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G.S II - Governance

Jan Vishwas (Amendment of Provisions) Bill, 2026


Mains: GSII – Polity & Governance

Why in News?

The Jan Vishwas (Amendment of Provisions) Bill, 2026 was introduced in Lok Sabha seeks to shift India’s regulatory approach from a punitive model to “trust-based governance.

Why is the bill being introduced?

  • Objective – To decriminalisation, rationalisation of penalties, and reduction of regulatory friction.
  • Scope of amendments – The Bill proposes amendments to 784 provisions across 79 Central Acts administered by 23 ministries.
  • Of these, 717 provisions are earmarked for decriminalisation, while the rest address ease of living more broadly.
  • Governing principle – Its governing principle is proportionality — the severity of the State’s response must bear a rational relationship to the gravity of the conduct it targets.
    • Core idea – The punishment must fit the nature of the offence.
  • 3 Goals
  • Separation of offences – The criminal sanctions remain for serious misconduct such as fraud, wilful evasion, and threats to public safety.
  • Minor procedural lapses (technical or paperwork errors) has shifted to civil penalties.
  • It prevents trivial mistakes from being treated like serious crimes.
  • Equity for MSMEs – Smaller enterprises and MSMEs are disproportionately exposed to compliance risks.
  • Because, they violate laws more often, but because they lack the capacity to absorb the consequences when accused of doing so.
  • It simplified compliance reduces disproportionate burdens.
  • Institutional relief – A significant share of pending cases in courts consists of minor regulatory matters.
    • India’s district and subordinate courts carry over 4.8 crore pending cases (NJDG, December 2025),
  • Decriminalising such cases is not leniency but a rational reallocation of judicial resources.

What are the key features of the bill?

  • Key Focus – Removing the criminal liability clause for minor procedural lapses and improving the ease of doing business and living.
  • Decriminalisation – The replacement of criminal penalties with civil and administrative alternatives. (e.g., Drugs & Cosmetics Act, National Highways Act).
  • Replacement of imprisonment – Imprisonment provisions are intended to be replaced by monetary penalties calibrated to the gravity of the violation.
  • Omission of offences – It deletes trivial offences such as false fire alarms, failure to report births/deaths, false copyright entries, etc.
  • Graded responses – For minor or first-time defaults- responses such as warnings and advisory notices for first-time defaults; penalties for repeated violations. 
  • Compounding provisions are expanded to provide faster resolution without full adjudication.
  • Improvement notices – Under Legal Metrology Act, requiring rectification before penalties.
  • Adjudication framework – The adjudicating officers & appellate authorities are empowered to decide cases within defined timelines, with appellate mechanisms to ensure fairness.
  • Penalty rationalisation – Penalties are to be periodically revised to retain their deterrent value like automatic 10% increase in fines every three years.
  • Municipal reforms – It restructures property tax in New Delhi (building tax & vacant land tax) and removes advertisement tax.
  • Procedural simplification – The Bill emphasises digitisation and procedural simplification to reduce inconsistencies in enforcement.

How does it impact institutions?

  • For judiciary – The most immediate consequence is meaningful relief.
  • Diverting routine regulatory cases from criminal dockets should free courts to concentrate on matters of genuine public significance.
  • For regulatory agencies – The Bill increases responsibility to regulatory agencies.
  • Administrative adjudication is faster and less resource-intensive than criminal prosecution, but it requires institutional capacity, clear guidelines, and oversight mechanisms to avoid arbitrariness.
  • The built-in appellate structures are meant to prevent arbitrariness, but their effectiveness hinges on proper implementation.
  • For businesses, particularly MSMEs – Minor procedural lapses no longer carry the threat of criminal prosecution.
  • This encourages formalisation and transparency, since businesses are less afraid of harsh consequences for technical errors.
  • Smaller enterprises benefit most, as they previously faced disproportionate risks.

How does the Bill promote efficient justice?

