like via headers, load balancing algorithms, and the internal architecture of a SIP load balancer.
Part 7: 3GPP Roadmap - 5G for Absolute Beginners3G4G
An introductory training on 5G for newbies available on Udemy - http://bit.ly/udemy5G
All our #3G4G5G slides and videos are available at:
Videos: https://www.youtube.com/3G4G5G
Slides: https://www.slideshare.net/3G4GLtd
5G Page: https://www.3g4g.co.uk/5G/
Free Training Videos: https://www.3g4g.co.uk/Training/
Redefining brain tumor segmentation: a cutting-edge convolutional neural netw...IJECEIAES
Medical image analysis has witnessed significant advancements with deep learning techniques. In the domain of brain tumor segmentation, the ability to
precisely delineate tumor boundaries from magnetic resonance imaging (MRI)
scans holds profound implications for diagnosis. This study presents an ensemble convolutional neural network (CNN) with transfer learning, integrating
the state-of-the-art Deeplabv3+ architecture with the ResNet18 backbone. The
model is rigorously trained and evaluated, exhibiting remarkable performance
metrics, including an impressive global accuracy of 99.286%, a high-class accuracy of 82.191%, a mean intersection over union (IoU) of 79.900%, a weighted
IoU of 98.620%, and a Boundary F1 (BF) score of 83.303%. Notably, a detailed comparative analysis with existing methods showcases the superiority of
our proposed model. These findings underscore the model’s competence in precise brain tumor localization, underscoring its potential to revolutionize medical
image analysis and enhance healthcare outcomes. This research paves the way
for future exploration and optimization of advanced CNN models in medical
imaging, emphasizing addressing false positives and resource efficiency.
Discover the latest insights on Data Driven Maintenance with our comprehensive webinar presentation. Learn about traditional maintenance challenges, the right approach to utilizing data, and the benefits of adopting a Data Driven Maintenance strategy. Explore real-world examples, industry best practices, and innovative solutions like FMECA and the D3M model. This presentation, led by expert Jules Oudmans, is essential for asset owners looking to optimize their maintenance processes and leverage digital technologies for improved efficiency and performance. Download now to stay ahead in the evolving maintenance landscape.
Use PyCharm for remote debugging of WSL on a Windo cf5c162d672e4e58b4dde5d797...shadow0702a
This document serves as a comprehensive step-by-step guide on how to effectively use PyCharm for remote debugging of the Windows Subsystem for Linux (WSL) on a local Windows machine. It meticulously outlines several critical steps in the process, starting with the crucial task of enabling permissions, followed by the installation and configuration of WSL.
The guide then proceeds to explain how to set up the SSH service within the WSL environment, an integral part of the process. Alongside this, it also provides detailed instructions on how to modify the inbound rules of the Windows firewall to facilitate the process, ensuring that there are no connectivity issues that could potentially hinder the debugging process.
The document further emphasizes on the importance of checking the connection between the Windows and WSL environments, providing instructions on how to ensure that the connection is optimal and ready for remote debugging.
It also offers an in-depth guide on how to configure the WSL interpreter and files within the PyCharm environment. This is essential for ensuring that the debugging process is set up correctly and that the program can be run effectively within the WSL terminal.
Additionally, the document provides guidance on how to set up breakpoints for debugging, a fundamental aspect of the debugging process which allows the developer to stop the execution of their code at certain points and inspect their program at those stages.
Finally, the document concludes by providing a link to a reference blog. This blog offers additional information and guidance on configuring the remote Python interpreter in PyCharm, providing the reader with a well-rounded understanding of the process.
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.
Null Bangalore | Pentesters Approach to AWS IAMDivyanshu
#Abstract:
- Learn more about the real-world methods for auditing AWS IAM (Identity and Access Management) as a pentester. So let us proceed with a brief discussion of IAM as well as some typical misconfigurations and their potential exploits in order to reinforce the understanding of IAM security best practices.
- Gain actionable insights into AWS IAM policies and roles, using hands on approach.
#Prerequisites:
- Basic understanding of AWS services and architecture
- Familiarity with cloud security concepts
- Experience using the AWS Management Console or AWS CLI.
