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Task-boundary agnostic continuous federated learning using online variational bayes Reddy, Shivakanth ; Prasad, Ranjitha (advisor) ( IIIT-Delhi , 2024-08-04 ) Federated learning (FL) is a privacy-preserving machine learning approach that enables the training of models across multiple decentralized edge devices without exchanging raw data. However, local models trained only on ...
Accounting for the correlation between low-threshold and high-threshold transistors using analytical techniques Pandey, Prashasti ; Saurabh, Sneh (Advisor) ( IIIT-Delhi , 2024-06-01 ) With the scaling of semiconductor technology nodes, the impact of process-induced variations has increased. Statistical static timing analysis accounts for global and local variations in the timing analysis. The present ...
NORD-F : addressing near-oods for robust classification through disentanglement representation learning for fine grained datasets Sharma, Ishika ; Prasad, Ranjitha (advisor) ( IIIT-Delhi , 2024-07-29 ) Out-of-Distribution (OoD) detection has emerged as a crucial aspect in machine learning, essential for ensuring the resilience and reliability of models deployed in real-world scenarios. Traditional methods excel at ...
Asymmetric high-density low leakage SRAM cells Shroti, Ajay ; Grover, Anuj (Advisor) ( IIIT-Delhi , 2024-05-15 ) Embedded memories occupy up to 70% of the area and account for 30-50% power consumption in advanced digital SoCs. A large part of this power is leakage power. Therefore, high-density, low-leakage SRAM cells are desirable. ...
Reducing test time using regression algorithms in post silicon validation Mamodia, Shivani ; Subramanyam, A V (Advisor) ( IIIT-Delhi , 2020-07-01 )
Unsupervised cross modality person Re-Identification Gupta, Sagar ; Subramanyam, A V (Advisor) ( IIIT-Delhi , 2020-07-01 ) Unsupervised Person Re-Identi cation (Re-ID) su ers severely from the gap in the modality. Many factors pose a challenge to the task, including occlusions, lightning conditions, pose changes, among several others. Various ...
A computational approach to assist healthcare professionals in selecting antibacterial drugs to treat bacterial infections Chatterjee, Sayantika ; Majumdar, Angshul (Advisor) ( IIIT-Delhi , 2023-05 ) The reproducibility of experiments has been a long-standing obstruction for farther scientific evolution. Computational methods are being involved to accelerate and to economize drug discovery and the development process. ...
Visual monitoring for wildlife : detection and re-identification Ananya ; Anand, Saket (Advisor) ( IIIT-Delhi , 2023-05 ) Visual wildlife monitoring of animals requires detection for species-level categorization and re-identification (Re-ID) for population estimation of an individual species. Traditionally, the monitoring is done via GPS ...
Counterfactual inference framework for joint estimation of medical costs, treatment effect and time-to-event Khan, Zuber ; Prasad, Ranjitha (Advisor) ( IIIT-Delhi , 2022-12 ) Optimal treatment selection is extremely crucial in emergency situations such as for a patient admitted in ICU. However, the chosen medical treatment may not necessarily be a financially favorable choice. In some of the ...
Software prototype of IEEE 802.11ad based joint radar communication receiver Sindhu, V Sri ; Ram, Shobha Sundar (Advisor) ; Darak, Sumit Jagdish (Advisor) ( IIIT-Delhi , 2022-09 ) Rapid beam alignment is required to support high gain millimeter wave (mmW) communication links between a base station (BS) and mobile users (MU). The standard IEEE 802.11ad protocol enables beam alignment at the BS ...
Optimizing medical costs and resource utilization using causal inference and explaining the model’s predictions Jain, Tanisha ; Prasad, Ranjitha (Advisor) ( IIIT-Delhi , 2023-07 ) Machine learning (ML) models that accurately predict treatment effects and related healthcare costs can bring significant efficiencies in the healthcare industry. These models could help reduce fatalities resulting from ...
Software and hardware prototype of ieee 802.11ad based joint radar communication transmitter Jain, Soumya ; Ram, Shobha Sundar (Advisor) ; Darak, Sumit Jagdish (Advisor) ( IIIT-Delhi , 2022-07 ) Next-generation wireless communication systems are expected to support high-mobility and high-bandwidth vehicle-to-everything (V2X) communications in sub-6 GHz and millimeter wave (mmWave) spectrum. The deployment in mmWave ...
A practical methodology to waive marginal timing violations using machine learning Kumar, Rajat ; Saurabh, Sneh (Advisor) ( IIIT-Delhi , 2022-07 ) Achieving timing closure is a challenging task, and it becomes more complicated due to the artificial pessimism in the traditional timing models of the flip-flops. During the signoff stages, we can alleviate this problem ...
Personalized unsupervised federated autoencoders Arora, Kanika ; Prasad, Ranjitha (Advisor) ( IIIT-Delhi , 2023-07 ) An immense amount of data is generated daily usingmodern technologies in autonomous vehicles, IoT, smart grids, etc. But unfortunately, this data generated at the edge cannot be used for any machine learning model training ...
Explorized filter-based on-policy adaptive optimal lqr with unknown dynamics Chhillar, Jayant ; Roy, Sayan Basu (Advisor) ( IIIT-Delhi , 2023-08 ) Conventionally, optimal control solutions demand offline a priori knowledge of the system dynamics. Adaptive optimal control methods have been advantageous in allowing for dynamic controllers to approximate optimal control ...
An artificial neural network based incremental placer for wire length reduction Gagandeep ; Saurabh, Sneh (Advisor) ( IIIT-Delhi , 2022-08 ) The total wire length of a design affects various QoR measures such as timing, power, and routability. Hence, it is a critical parameter to optimize in physical design. Post global routing, the total wire length can be ...
A sense amplifier based bulk built-in current sensor for detecting laser-induced currents Batabyal, Debjit ; Grover, Anuj (Advisor) ; Kumar, Ashish (Advisor) ( IIIT-Delhi , 2022-07 ) Soft errors can occur when integrated circuits (ICs) are subjected to hostile conditions in space, the upper atmosphere, or even on Earth. For more than four decades, researchers have been studying similar phenomena. Among ...
To study the impact of process variations on NoC performance: a circuit-centric approach Anushka ; Deb, Sujay (Advisor) ( IIIT-Delhi , 2023-12 ) Due to technology scaling, achieving increasing bandwidth demands has become challenging and has led to the preference of Network-On-Chips (NoCs) over bus architecture as the communication infrastructure in multi-core ...
Hardware software co-design of deep learning augmented wireless channel estimation Sharma, Animesh ; Darak, Sumit Jagdish (Advisor) ( IIIT-Delhi , 2022-12 ) The feasibility study of deep learning (DL) approaches for reliable, flexible, and high throughput wireless physical layer (PHY) has received significant interest from academia and industry. In this direction, 3GPP has set ...
Power estimation of in-memory compute based memory arrays using simulink blocks Mohd, Aamir ; Grover, Anuj (Advisor) ( IIIT-Delhi , 2022-10 ) System-on-Chip (SoC) incorporates all the components of any system onto a single integrated circuit. Their compact, power-efficient architecture allows them to be used in various applications like automotive, consumer ...

