र.
(← selected work) (research question)

can four cities on two coasts be measured the same way, and what does the measurement change?

Green City Action Plans for Kota Bharu, Langkawi, Kuching–Padawan and Penang Island, four cities read on one instrument, from base map to inventory to investment.

A Green City Action Plan is a city's first climate ledger: what it is, what it is exposed to, what it emits, and what it should build next. ICLEI South Asia prepared four of them for the Indonesia–Malaysia–Thailand Growth Triangle (Kota Bharu on the east coast, Langkawi and Penang Island off the west, Kuching's Padawan council in Sarawak) on one method, so that a state secretariat can read them side by side. Each runs the same four sections: a city profile built in GIS, a climate risk and vulnerability assessment, a GPC-compliant GHG inventory for 2017–2022, and the priority sectors and investment projects that follow. My work ran across all four: the maps, the inventory, the sector diagrams that open each city's services, and the books themselves.

(role)
co-author · gis analysis · ghg inventory · sector diagrams · book design
(period)
2023–2024
(context)
iclei south asia · imt-gt jbc malaysia · four local governments
(status)
published · 2024
Penang Island. Land surface temperature, 2017 and 2022. The island runs 20–34 °C at the surface; the hottest ground is George Town and the Bayan Lepas industrial zone, the coolest the forested hill at its centre.
fig.01Penang Island. Land surface temperature, 2017 and 2022. The island runs 20–34 °C at the surface; the hottest ground is George Town and the Bayan Lepas industrial zone, the coolest the forested hill at its centre.
(00) four cities

One method, two coasts, a state and an island

The Indonesia–Malaysia–Thailand Growth Triangle asked for green city action plans for four Malaysian local governments at once, and the point of doing four together was the method. A state secretariat reading Kota Bharu next to Penang needs the same sections in the same order, built from the same kinds of data: a city profile from GIS, a climate risk and vulnerability assessment on the ClimateResilientCITIES method, a GHG inventory on the Global Protocol at BASIC level for 2017 to 2022, and a list of priority sectors and quality-infrastructure projects a bank can pick up. The method is the real deliverable; the four books are it, run four times. This page reads them the way the secretariat would: each layer, four cities across.

Kota Bharu Green City Action Plan. Kelantan, east coast; 411,391 people.
Langkawi Green City Action Plan. Kedah; an island of 96,697 people and a tourism economy.
Kuching (Padawan Municipal Council) Green City Action Plan. Sarawak; 266,895 people.
Penang Island Green City Action Plan. 307 km², 811,081 people, George Town at its heart.
fig.02–05The four plans. Kota Bharu, Langkawi, Kuching (Padawan Municipal Council), Penang Island. Each cover carries the city's outline and its coordinates; the colour is the city's.
(01) four layers

Each layer, four cities across

  1. 01the ground
  2. 02land use
  3. 03heat
  4. 04flood
Kota Bharu
Kota Bharu. Administrative boundary and planning blocks; the Kelantan river to the west, the South China Sea to the north.Kota Bharu. Existing and proposed land use, 2022 against 2035: housing and agriculture giving way to commerce along the river.Kota Bharu. Land surface temperature 2022: the whole plain runs hot; the river corridor and the coast a degree or two cooler.Kota Bharu. Flood hazard: the Kelantan river's floodplain, the low north-east wards, the December monsoon.
Langkawi
Langkawi. The main island and its islets; the planning blocks, the ferry routes to Kuala Perlis and Kuala Kedah.Langkawi. Existing land use 2022: forest on the massif, agriculture on the plain, tourism along the southern shore.Langkawi. LST 2022: the town of Kuah and the airport plain hottest; the forested massif holds the cool.Langkawi. Flood exposure on the built environment: Padang Matsirat and Ulu Melaka the hotspots; 18.15 km² of the island in the flood zone.
Padawan
Kuching (Padawan). The municipal council's wards, 884 km² south of Kuching city on the Sarawak Kiri.Kuching (Padawan). Land cover 2017 and 2022: forest still dominant, built-up creeping along the Kuching–Serian road.Kuching (Padawan). Heat hazard by ward: the Kuching-side wards and the corridor hottest, the hill wards coolest.Kuching (Padawan). Flood impacts on urban systems: the wards along the Sarawak Kiri and the Kuching–Serian road.
Penang Island
Penang Island. Local and regional connectivity: the two bridges, the expressways, the port and the airport at Bayan Lepas.Penang Island. Land use and key settlement areas, 2022: 45 per cent forest, 14 agriculture, 13 housing, 8 transport.Penang Island. LST 2017 and 2022: George Town and Bayan Lepas hottest, the central hill coolest; 20–34 °C at the surface.Penang Island. Flood impacts on urban infrastructure: 64 waterlogging locations, the north-east district's low ground and the river mouths.
fig.06–09Where each city is. The first map of every plan, prepared in GIS from council, PLANMalaysia and OpenStreetMap data: boundaries, planning blocks, the network that reaches them.