- For hands on lab create account on [killercoda.com](https://killercoda.com/cloudsecurity-scenario/)
# Scenario Covered:
- Basics of IAM in AWS
- Implementing IAM Policies with Least Privilege to Manage S3 Bucket
- Objective: Create an S3 bucket with least privilege IAM policy and validate access.
- Steps:
- Create S3 bucket.
- Attach least privilege policy to IAM user.
- Validate access.
- Exploiting IAM PassRole Misconfiguration
-Allows a user to pass a specific IAM role to an AWS service (ec2), typically used for service access delegation. Then exploit PassRole Misconfiguration granting unauthorized access to sensitive resources.
- Objective: Demonstrate how a PassRole misconfiguration can grant unauthorized access.
- Steps:
- Allow user to pass IAM role to EC2.
- Exploit misconfiguration for unauthorized access.
- Access sensitive resources.
- Exploiting IAM AssumeRole Misconfiguration with Overly Permissive Role
- An overly permissive IAM role configuration can lead to privilege escalation by creating a role with administrative privileges and allow a user to assume this role.
- Objective: Show how overly permissive IAM roles can lead to privilege escalation.
- Steps:
- Create role with administrative privileges.
- Allow user to assume the role.
- Perform administrative actions.
- Differentiation between PassRole vs AssumeRole
Try at [killercoda.com](https://killercoda.com/cloudsecurity-scenario/)
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
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KuberTENes Birthday Bash Guadalajara - K8sGPT first impressionsVictor Morales
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3. What is SigComp?
●A Solution to compress application protocols
●Applied on any request - response type
application
○Eg. SIP, RTSP etc.
●Independent of compression algorithm
●Defined in RFC 3320
4. Why SigComp?
●Protocols like SIP are text based
●Engineered for bandwidth rich link
●Transmission delay is significant
○Increases call setup time
●Bandwidth savings is not a main goal
10. States
●A State is a plain string
○Can be uniquely identified by a state identifier
●Statically Created
○SIP/SDP Static Dictionary (RFC 3485)
○Presence Static Dictionary (RFC 5119)
●Dynamically Created
○Created dynamically during compression
14. Compressor Dispatcher
●Interfaces with application
○Compress a message
○Close a compartment
●Accepts message & Compartment ID from
application
●Invokes appropriate Compressor
●Receives compressed message from
Compressor
●Performs "byte stuffing" if required
●Sends the compressed message
15. Decompressor Dispatcher
●Interfaces with application
○Returns decompressed message
○Accept compartment ID to save states
●Receives compressed message from network
●Removes "byte stuffing" if required
●Invokes a single instance of UDVM per
message
●Receives the decompressed message from
UDVM
17. State Handler
●Compartment maintenance
○Create compartment
○Add/Delete state to/from compartment
○Add/Access requested feedback in a compartment
●State maintenance
○Access state given state identifier
18. UDVM
●Virtual Machine to run SigComp bytecode
●Designed solely for the purpose of running
decompression algorithms
19. Negative Acknowledgment for
SigComp
●Version 2.0 of SigComp
●Handle decompression failure
○Generate NACK on decompression failure
○NACK carries all the failure details to correct the
compartment
●Make adjustments to compartment on receipt of
NACK
●Defined in RFC 4077
20. SigComp for SIP
●Defined in RFC 3486 & 5049
●Demultiplex SigComp & SIP message
○First 5 bits of SigComp message is '11111'
●Mechanism for SIP entity to report its
willingness to support SigComp
●SigComp requirements for a SIP entity
23. When to Compress?
●Route target has 'comp=sigcomp' parameter
○For response, Via header is route target
○For request, Route header or Request URI is route
target
●'comp=sigcomp' is just a request to accept
SigComp message
○For eg. We do not compress messages towards
core network side even if the route target has
'comp=sigcomp'
24. Willingness to support SigComp
●Add 'comp=sigcomp' parameter in Via header
●Add 'comp=sigcomp' parameter in Record-
Route
●An OPTIONS request send to proxy should
return 200 ok with 'comp=sigcomp' in Contact
header