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Latest Topics in Electronics and Communication (ECE) for project, research, and thesis

Electronics and Communication is an important field with respect to our daily life. There are a number of good topics in electronics and communication engineering (ECE) for thesis, research, and project. New developments and research are going on in this field. It has made our life, even more, easier and comfortable.

Mobile phones and Communication network have brought the world closer. All thanks to electronics and communication engineers working towards the development of these electrical products. Talking about academics, students are often confused about which topic to choose in electronics and communication for project, thesis or for the seminar. M.Tech students find it even more difficult to choose a good master thesis topics in communication engineering. Even after the choice of the topic is made, students are unable to get proper thesis guidance and thesis assistance in ECE.

So what to do?

Here are some of the latest and best topics in electronics and communication which you can choose for your thesis, projects, and seminars for M.Tech and Ph.D. You can get thesis help in any of these topics from the thesis guidance experts.

Latest Thesis and Research Topics in Electronics and Communication(ECE)

Following is the list of latest topics in Electronics and Communication(ECE) for the project, research and thesis:

Fibre Optic Communication

Embedded systems, nanoelectronics, oled(organic light emitting diode).

Zigbee Technology

Human Area Network

Bluetooth is a low-power wireless technology used for exchange of data within a short range. Bluetooth build a Personal Area Network(PAN) for exchange of data between mobile devices. This technology was invented by Ericsson in 1994. Bluetooth is based on radio technology known as frequency-hopping spread spectrum. In this technology, the data is transmitted in the form of packets. It is a very good topic for an M.Tech thesis. Thesis help in this topic can be taken from an expert in this field. Along with this it is also a very good choice for major project in ECE. There are two processes of Bluetooth technology:

Basic Rate/Enhanced Data Rate(BR/ED) –It uses point-to-point topology to enable continuous wireless communication between two devices. The common example for this is wireless speakers.

