Compute-energy coordination

Align workload and energy plans

Establish real workload flexibility before planning around energy supply, prices and eligibility. Business continuity comes first; market returns are not guaranteed.

AI concept · Not a project photograph or product specification

01Four coordination directions

Assess only resources that meet operating, permission and market conditions.

Flexible compute

Identify batch inference, training, backup and tuning tasks that may pause, move or wait. Preserve service protection for online workloads.

Renewable matching

Assess onsite solar, storage and eligible procurement. Verify physical supply and environmental attributes; dispatch records alone do not establish zero-carbon operation.

Market services

Evaluate demand response, ancillary services and trading according to entity eligibility, response capability and local rules. Access to every product is not assumed.

Joint scheduling

Consider deadlines, data location, networks, site capacity and energy cost together. Include migration overhead and recovery costs.

02From data to reconciliation

Explain the workflow without disclosing internal algorithms, bidding strategies or client data.

01 Integrate & forecast

Aggregate equipment, metering and task states. Check quality and assess demand, supply and flexibility.

02 Plan & approve

Develop recommendations within business constraints. Define authority, validity and fallback, with accountable approval before execution.

03 Execute & protect

Adjust permitted tasks through agreed interfaces. Verify actual power and service quality, stopping or reverting on exceptions.

04 Verify & settle

Retain declarations, events, readings and acknowledgments. Allocate costs, assess deviations and reconcile under contracts and applicable rules.

03Assess implementation value

Distinguish estimates, pilots and verified outcomes.

Operating value

Compare total energy and maintenance costs at equal workload and quality, rather than a single interval's tariff.

Power-system value

Assess available windows, duration and execution deviations. Use measured response to support resource declarations.

Risk boundaries

Define dispatch uncertainty, performance charges, data permissions and exit terms. Investment and procurement require a complete project assessment.

Assessment methods

ENGINEERING / INTERACTIVE MODEL

24-hour compute-power model

Illustrative model, not live data, a DCP benchmark or a return promise. Compare power, grid energy and electricity cost at equal daily work.

Flexible workload 60%Solar peak 100 kW

Inspect hour 12:00

Compute energy (unchanged)

480 kWh

Scheduled grid energy

1,788 kWh

Energy-charge difference

81.6 CNY

Grid peak (before → after)

125 → 114 kW

Site power and solar output / kW

OriginalScheduledSolar

Swipe the chart or use the hour slider above to inspect values.

12:00 · Original 115 kW · Scheduled 103 kW · Solar 100 kW

Hourly grid import / kW

OriginalScheduled

Swipe the chart or use the hour slider above to inspect values.

12:00 · Original 15 kW · Scheduled 3 kW

Daily energy charge / CNY

Original1,271.2

Scheduled1,189.6

02,400 CNY

Same tariffs and daily energy; grid energy charges only.

Scheduled energy supply / kWh

Grid: 1,788 kWh
On-site solar: 762 kWh
Total site energy: 2,550 kWh

Solar consumed + grid imports = site demand. Surplus solar earns no revenue in this model.

Assumptions, limitations and hourly data

Synthetic day, 1-hour steps. Fixed load: 95 kW at 08–17, 105 kW at 18–21, otherwise 70 kW. Original compute: 20 kW × 24 h. Movable work is ready at 00:00 and due by 24:00. Site limit: 160 kW. Assign 1 kWh increments by marginal grid cost. Illustrative tariffs: 0.4 at 00–06 and 23, 1.1 at 17–21, otherwise 0.7 CNY/kWh, not a regional tariff. Excludes migration overhead, demand charges, storage, depreciation, taxes, export revenue and emissions. Peak reduction is not the objective; grid peak may increase. Solar follows a synthetic sine curve.