  • Ending Over-Criminalisation – The Bill distinguishes between serious misconduct (fraud, evasion, threats to safety) and minor procedural lapses.
  • By reserving criminal liability for conduct involving genuine intent or harm, and channelling procedural defaults through civil mechanisms, the Bill narrows the scope for over-criminalisation in a structured way.
  • Predictable compliance – A more predictable regulatory environment encourages voluntary compliance.
  • Minor lapse now attract proportionate penalty rather than the spectre of prosecution; the incentive structure shifts towards transparency.
  • The durability of these gains will depend on implementation.
  • Enhanced administrative discretion must be matched with clear guidelines, meaningful oversight, and appellate mechanisms that function as genuine checks.
  • Judicial efficiency – By diverting routine regulatory cases away from criminal courts, the Bill frees judicial capacity.
  • The Courts can focus on matters of genuine public importance, reducing backlog and delays.
  • Administrative oversight – There is a risk of excessive discretion in administrative authorities to adjudicate cases quickly.
  • Weak appellate safeguards in some sectors, the possibility that monetary penalties may replace criminalisation without reducing the burden, and limited clarity on uniform standards across different laws.

What lies ahead?

  • The Jan Vishwas (Amendment of Provisions) Bill, 2026 represents a major step towards modernizing India’s regulatory framework and aligning it with globally accepted principles of proportionate and risk-based regulation.
  • The Bill is expected to contribute significantly to improving the ease of doing business and ease of living in the country.

References

  1. The Hindu | What does the Jan Vishwas Bill do?
  2. PRS India | Jan Vishwas Bill, 2026

 

G.S III - Environment & Biodiversity

Environment – The Silent Victim of War


Mains: GS III – Environment| GS IV – Ethics

Why in News?

In the context of recent conflicts in West Asia, particularly the US-Israel war on Iran, environmental damage is no longer episodic but cumulative and persistent and the environment has increasingly emerged as a silent yet significant casualty of modern warfare.

What are the environmental consequences of recent conflicts in west Asia?

  • Greenhouse gas emissions and climate change Military operations are highly energy-intensive.
  • Recent estimates suggest that wars generate massive greenhouse gas (GHG) emissions in short periods.
    • For instance, military mobilisation, missile strikes, and destruction of infrastructure significantly contribute to carbon emissions, exacerbating global climate change.
  • Air pollution and toxic contaminationStrikes on oil refineries and storage facilities release large quantities of soot, particulate matter, and toxic gases.
  • These emissions can lead to phenomena like black rain and pose immediate health risks such as respiratory and cardiovascular diseases.
  • The use of chemicals like glyphosate in conflict zones further aggravates environmental toxicity.
  • Marine and coastal ecosystem damageThe Persian Gulf region is particularly vulnerable.
  • Damage to oil tankers and coastal infrastructure increases the likelihood of oil spills, which devastate marine biodiversity.
  • Such spills affect fisheries, coral ecosystems, and long-term ecological balance.
  • Soil and water contaminationDestruction of industrial zones releases hazardous substances, including heavy metals, into the environment.
  • These contaminants seep into soil and groundwater, affecting agriculture and drinking water supplies.
  • Disruption of critical infrastructureAttacks on desalination plants, essential in arid regions, threaten water security.
  • Environmental damage thus directly intersects with human survival and public health.

What are the historical perspectives?

  • World warsWorld War I led to the destruction of approximately 350,000 hectares of forest.
  • World War II caused widespread ecological damage, including deliberate flooding of farmland in the Netherlands and destruction of ecosystems across Europe.
  • Vietnam warThe Vietnam War marked a turning point where environmental destruction became a deliberate strategy.
  • The use of herbicides like Agent Orange destroyed millions of acres of forests and croplands, leaving long-term ecological and health consequences.
  • Gulf war (1991)The deliberate release of oil into the Persian Gulf created the largest oil spill in history, contaminating vast coastal areas and damaging marine ecosystems.
  • Russia–Ukraine conflictRecent conflicts have impacted the protected ecological zones, including biodiversity-rich habitats, demonstrating that even internationally recognised conservation areas are not immune.
  • Shift from episodic to cumulative ecological crisisEarlier conflicts caused localized and time-bound environmental damage. However, modern warfare signifies a paradigm shift:
    • Multi-domain warfare (land, air, sea, cyber) expands the scale of environmental harm.
    • Persistent emissions and pollution contribute to long-term ecological degradation.
    • Cumulative impacts from repeated conflicts intensify climate change and biodiversity loss.
  • Thus, environmental damage is no longer incidental but systemic, creating a prolonged ecological crisis.

What are the existing legal and policy frameworks?