Low Energy(LE) – It uses multiple network topologies for communication which include point-to-point, mesh and broadcast. Point-to-point is for one to one device communication. Broadcast is for one to many device communication. Mesh is for many to many device communication.

Many consumers are using this technology worldwide for streaming audio, data exchange and broadcasting information. Bluetooth technology uses a variety of protocols. The Bluetooth protocol stack is divided into two parts: Controller Stack and the host stack.

The controller stack is implemented in low-cost silicon devices that contains Bluetooth radio and a microprocessor. The host stack is implemented on the top of the operating system or as an installable package on the operating system.

Thesis topics in electronics and communication

How Bluetooth technology works?

The Bluetooth network is also known as Personal Area Network or Piconet in which there are 2 to 8 devices. One is the master device that initiates the communication while other are the slaves. The slave devices respond to the action of the master device. The master device governs the transmission between the slave devices. A slave device may begin transmission only in an allotted time slot.

A scatternet is created when a device participates in more than one piconet.

Features of Bluetooth Technology

Following are some of the features of Bluetooth technology:

Based on radio technology.

Power consumption is less.

There are fewer complications.

Applications of Bluetooth technology

Wireless mobile phone headset.

Bluetooth enabled laptops and Pcs.

Wireless mouse and keyboard.

Data transfer between mobile devices.

Disadvantages of Bluetooth Technology

Along with benefits, there are certain disadvantages of Bluetooth technology. Some of these are:

High battery consumption.

Security is poor.

The data transfer is low.

Lower bandwidth.

For transmission of large amount of data fibre optic communication is the perfect choice. This type of communication is used to transmit data over long distances over the computer network. This technology converts electronic signals into light signals and the signals are transmitted through the optical fibres. It is a very good choice for your M.Tech thesis project. Thesis help in this topic can be taken from professionals in this topic. Some of the characteristics of this type of communication are:

High bandwidth

Long distance communication

Less electromagnetic interference

Transmission Security

How Fibre Optics Communication works?

Unlike other form of communication, in fibre optics, the communication takes place in the form of light signals. The components of fibre optics communication are:

Transmitter

Light source

The transmitter receives input in the form of electrical signals which are converted into light signals using a light source like LED and laser. The light signal is transmitted using optic fibre cable to the receiver where it is converted back into electric signals. The receiver consists of a photodetector that measures the frequency of the optic field. The wavelength near to the infrared is used for communication.

Photodetector – A photodetector is a device that converts light signals into electric signals. Two types of photodetectors mainly used in fibre optic communication are PN photodiode and avalanche photodiode.

Advantages of fibre optics communication

Some of the advantages of fibre optics communication are:

Higher transmission bandwidth

Data transmission is higher

Low power loss

Higher Security

Immunity to electromagnetic interference

Disadvantages

High installation cost

More number of repeaters

More maintenance is required

Embedded Systems are the type of physical hardware systems with software embedded in that. This system is microprocessor or microcontroller-based and can be independent or can be a part of larger system. This system is specifically designed to perform some tasks. It is a hot topic for thesis, project ad for seminar. If you know little about this topic you can also take thesis guidance for this topic. Following are the three components of embedded systems:

Real-Time Operating System

Characteristics of Embedded Systems

The characteristics of the embedded systems are:

Single Functionality – Embedded Systems are specifically designed to perform a single task.

Tightly Constrained – Embedded Systems are based on constraints like design, cost , size, and power.

Reactive – Embedded Systems are reactive in nature i.e. they instantaneously react to any changes in nature.

Based on microprocessor – Embedded Systems are microprocessor and microcontroller based.

Memory – These systems have ROM(Read Only Memory) embedded in that as there is no need of secondary memory.

Connectivity – These systems have peripherals connected to them for input and output.

What an Embedded System consists of?

The basic structure of an embedded system consists of the following components:

Sensor – To measure the quantity of a system by converting it into electrical signals.

A/D Converter – It is required to convert analog to digital signals.

Processor – It processes the data and stores it into memory.

D/A Converter – It converts digital to analog signals.

Actuator – An actuator compares the output of the D/A converter to the expected output.

Advantages of Embedded Systems

These systems can be easily customized.

These have low power consumption.

The cost is comparatively low.

The power is enhanced.

Disadvantages of Embedded Systems

High efforts in development

Marketing is not easy.