Every plan opens with a map made from the city's own data, boundaries and roads from the council and PLANMalaysia, population from the census, so the first thing a reader sees is a place they recognise, drawn consistently. Four cities that could not be more different in shape: Kota Bharu, a river town of 411,000 on the east coast; Langkawi, an island of 97,000 that lives on tourism; Padawan, a municipal council of 267,000 spread over 884 square kilometres of Sarawak villages; Penang Island, 811,000 people on 307 square kilometres with George Town at its heart.

The land-use maps share a legend and say four different things. Kota Bharu is trading fields for commerce along the Kelantan. Langkawi is forest on its massif and hotels on its southern shore. Padawan is still mostly forest, with the built-up strip creeping along the Kuching–Serian road between 2017 and 2022. Penang is 45 per cent forest on the hill and dense on the plain around it. What a city can do about carbon and heat starts with what its ground is for.

Then the heat. Land surface temperature from Landsat, on the same scale for each city, and the pattern repeats: the built plain heats; the forest and the water hold. Kota Bharu's whole plain runs hot; Langkawi's Kuah and airport plain against its massif; Padawan's Kuching-side wards against its hills; Penang's George Town and Bayan Lepas at 34 °C against the hill at its centre. At 76 per cent humidity Penang's 37 °C feels like 55, and the mean maximum has risen 0.9 °C since 1981.

Then the water. Kota Bharu floods from the Kelantan every December monsoon. Langkawi's flood zone is 18 square kilometres, with Padang Matsirat and Ulu Melaka the hotspots. Padawan floods along the Sarawak Kiri. Penang counts 64 waterlogging locations in the north-east district's low ground. Each map puts the roads, substations, schools and clinics on the hazard, and the exposure maps are where the investment list starts.

(02) services

Energy, waste, water, wastewater, sixteen times

  1. 01energy
  2. 02waste
  3. 03water
  4. 04wastewater
Kota Bharu
Kota Bharu · energy. 70 % coal-based supply; 1,398 kWh per person; residential 42.5 %, commercial 44 %, industry 12.6 %.Kota Bharu · waste. 481 tonnes a day, 74 % collected; a black soldier fly plant for organics; 10.39 % to the MRF.Kota Bharu · water. Demand 184.8 MLD, supply 163.8; 94 % coverage; 100 % groundwater.Kota Bharu · wastewater. 131 MLD generated, 33 % treatment capacity, 2.11 % of households sewered.
Langkawi
Langkawi · energy. Gas-fired supply; 1,109 kWh per person; residential 96.5 %.Langkawi · waste. 113 tonnes a day, 56 % collected; a 100-tonne incinerator processing 10.7.Langkawi · water. 290.92 MLD, 98 % coverage; 44 % from island treatment works, 56 % piped from the mainland.Langkawi · wastewater. 232.73 MLD, 70 % treatment capacity, 38 % of households sewered.
Padawan
Padawan · energy. Sarawak's hydropower grid; 5,178 kWh per person; industry 45 %.Padawan · waste. 98 % collected, 0.40 % segregated; organics 62 % of the stream.Padawan · water. 319 MLD, 100 % coverage, all of it from the Sungai Sarawak Kiri.Padawan · wastewater. 255 MLD, 14 MLD of treatment capacity, 8 % sewered, 76 % on septic tanks.
Penang Island
Penang Island · energy. Coal-fired supply from Gelugor; 6,130 kWh per person; industry 48 %.Penang Island · waste. 800 tonnes a day, 100 % collected, through Batu Maung to the Pulau Burung landfill.Penang Island · water. Penang Water Supply Corporation; the island's dams and the mainland's river.Penang Island · wastewater. 60.77 % sewered; 154 public and 3 regional treatment plants.
fig.14 · 18 · 22 · 26Energy. The agency, the source, the supply and the demand. Coal at Kota Bharu and Penang, gas at Langkawi, Sarawak's hydropower at Padawan — and a spread from 1,109 to 6,130 kWh a person.