  • ENMOD Convention (1976) – Prohibits the use of environmental modification techniques as weapons.
  • However, its scope is narrow and does not cover conventional environmental damage caused by warfare.
  • Geneva Conventions – Additional Protocol I (1977)Article 35(3) prohibits methods causing widespread, long-term, and severe environmental damage.
  • Article 55 mandates protection of the natural environment during warfare.
  • Rome Statute of the International Criminal Court (1998) – Recognises environmental war crimes but sets a very high threshold (“widespread, long-term, and severe”), limiting its applicability.
  • UN International Law Commission Draft Principles (2022)Provides guidelines for environmental protection before, during, and after conflict, including protection of indigenous lands and post-conflict restoration.
  • However, these are non-binding.

What are the gaps in the existing frameworks?

  • High threshold for liabilityThe requirement of “widespread, long-term, and severe” damage makes it difficult to hold actors accountable for many forms of environmental harm.
  • Lack of enforcement mechanismsMost frameworks lack independent monitoring and enforcement bodies, leading to weak compliance.
  • Exclusion of carbon emissionsCurrent laws do not adequately address war-related greenhouse gas emissions, despite their global impact.
  • Non-binding nature of guidelinesRecent principles lack legal enforceability, reducing their effectiveness.
  • Limited accountability and reparationsThere is insufficient emphasis on restoration and compensation for environmental damage.

What about ecocide as an emerging legal concept?

  • Definition and scopeEcocide refers to widespread or severe destruction of ecosystems, whether intentional or negligent.
  • SignificanceExpands accountability beyond wartime actions to peacetime environmental destruction.
  • Lowers the threshold for prosecuting environmental harm.
  • Recognises the intrinsic value of ecosystems.
  • Potential impactIf incorporated into international law, ecocide could:
    • Strengthen deterrence against environmental destruction.
    • Enable prosecution of state and non-state actors.
    • Promote environmental justice and restoration.

What measures could be taken?

  • Strengthening legal frameworksLower thresholds for environmental war crimes.
  • Expand definitions to include cumulative and climate-related damage.
  • Binding international agreementsConvert non-binding principles into enforceable treaties.
  • Independent monitoring mechanismsEstablish international bodies to assess and document environmental damage in conflict zones.
  • Integration of climate considerationsInclude military emissions in global climate agreements and carbon accounting systems.
  • Emphasis on restoration and reparationsPost-conflict reconstruction should prioritise ecological restoration alongside economic recovery.
  • Recognition of ecocideIncorporate ecocide into international criminal law to ensure accountability.

What lies ahead?

  • The environment is undeniably a silent casualty of war, bearing long-term consequences that extend far beyond the battlefield.
  • The shift from episodic environmental damage to a persistent ecological crisis underscores the urgency of rethinking existing legal and policy frameworks.
  • Recognising environmental protection as integral to peace and security, and embracing emerging concepts like ecocide, can pave the way for a more sustainable and accountable global order.
  • Without such reforms, the ecological costs of warfare will continue to undermine both human well-being and planetary health.

Reference

The Indian Express| Ecocide

 

G.S IV Ethics

Environment – The Silent Victim of War


Mains: GS III – Environment| GS IV – Ethics

Why in News?

In the context of recent conflicts in West Asia, particularly the US-Israel war on Iran, environmental damage is no longer episodic but cumulative and persistent and the environment has increasingly emerged as a silent yet significant casualty of modern warfare.

What are the environmental consequences of recent conflicts in west Asia?

  • Greenhouse gas emissions and climate change Military operations are highly energy-intensive.
  • Recent estimates suggest that wars generate massive greenhouse gas (GHG) emissions in short periods.
    • For instance, military mobilisation, missile strikes, and destruction of infrastructure significantly contribute to carbon emissions, exacerbating global climate change.
  • Air pollution and toxic contaminationStrikes on oil refineries and storage facilities release large quantities of soot, particulate matter, and toxic gases.
  • These emissions can lead to phenomena like black rain and pose immediate health risks such as respiratory and cardiovascular diseases.
  • The use of chemicals like glyphosate in conflict zones further aggravates environmental toxicity.
  • Marine and coastal ecosystem damageThe Persian Gulf region is particularly vulnerable.
  • Damage to oil tankers and coastal infrastructure increases the likelihood of oil spills, which devastate marine biodiversity.
  • Such spills affect fisheries, coral ecosystems, and long-term ecological balance.
  • Soil and water contaminationDestruction of industrial zones releases hazardous substances, including heavy metals, into the environment.
  • These contaminants seep into soil and groundwater, affecting agriculture and drinking water supplies.
  • Disruption of critical infrastructureAttacks on desalination plants, essential in arid regions, threaten water security.
  • Environmental damage thus directly intersects with human survival and public health.