Nanoelectronics is a field that deals with the use of nanotechnology in electrical components. On the other hand, nanotechnology is a branch of engineering that deals with the matter at an atomic and molecular level. Nanoelectronics more or less is based on the transistors. The transistors used here have size lesser than 1000 nanometers. These are so small that there is separate study to understand the inter atomic interactions as well as quantum mechanical properties. These transistors are designed through nanotechnology and are very much different from the traditional transistors.

The work that a nanoelectronic device can do depends upon its size. With increase in volume, the power of the device will increase. The development in this field is in progress as there are some limitations of it when used in real world.

Different approaches to nanotechnology

The different approaches to nanotechnology are:

Nanofabrication

Nanomaterials Electronics

Molecular Electronics

Nanophotonics

Applications of Nanoelectronics

Certain development and applications have been made in this field of nanotechnology which are as follows:

Nanoradio – These will have nanoprocessors for its working with high speed and performance. Carbon nanotubes are being used in this application.

Nanocomputers – Traditional computers will be replaced by nanocomputers for higher performance and speed. Detailed research is being carried out in this field.

Medical Diagnostics – Nanoelectronic devices can detect biomolecules and thus will help in medical diagnostics.

Energy Production – Research is being conducted to create energy efficient solar cells, galvanic cells and fuel cells.

VLSI (Very Large Scale Integration)

VLSI is a process to create Integrated Circuits(IC) by combining together thousands of transistors on a single chip. Microprocessor is an example of VLSI. Before the development of VLSI, the Integrated Circuits had limited functionality and performance. VLSI gives the ability to add CPU, RAM, ROM and other such functions on a single chip.

Due to this, the electronics industry has recorded a commendable growth.

Design of VLSI

VLSI maily consists of front-end design and back-end design. Front-end design is the digital design while back-end design is the CMOS(Complememtary metal-oxide semiconductor) library design. The steps followed while designing a VLSI are:

Problem Specification – In this step, various parameters are studied like size, cost, performance and functionality.

Architecture – In this step, specifications like floating point unit, ALU, RISC/CISC and cache size are studied.

Functional Design – The functional unit along with the input and output are defined in this step using a block diagram.

Logical Design – The main logic of the system is designed at this step. Other developments in this step include boolean expression, register allocation, control flow and word width.

Design of the Circuit – The circuit is designed after the logical design by the use of gates and transistors.

Physical Design – The complete layout of the system is designed at this step through geometrical representation.

Packaging – The final product is obtained after putting together all the chips into a single printed circuit board.

Advantages of VLSI

The advantages of VLSI are:

Size of the circuit is reduced.

Cost of the device is reduced.

Increase in overall performance and speed.

Higher reliability

Find its use in almost every field from computers to medicines.

OLED is a type of LED( Light Emitting Diode) with a small change that the component that produces light is made up of a thin layer of organic compounds. This organic semiconductor layer is situated between the two electrodes. It is mainly used for flat panel displays, mobile devices, and smartphones. There are two types of OLEDs :

Based on small molecules

Using polymers

Working of OLEDs

Organic LED work almost in the same way as traditional LEDs with some changes. In this instead of n-type and p-type semiconductors, organic molecules are used to produce electrons and holes. There are 6 layers of OLED. The top layer is known as the seal while the bottom layer is called the substrate. There are two terminals between the top and the bottom layers – anode(positive terminal) and cathode(negative terminal). In between these terminals, there are the organic layers one is the emissive layer and the other one is the conductive layer.

A voltage is connected to the anode and the cathode. Electricity starts flowing and the cathode starts receiving electrons while the cathode starts losing them. As the electrons are added, the emissive layer starts becoming negatively charged while the conductive layer starts becoming positively charged. The positively charged holes starts jumping towards the emissive layer. When the positive hole meets the negatively charged electron ,a photon is produced which is a particle of light.

Advantages of OLEDs

These are superior to LCDs.

These are thinner, lighter and flexible.

The respond time is faster.

They produce true colors with better viewing angle.

Disadvantages of OLEDs

These have comparatively less life time than the LCDs.

The organic molecules degrade over the time.

These are very sensitive to water.

ZigBee Technology

ZigBee is an IEEE 802.15.4 based communication system designed for wireless personal area network . This standard allows the physical and media access control layer(MAC) to handle various devices at a very low-data rate. The main characteristics of this technology is that it is low powered and low cost. It controls and manages application within a range of 10-100 metres. Moreover, it is less expensive than the Bluetooth and Wifi.