Before the risk and the carbon, the services. For each city, four diagrams (energy, waste, water, wastewater) on one drawing system: the agency responsible, the source, the supply and the demand, and the number that tells you where the city stands. Kota Bharu is 70 per cent coal-fed and 2 per cent sewered. Langkawi pipes more than half its water from the mainland. Padawan runs on Sarawak's hydropower, uses five times the electricity per person that Kota Bharu does, and has 76 per cent of its households on septic tanks. Penang collects all of its 800 tonnes of waste a day and sends it across the bridge to a landfill.

Sixteen drawings, one legend. Read a sector at a time, four cities across, they are the comparison the secretariat asked for, before a single table.

(03) inventory

Four ledgers on one protocol

The inventory is the ledger, and the same table appears in each book: energy use by sector, emissions by sector, the per-capita line, Malaysia's 10.16 tonnes beside it. Penang Island used 25.58 million gigajoules in 2022 and emitted 4.72 million tonnes, 5.82 a person, with manufacturing first. Padawan is 1.11 million tonnes and 4.18 a person, transport nearly half and waste a fifth, its electricity light because the grid is hydro. Langkawi is 0.45 million tonnes and 4.70 a person, transport first, and its emissions grew 44 per cent in five years on tourism. Kota Bharu, with half Penang's people and no heavy industry, is 0.76 million tonnes and 1.86 a person. Four cities, 7.04 million tonnes, one protocol, and the differences between them are the plan.

Kota Bharu, 2022. 3.67 million GJ; 0.76 million tCO₂e; 1.86 tonnes a person. Residential and commercial buildings lead; no heavy industry.
Langkawi, 2022. 3.12 million GJ; 0.45 million tCO₂e; 4.70 tonnes a person. Transport 38 per cent; emissions up 44 per cent in five years.
Kuching (Padawan), 2022. 11.76 million GJ; 1.11 million tCO₂e; 4.18 tonnes a person. Transport 46 per cent, waste a fifth; a hydropower grid keeps electricity light.
Penang Island, 2022. 25.58 million GJ; 4.72 million tCO₂e; 5.82 tonnes a person against Malaysia's 10.16. Industry first, then buildings.
fig.38–41Community-level energy and GHG emissions, 2022. The same table in each book: energy by sector, emissions by sector, the per-capita line, the national figure beside it.
4
(cities · one method)
1.59 M
(people)
7.04 Mt
(CO₂e · four cities, 2022)
5.82 → 1.86
(tCO₂e per person · penang to kota bharu)
GCAP GHG inventories, ICLEI South Asia 2024 · baseline 2022 · GPC BASIC
(04) next

Priority sectors and what to fund

Each plan closes with the priority sectors that fall out of its profile, its risks and its inventory, and a shortlist of quality infrastructure investment projects a development bank can pick up: for Penang, waste-to-energy at Pulau Burung, a raw-water transfer from the Perak, effluent reclamation at two treatment plants, a light rail, rooftop solar on every public building, an electric fleet. The lists differ by city; the way they were arrived at does not.

Penang Island. Priority sectors and the eight quality infrastructure investment projects: waste-to-energy at Pulau Burung, raw-water transfer, effluent reclamation, LRT, rooftop solar, EVs. Each plan closes with its own list.
fig.42Penang Island. Priority sectors and the eight quality infrastructure investment projects: waste-to-energy at Pulau Burung, raw-water transfer, effluent reclamation, LRT, rooftop solar, EVs. Each plan closes with its own list.
(outcome)
Four Green City Action Plans, Kota Bharu, Langkawi, Kuching (Padawan Municipal Council), Penang Island, prepared by ICLEI South Asia with ICLEI Southeast Asia for IMT-GT JBC Malaysia, 2023–24. City profile, climate risk and vulnerability assessment, GHG inventory and priority sectors for each; sixteen service overview diagrams on one drawing system.
(recognition)
Named contributor on all four plans, ICLEI South Asia contributing team.
(what I'd do next)
The four inventories are in four PDFs. They should be one table, the same sectors, the same years, the same per-capita line, published open, so the next city in the Triangle starts from a comparison and not from a blank page.
(next) Ahmedabad Climate Action Plan · the same instrument, first city →