What are the historical perspectives?

  • World warsWorld War I led to the destruction of approximately 350,000 hectares of forest.
  • World War II caused widespread ecological damage, including deliberate flooding of farmland in the Netherlands and destruction of ecosystems across Europe.
  • Vietnam warThe Vietnam War marked a turning point where environmental destruction became a deliberate strategy.
  • The use of herbicides like Agent Orange destroyed millions of acres of forests and croplands, leaving long-term ecological and health consequences.
  • Gulf war (1991)The deliberate release of oil into the Persian Gulf created the largest oil spill in history, contaminating vast coastal areas and damaging marine ecosystems.
  • Russia–Ukraine conflictRecent conflicts have impacted the protected ecological zones, including biodiversity-rich habitats, demonstrating that even internationally recognised conservation areas are not immune.
  • Shift from episodic to cumulative ecological crisisEarlier conflicts caused localized and time-bound environmental damage. However, modern warfare signifies a paradigm shift:
    • Multi-domain warfare (land, air, sea, cyber) expands the scale of environmental harm.
    • Persistent emissions and pollution contribute to long-term ecological degradation.
    • Cumulative impacts from repeated conflicts intensify climate change and biodiversity loss.
  • Thus, environmental damage is no longer incidental but systemic, creating a prolonged ecological crisis.

What are the existing legal and policy frameworks?

  • ENMOD Convention (1976) – Prohibits the use of environmental modification techniques as weapons.
  • However, its scope is narrow and does not cover conventional environmental damage caused by warfare.
  • Geneva Conventions – Additional Protocol I (1977)Article 35(3) prohibits methods causing widespread, long-term, and severe environmental damage.
  • Article 55 mandates protection of the natural environment during warfare.
  • Rome Statute of the International Criminal Court (1998) – Recognises environmental war crimes but sets a very high threshold (“widespread, long-term, and severe”), limiting its applicability.
  • UN International Law Commission Draft Principles (2022)Provides guidelines for environmental protection before, during, and after conflict, including protection of indigenous lands and post-conflict restoration.
  • However, these are non-binding.

What are the gaps in the existing frameworks?

  • High threshold for liabilityThe requirement of “widespread, long-term, and severe” damage makes it difficult to hold actors accountable for many forms of environmental harm.
  • Lack of enforcement mechanismsMost frameworks lack independent monitoring and enforcement bodies, leading to weak compliance.
  • Exclusion of carbon emissionsCurrent laws do not adequately address war-related greenhouse gas emissions, despite their global impact.
  • Non-binding nature of guidelinesRecent principles lack legal enforceability, reducing their effectiveness.
  • Limited accountability and reparationsThere is insufficient emphasis on restoration and compensation for environmental damage.

What about ecocide as an emerging legal concept?

  • Definition and scopeEcocide refers to widespread or severe destruction of ecosystems, whether intentional or negligent.
  • SignificanceExpands accountability beyond wartime actions to peacetime environmental destruction.
  • Lowers the threshold for prosecuting environmental harm.
  • Recognises the intrinsic value of ecosystems.
  • Potential impactIf incorporated into international law, ecocide could:
    • Strengthen deterrence against environmental destruction.
    • Enable prosecution of state and non-state actors.
    • Promote environmental justice and restoration.

What measures could be taken?

  • Strengthening legal frameworksLower thresholds for environmental war crimes.
  • Expand definitions to include cumulative and climate-related damage.
  • Binding international agreementsConvert non-binding principles into enforceable treaties.
  • Independent monitoring mechanismsEstablish international bodies to assess and document environmental damage in conflict zones.
  • Integration of climate considerationsInclude military emissions in global climate agreements and carbon accounting systems.
  • Emphasis on restoration and reparationsPost-conflict reconstruction should prioritise ecological restoration alongside economic recovery.
  • Recognition of ecocideIncorporate ecocide into international criminal law to ensure accountability.

What lies ahead?

  • The environment is undeniably a silent casualty of war, bearing long-term consequences that extend far beyond the battlefield.
  • The shift from episodic environmental damage to a persistent ecological crisis underscores the urgency of rethinking existing legal and policy frameworks.
  • Recognising environmental protection as integral to peace and security, and embracing emerging concepts like ecocide, can pave the way for a more sustainable and accountable global order.
  • Without such reforms, the ecological costs of warfare will continue to undermine both human well-being and planetary health.