Illustrative raw data · kW / CNY per kWh
Hour	Original	Scheduled	Solar	Grid·before	Grid·after	Tariff
0	90	114	0	90	114	0.4
1	90	114	0	90	114	0.4
2	90	114	0	90	114	0.4
3	90	114	0	90	114	0.4
4	90	114	0	90	114	0.4
5	90	114	0	90	114	0.4
6	90	114	0	90	114	0.4
7	90	78	26	64	52	0.7
8	115	103	50	65	53	0.7
9	115	103	71	44	32	0.7
10	115	103	87	28	16	0.7
11	115	103	97	18	6	0.7
12	115	103	100	15	3	0.7
13	115	103	97	18	6	0.7
14	115	103	87	28	16	0.7
15	115	103	71	44	32	0.7
16	115	103	50	65	53	0.7
17	115	103	26	89	77	1.1
18	125	113	0	125	113	1.1
19	125	113	0	125	113	1.1
20	125	113	0	125	113	1.1
21	125	113	0	125	113	1.1
22	90	78	0	90	78	0.7
23	90	114	0	90	114	0.4

Share task types, load curves and site conditions to establish coordination scope and validation methods.

Explore DCP Discuss a plan

Hour	Original	Scheduled	Solar	Grid·before	Grid·after	Tariff
0	90	114	0	90	114	0.4
1	90	114	0	90	114	0.4
2	90	114	0	90	114	0.4
3	90	114	0	90	114	0.4
4	90	114	0	90	114	0.4
5	90	114	0	90	114	0.4
6	90	114	0	90	114	0.4
7	90	78	26	64	52	0.7
8	115	103	50	65	53	0.7
9	115	103	71	44	32	0.7
10	115	103	87	28	16	0.7
11	115	103	97	18	6	0.7
12	115	103	100	15	3	0.7
13	115	103	97	18	6	0.7
14	115	103	87	28	16	0.7
15	115	103	71	44	32	0.7
16	115	103	50	65	53	0.7
17	115	103	26	89	77	1.1
18	125	113	0	125	113	1.1
19	125	113	0	125	113	1.1
20	125	113	0	125	113	1.1
21	125	113	0	125	113	1.1
22	90	78	0	90	78	0.7
23	90	114	0	90	114	0.4

Hour	Original	Scheduled	Solar	Grid·before	Grid·after	Tariff
0	90	114	0	90	114	0.4
1	90	114	0	90	114	0.4
2	90	114	0	90	114	0.4
3	90	114	0	90	114	0.4
4	90	114	0	90	114	0.4
5	90	114	0	90	114	0.4
6	90	114	0	90	114	0.4
7	90	78	26	64	52	0.7
8	115	103	50	65	53	0.7
9	115	103	71	44	32	0.7
10	115	103	87	28	16	0.7
11	115	103	97	18	6	0.7
12	115	103	100	15	3	0.7
13	115	103	97	18	6	0.7
14	115	103	87	28	16	0.7
15	115	103	71	44	32	0.7
16	115	103	50	65	53	0.7
17	115	103	26	89	77	1.1
18	125	113	0	125	113	1.1
19	125	113	0	125	113	1.1
20	125	113	0	125	113	1.1
21	125	113	0	125	113	1.1
22	90	78	0	90	78	0.7
23	90	114	0	90	114	0.4

Hour	Original	Scheduled	Solar	Grid·before	Grid·after	Tariff
0	90	114	0	90	114	0.4
1	90	114	0	90	114	0.4
2	90	114	0	90	114	0.4
3	90	114	0	90	114	0.4
4	90	114	0	90	114	0.4
5	90	114	0	90	114	0.4
6	90	114	0	90	114	0.4
7	90	78	26	64	52	0.7
8	115	103	50	65	53	0.7
9	115	103	71	44	32	0.7
10	115	103	87	28	16	0.7
11	115	103	97	18	6	0.7
12	115	103	100	15	3	0.7
13	115	103	97	18	6	0.7
14	115	103	87	28	16	0.7
15	115	103	71	44	32	0.7
16	115	103	50	65	53	0.7
17	115	103	26	89	77	1.1
18	125	113	0	125	113	1.1
19	125	113	0	125	113	1.1
20	125	113	0	125	113	1.1
21	125	113	0	125	113	1.1
22	90	78	0	90	78	0.7
23	90	114	0	90	114	0.4