Architecture of ZigBee

This system consist of the following three devices:

ZigBee Coordinator

The ZigBee coordinator acts as the bridge and the root of the whole network. It handles and stores the information by performing some data operations. The ZigBee routers are the intermediatory device that allows data to pass to and from other devices. The end device communicates with the parent node. The ZigBee protocol consists of the following 5 layers:

Physical Layer – This layer performs the modulation and demodulation operation.

MAC Layer – This layer access different networks using CSMA to check for reliable transmission of data.

Network Layer – This layer looks after all the operations related to the network.

Application Support Sub-Layer – This layer matches two devices according to their services and needs.

Application Framework – This layer provides two types of data services. One is the key value pair and the other one is the generic messages service.

ZigBee Operating Modes

There two modes of operation in ZigBee:

Non-beacon – In this mode, there is no monitoring of the incoming data by the coordinators and the routers.

Beacon – In this mode, the active state of the incoming data is continuously monitored by the coordinators and routers thereby consuming more power.

Applications of ZigBee Technology

ZigBee finds its application in the following fields:

Industrial Automation

Home Automation

Smart Metering

Smart Grid Monitoring

Human Area Network is a wireless network also referred to as RedTacton that uses the human body as a medium for high-speed transmission. It is different from other wireless and infrared technologies in the sense that it uses tiny electric field emitted on the surface of the human body. It is a very good topic under ece thesis topics list.

The human body forms a transmission path whenever a part of it comes into contact with the RedTacton transceiver. Body surface can be hands, legs, arm, feet or face. It can work through clothes and shoes. Whenever the physical contact between the transceiver and the human body is lost, communication ends.

It has the following three main features:

The communication can be triggered by human movements like touching, gripping, walking, sitting, and stepping for obtaining data.

The transmission speed is not depleted when many people are communication at the same time as the transmission path is human body surface.

Conductors and dielectrics can be used along with the human body.

Working of Human Area Network

The approach of Human Area Network is different from other networks. It does not use electromagnetic waves or light waves for data transmission. Instead, it uses weak electric signals on the human body for transmission. It works as follows:

The RedTacton transmitter generates a weak electric signal on the human body surface.

Any changes caused by the transmitter to the electric field is sensed by the RedTacton receiver.

RedTacton depends upon the principle that the changes in the weak electric field can cause a change in the optical properties of an electro-optic crystal.

These changes are detected using a laser and the result is produced in the form of electrical signals.

RedTacton uses CSMA/CD(Carrier Sense with Multiple Access with Collision Detection) protocols for transmission.

GPRS stands for General Packet Radio Services. It is a packet-based service for 2G and 3G mobile communication. It is standardized under European Telecommunications Standards Institute(ETSI). It provides higher data rates for Internet on mobile phones. It is based on GSM(Global System for Mobile) communication and provides additional services on circuit-switched connections and Short Message Service(SMS). It is another popular topic for final year project, thesis, and seminar.

GPRS has the following main features:

It has lesser cost than the circuit-switched services as the communication channels are shared.

It provides variable throughput and latency.

It provides data rates of 56-114 kbps.

It supports IP, PPP, and X.25 packet-based protocol.

Services offered by GPRS include:

SMS(Short Messaging Service)

Internet Access

MMS(Multimedia Messaging Service)

Push-to-talk service

Instant Messaging

Point-to-point(P2P) and point-to-multipoint(P2M) services

It stands for High-Speed Packet Access. It is a combination of two technologies named HSDPA and HSUPA for uplink and downlink. This provides high-speed data access. It can provide download speed up to 384 kbps. It uses WCDMA protocols and improves the performance of the existing 3G mobile communication. Students looking for ece project ideas can work on this topic.

Components of HSPA

Following are the two main components of HSPA providing a link between the base station and the user:

HSDPA(High-speed Downlink Packet Access) – HSDPA is used to provide support for packet data and a data rate of 14 Mbps. Also, it helps in reducing delays.

HSUPA(High-speed Uplink Packet Access) – It also provides data support with improved features along with data rate of 5.74 Mbps.

Benefits of HSPA

There are a number of benefits of HSPA but following are the significant ones:

HSPA uses a higher order of modulation for data to be transmitted at a higher rate.

It uses a Shorter Transmission Time Interval(TTI) to reduce the round trip time and reduction in latency.

It uses a shared channel for transmission which provides a great level of efficiency.

To maximize the channel usage, link adaption is used.

Fast Node B scheduling is used with adaptive coding and modulation to respond to the constantly varying radio channel and interference.

These were some of the topics in electronics and communication for your project, thesis and for your seminar. Thesis help and thesis guidance can be taken for ece thesis topics from thesis guidance agencies.

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