Reference

The Indian Express| Ecocide

 

Prelim Bits

Electric Cooking in India – Induction vs Infrared Cooktops


Prelims: Current events of national and international importance | Energy & Infrastructure

Why in News?

Amid LPG shortages due to the West Asia conflict, many Indian households have shifted to induction and infrared cooktops.

Induction vs Infrared Cooktops—Detailed Comparison

Feature

Induction Cooktops

Infrared Cooktops

Working Principle

Uses rapidly changing electromagnetic field to directly heat ferromagnetic cookware.

Uses heated coil/halogen element beneath glass surface to emit infrared radiation, which heats cookware indirectly.

Cookware Compatibility

Requires ferromagnetic cookware (cast iron, magnetic stainless steel). Non‑magnetic vessels (aluminium, copper, glass) not compatible.

Works with any cookware – steel, aluminium, ceramic, glass – no magnetic requirement.

Efficiency

High - 85–95% electricity converted to heat (direct vessel heating).

Moderate - 70–80% efficiency (heat lost during transfer from coil to glass to vessel).

Heat Control

Precise control via power electronics (PWM, frequency adjustment); efficient even at low heat settings.

Heat control via phase‑angle control (coil on/off cycles); less precise, distorts current waveform, lowers power factor.

Cooking Speed

Faster heating due to direct energy transfer.

Slower heating; coil warms first, then transfers heat.

Grid Impact

More efficient, but concentrated cooking demand (morning/evening) can add 3–5 GW spikes.

Lower efficiency + waveform distortion; leads to higher localised stress on distribution transformers.

Safety

No open flame; surface remains relatively cool except under vessel.

Coil/glass surface gets very hot; higher risk of burns.

Reference

The Indian Express | Electric Cooking

Prelim Bits

Mission Karma Yogi & Sadhana Saptah, 2026


Prelims: Current events of national and international importance | Governance

Why in News?

The Department of Higher Education organized an interactive session on Indian Knowledge Systems (IKS) as part of Sadhana Saptah.

Mission Karma Yogi (National Programme for Civil Services Capacity Building – NPCSCB)

  • It is a long-term national programme for building civil service capacity.
  • Aim – Transform India’s civil services into a competent, future‑ready, citizen‑centric workforce.
  • Launched in – September 2020.
  • Scheme Type - It is a Central Sector Scheme.
  • Implemented by - The Department of Personnel and Training.
  • Nodal Ministry - Ministry of Personnel, Public Grievances and Pensions.
  • Institutional Structure - Led by the Prime Minister's Public Human Resources Council, supported by the Capacity Building Commission (CBC).
  • Digital Backbone – iGOT Karmayogi platform (launched in 2022) – hosts 4,400+ courses in multiple languages.
  • It focuses on enhancing individual and institutional capabilities for central and state officials, fostering a proactive, technology-enabled, and citizen-centric civil service.
  • Features – Self‑paced courses, webinars, peer learning, Karma Points, and certification.
  • Regular performance evaluation via Capacity Building Commission (CBC).
  • Significance Strengthens governance capacity, embeds Seva Bhav, and supports Atmanirbhar Bharat.

Mission Sadhana Saptah, 2026

  • It is a week‑long annual initiative marking CBC’s foundation day and showcasing progress under Mission Karmayogi.
  • Launched in – April, 2026.
  • Organised by – Capacity Building Commission (CBC).
  • Aim – Strengthen adaptive development and humane aptitude for national advancement; embed continuous learning culture.
  • Theme – Technology to Tradition to Tangible Outcomes

Sadhana Saptah

  • Key Initiatives -

Karmayogi Geet

Reinforces values of Seva, Kartavya, nation building.

Karmayogi Kshamata Connect

Empowers frontline functionaries with digital awareness and national priorities.

Karmayogi Kartavya Karyakram

Behavioural transformation initiative for 1.3 crore officials.

Trust‑Based Peer Assessment

Links learning with real‑world application on iGOT platform.

AI‑Powered Case Study Suite (Amrit Gyan Kosh)

Integrates real case studies into training and decision‑making.

  • Relationship Between Mission Karmayogi & Sādhana Saptah
  • Mission Karmayogi provides the structural framework and digital backbone (iGOT) and Sādhana Saptah reinforces and celebrates its progress.
  • Together, they are instruments to achieve the vision of Viksit Bharat 2047.

References

  1. PIB | Sadhana Saptah
  2. CBC | Sadhana Saptah
  3. Digital India | Karmayogi

Prelim Bits

Indian Oak Trees


Prelims: Current events of national and international importance | Conservation

Why in News?

The Uttarakhand High Court has stayed the felling of oak trees in Mussoorie for construction by the Municipal Council.

  • These are indigenous species found across the Himalayan region between 1,000–3,500 meters altitude, often found in the Western Himalayas and Arunachal Pradesh.
  • Genus – Quercus.
  • Family – Fagaceae.
  • Prominent Species - The 5 prominent evergreen Himalayan species

Oak Trees

  • Soil – Moist, well‑drained, loamy soils; rich in organic matter.
  • Climate – Temperate to cool climates; thrive in areas with high rainfall and humidity.
  • Land Type – Mountain slopes, valleys, and temperate forest belts.

Oaks are generally slow-growing trees, Himalayan Oaks can grow up to 10-35 metres.

  • Habitats - They dominate moist temperate forests, often serving as the "climax species"—the final stage of ecological succession in their ecosystems.
  • Distribution (India) - Approximately 20 species are in the Western Himalayas and 15 in the Eastern Himalayas (e.g., Arunachal Pradesh).
  • Global distribution – Temperate deciduous, Mediterranean evergreen, montane oak forests (North America, Asia, Europe).

Mexico has the largest number of oak species globally.

  • Uses – Fuelwood & Fodder, timber, and traditional uses.
  • Ecological Importance
    • Soil & water conservation.
    • Assist watershed protection by promoting the recharge of springs.
    • Biodiversity hubs.
    • Provide carbon stock and regulate microclimate.
  • Threats & Degradation –
    • Rate of Degradation – 0.36 sq km/year.
    • Chronic Disturbance – Grazing, lopping, litter removal.
    • Invasive Species -Eupatorium adenophorum, Lantana camara, chir pine replacement.
    • Forest Fires – Oaks highly susceptible; damaged stems prone to pathogens.

Oak Tree - 1

Reference

The Indian Express | Oak Trees

Prelim Bits

Frog-Inspired Humidity-Responsive Brain Sensor


Prelims - Current events of national and international importance | Science & Technology

Why in News?

Researchers at the Jawaharlal Nehru Centre for Advanced Scientific Research (JNCASR), Bengaluru, have developed a frog-inspired neuromorphic sensor that responds to humidity and light.

Key Features -

  • It is a type of advanced electronic device designed to mimic the way a biological brain processes information (Biological Mimicry).
  • Technology Type – Neuromorphic sensor.
  • Biological Inspiration – Cricket frogs, whose synaptic behaviour is highly sensitive to moisture and daylight.
  • Material Base – One-dimensional supramolecular nanofibers.

Supramolecular nanofibers are one-dimensional nanostructures formed through the self-assembly of small molecules or polymers.

  • Primary Stimulus – Humidity (first neuromorphic device to use moisture as main trigger).
  • Secondary Stimulus – Light (modulates sensitivity).
  • Functions – Sensing, memory storage, and signal processing simultaneously.
  • Synaptic Functions Replicated – Facilitation, depression, meta-plasticity, and basic logic operations.
  • Procedure –Frog-Inspired Humidity-Responsive Brain Sensor

Frog-Inspired Humidity-Responsive Brain Sensor - 1

  • Conventional vs Frog-Inspired Sensor –

Aspect

Von Neumann Bottleneck (Conventional Systems)

Frog-Inspired Neuromorphic Sensor

Data Handling

Separate units for sensing, memory, and processing requires constant data transfer.

Integrates sensing, memory, and processing in a single platform.

Energy Use

High energy consumption due to repeated transfer between CPU, memory, and sensor.

Low energy use by computing at the source (edge computing).

Response Mode

Always-on, continuous operation drains battery.

Event-driven response fires only when stimulus detected.

Efficiency

Slower, less efficient due to transfer delays.

Brain-like efficiency simultaneous sensing, storage, and processing.

Biological Analogy

Mechanical separation of functions unlike natural systems.

Mimics frog synapses adaptive, moisture/light-sensitive behaviour.

  • Significance - Smart Environmental Monitoring - Adaptive sensors for humidity/climate changes.
  • Healthcare Devices - Wearables that sense sweat/breathing with ultra-low power.
  • AI (Artificial Intelligence) and IoT (Internet of Things) - Supports sustainable edge computing, reducing reliance on power-hungry server farms.
  • Global First - First neuromorphic device using humidity as primary stimulus.

Reference

PIB | Neuromorphic Sensor

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